187 records. Keep the caveats.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Generalists wanting one subscription that does the most

Strength in the package

Largest tool surface and ecosystem; 512MB file uploads

Friction in the package

Confusing model naming; steep opaque tier ladder

Platforms recorded

Web, macOS, Windows, iOS, Android, API, Codex CLI

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Knowledge workers who write, analyse documents or code

Strength in the package

Best reasoning over supplied documents; 1M context

Friction in the package

Narrow deep-research retrieval; 30MB file cap; no image generation

Platforms recorded

Web, macOS, Windows, iOS, Android, API, Claude Code, Cowork

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Google Workspace households and companies

Strength in the package

Best raw value bundle: 5TB storage, YouTube, video credits

Friction in the package

Inconsistent quality across surfaces; messy naming

Platforms recorded

Web, Android, iOS, Workspace surfaces, API

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Consumers already inside Microsoft 365

Strength in the package

Grounding in your actual Microsoft content

Friction in the package

Raw assistant quality lags ChatGPT, Claude and Gemini

Platforms recorded

Web, Windows, iOS, Android, M365 apps

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Individual consumers wanting extensive Copilot in Office

Strength in the package

Extensive Copilot use across Word, Excel, PowerPoint, Outlook, OneNote

Friction in the package

Replaced Copilot Pro, so a second consumer reset in 18 months

Platforms recorded

Windows, macOS, Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Not recorded

Strength in the package

Not recorded

Friction in the package

Not recorded

Platforms recorded

Not recorded

Vendor status recorded

Shut down (retired late 2025, subscribers carried to 1 Aug 2026)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Traders, journalists and anyone tracking the last hour

Strength in the package

Fastest to real-time information, especially on X

Friction in the package

Inconsistent citation rigour; corporate compliance risk

Platforms recorded

Web, iOS, Android, X, API

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Casual consumer use inside social apps

Strength in the package

Enormous distribution and zero friction

Friction in the package

Not a work tool; privacy posture unusable professionally

Platforms recorded

WhatsApp, Instagram, Messenger, Facebook, Ray-Ban glasses

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Developers needing a cost lever or self-hosting

Strength in the package

Price floor of the industry; open weights

Friction in the package

Data residency and compliance block regulated Western use

Platforms recorded

Web, API

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Not recorded

Strength in the package

Reference computer-use agent

Friction in the package

Least dependable agent class on long tasks

Platforms recorded

Web

Vendor status recorded

Pivoted (folded into ChatGPT agent mode, mid-2025)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Anyone who fact-checks for a living

Strength in the package

Citation-first interface; fastest deep research (3-10 min)

Friction in the package

Summarises more than it synthesises; weak source quality control

Platforms recorded

Web, iOS, Android, Comet browser

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Perplexity users wanting an agentic browser

Strength in the package

Credible agentic browser at no cost

Friction in the package

Tied to the Perplexity ecosystem

Platforms recorded

macOS, Windows, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Students, researchers and anyone synthesising a fixed corpus

Strength in the package

Best grounded synthesis at any price; very low hallucination

Friction in the package

Cannot reason beyond your corpus; new compute quota is opaque

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Academics and teams doing systematic literature review

Strength in the package

PRISMA-grade systematic review screening up to 40,000 papers

Friction in the package

Expensive relative to general assistants

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Researchers wanting cheaper academic search

Strength in the package

Competes with Elicit at a lower price point

Friction in the package

Less depth than Elicit

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Researchers working with academic PDFs

Strength in the package

Understands citation graphs and methodology sections as structured objects

Friction in the package

Narrow to academic work

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams that already run on Notion

Strength in the package

AI that operates on structured databases; AI Meeting Notes

Friction in the package

Degrades in large workspaces; effective AI price doubled for Plus users

Platforms recorded

Web, macOS, Windows, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams building doc-as-application workflows

Strength in the package

AI columns operating over tables beat Notion AI for structured work

Friction in the package

Two brand changes in a year is a continuity risk

Platforms recorded

Web

Vendor status recorded

Acquired - operating (Coda absorbed into Superhuman; coda.io redirects)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Technical users who want local-first files they own

Strength in the package

Local markdown you own forever; complete model choice

Friction in the package

You become the systems integrator; no first-party AI

Platforms recorded

macOS, Windows, Linux, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Obsidian users wanting semantic vault search

Strength in the package

Semantic search and vault chat with citations

Friction in the package

Slow initial indexing; duplicate indexes if run alongside Copilot

Platforms recorded

Obsidian

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Obsidian users wanting a polished chat sidebar

Strength in the package

Polished chat sidebar with QA mode

Friction in the package

Typical API usage runs $20-30/month

Platforms recorded

Obsidian

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Obsidian users wanting template-driven inline generation

Strength in the package

Template-driven inline generation

Friction in the package

Requires your own API key and setup

Platforms recorded

Obsidian

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Privacy-absolutist users with capable hardware

Strength in the package

The only genuinely free, fully offline option

Friction in the package

Needs 16GB+ RAM and local model setup

Platforms recorded

Obsidian

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

People who want zero-structure capture

Strength in the package

No folders or tags; AI organises retroactively

Friction in the package

Small vendor in a category the big assistants are absorbing

Platforms recorded

Web, iOS

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Developers adding memory to their own apps

Strength in the package

Developer memory API

Friction in the package

Unrelated to Mem the note app despite the name

Platforms recorded

API

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

People who read and highlight heavily

Strength in the package

Unmatched highlight-capture-and-resurface loop; Reader is the best read-later app

Friction in the package

AI (Ghostreader) is an accessory, not the product

Platforms recorded

Web, iOS, Android, browser extension

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Existing Evernote users only

Strength in the package

AI-Powered Search, Semantic Search, AI Edit and AI Transcribe at Advanced

Friction in the package

Free tier gutted; expensive against the alternatives

Platforms recorded

Web, Windows, macOS, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Object-thinkers wanting a structured PKM alternative

Strength in the package

Object-based rather than page-based model

Friction in the package

Small vendor, steep learning curve, AI is a paid add-on

Platforms recorded

Web, desktop, mobile

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Power users who want a genuinely novel data model

Strength in the package

Supertag data model; strong botless meeting agent for Zoom/Teams/Meet

Friction in the package

Small vendor, steep learning curve

Platforms recorded

Web, desktop, mobile

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

High-volume PDF workers who live inside Acrobat

Strength in the package

Understands PDF structure natively rather than as extracted text

Friction in the package

Reasoning is weaker than any frontier assistant; combined cost exceeds ChatGPT Plus

Platforms recorded

Web, Windows, macOS, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

1,000+ seat organisations with sprawling SaaS estates

Strength in the package

Best-in-class enterprise knowledge graph and permission-aware relevance

Friction in the package

Publishes no pricing; high floor and long deployments

Platforms recorded

Web, mobile, API

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Enterprises already standardised on M365

Strength in the package

Permission-aware access to real corporate content

Friction in the package

Most complex licensing in the category; value depends on SharePoint governance

Platforms recorded

Web, Windows, macOS, iOS, Android, M365 apps

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Workspace-centric organisations

Strength in the package

Most transparent enterprise pricing in the category

Friction in the package

Licences tied to a specific Cloud project and location; self-serve caps at 25 seats

Platforms recorded

Web, API

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

20-200 person companies wanting Glean-style capability

Strength in the package

20+ frontier models, SOC 2 Type II, US/EU data residency, SSO

Friction in the package

Business plan caps connectors at 3 and teams at 100

Platforms recorded

Web, API, MCP

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Mid-market buyers who want transparent pricing

Strength in the package

Transparent pricing and days-not-months deployment; 100+ connectors

Friction in the package

Smaller vendor than Glean

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams that need verified, governed knowledge

Strength in the package

Leads on knowledge verification and content governance workflows

Friction in the package

Narrower than general enterprise search

Platforms recorded

Web, browser extension, Slack

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Engineering teams that want to control the stack

Strength in the package

The developer-controlled option

Friction in the package

You build and operate it yourself

Platforms recorded

Self-hosted, cloud, API

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Large hybrid lexical/semantic deployments

Strength in the package

Handles large hybrid lexical and semantic search

Friction in the package

Heavy implementation costs

Platforms recorded

Web, API

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Large hybrid lexical/semantic deployments

Strength in the package

Handles large hybrid lexical and semantic search

Friction in the package

Heavy implementation costs

Platforms recorded

Web, API

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Enterprises automating IT and HR service desks

Strength in the package

Agentic IT/HR service-desk automation

Friction in the package

Not general enterprise search

Platforms recorded

Web, Slack, Teams

Vendor status recorded

Acquired - operating (now inside ServiceNow)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Not recorded

Strength in the package

AI enterprise search

Friction in the package

Absorbed into a larger suite

Platforms recorded

Web

Vendor status recorded

Acquired - operating (HubSpot, July 2025)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Not recorded

Strength in the package

AI enterprise search

Friction in the package

Absorbed into a larger suite

Platforms recorded

Web

Vendor status recorded

Acquired - operating (ClickUp, early 2026)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Organisations already on paid Zoom Workplace

Strength in the package

Meeting summaries and in-meeting Q&A at no additional cost

Friction in the package

Free tier is an evaluation tier, not a usable one

Platforms recorded

Web, Windows, macOS, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Zoom-centric organisations wanting an agentic layer

Strength in the package

Search and orchestration across Zoom plus Salesforce, Jira, Slack and ServiceNow

Friction in the package

Regional rollout - EMEA and APAC later in 2026

Platforms recorded

Web, Windows, macOS, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Workspace orgs on Business Standard or above

Strength in the package

Native, no bot, included in the licence

Friction in the package

Sharpest licensing trap in the category; one language at a time per meeting

Platforms recorded

Web, Android, iOS

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Microsoft orgs that only need meeting intelligence

Strength in the package

Intelligent recap, AI notes, speaker timeline markers, live translated captions

Friction in the package

A second licence separate from M365 Copilot - a persistent source of confusion

Platforms recorded

Web, Windows, macOS, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams needing cross-platform capture and integrations

Strength in the package

Best-in-class live transcription with speaker ID; most mature integrations

Friction in the package

Free tier's 300 minutes is about a week of meetings; bot is socially conspicuous

Platforms recorded

Web, iOS, Android, macOS, Windows

Vendor status recorded

Active (pivoting to enterprise 'Conversational Knowledge Engine', announced 28 Apr 2026)

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Sales and CS orgs that need CRM-linked conversation intelligence

Strength in the package

Excellent CRM integration, strong corpus search and topic trackers

Friction in the package

Hard AI credit cap of 20-50/month behind 'unlimited' marketing

Platforms recorded

Web, iOS, Android, integrations

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Individuals and small teams wanting the best free meeting AI

Strength in the package

An unlimited free tier that undercuts every built-in's entry price

Friction in the package

Free tier limits Ask Fathom to single meetings; team tiers need 2 seats

Platforms recorded

Web, macOS, Windows, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

People who actually take notes during meetings

Strength in the package

Best output quality; no bot; MCP and API access at only $14

Friction in the package

Requires you to participate; captures device audio only

Platforms recorded

macOS, Windows, Web, iOS, Apple Watch

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Founders, execs, investors and recruiters whose job is email-shaped

Strength in the package

Still the fastest email client available

Friction in the package

Extreme price; AI sits behind the $40 tier; needs Gmail or Outlook underneath

Platforms recorded

Web, macOS, Windows, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Knowledge workers who want a cross-app proactive assistant

Strength in the package

Works across 100+ applications with an agent store

Friction in the package

Current pricing is unknown after the free period ended

Platforms recorded

Browser extension across 100+ applications

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Writers wanting grammar and tone assistance

Strength in the package

15 years of writing-assistance product maturity

Friction in the package

Repositioned as part of a suite after the company rebrand

Platforms recorded

Web, browser extension, desktop, mobile

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Gmail power users whose pain is finding things, not writing them

Strength in the package

The best semantic question-answering search over your own mail

Friction in the package

Gmail-only; lost its free tier; $30 without Superhuman's polish

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Anyone already paying for Google Workspace

Strength in the package

Free at the margin if you already pay for Workspace

Friction in the package

Unremarkable; quality varies across Google surfaces

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Organisations that already bought Copilot for Word and Excel

Strength in the package

Thread summarisation, draft generation, tone coaching, catch-me-up

Friction in the package

Competent rather than exciting; requires the full Copilot licence

Platforms recorded

Web, Windows, macOS, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Not recorded

Strength in the package

Agent-native email handling

Friction in the package

Standalone inbox is being shut down

Platforms recorded

Web, macOS, iOS

Vendor status recorded

Shutting down (standalone inbox closes 22 Sep 2026; export data by 21 Sep 2026)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Not recorded

Strength in the package

Focus Time blocks and automatic meeting rescheduling

Friction in the package

Product killed within a week of acquisition

Platforms recorded

Web, Chrome extension

Vendor status recorded

Shut down (Mar 27 2026, Salesforce acquihire into Agentforce)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Individuals and teams wanting automatic calendar optimisation

Strength in the package

Habits and smart meetings genuinely work; usable free tier

Friction in the package

1-week free scheduling range; works best only when the whole team uses it

Platforms recorded

Web, Google Calendar, Outlook

Vendor status recorded

Acquired - operating (Dropbox, August 2024)

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

People who genuinely want an algorithm to run their day

Strength in the package

Merges calendar, tasks and PM into one auto-scheduling engine

Friction in the package

Brittle scheduling, credit overages, and a punitive annual/monthly gap

Platforms recorded

Web, desktop, mobile

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Executives and executive assistants where calendar speed is the job

Strength in the package

Fastest calendar UI; best-in-class timezone handling

Friction in the package

Priced like a primary tool; AI content is thin next to Motion or Reclaim

Platforms recorded

Web, iOS, macOS, Windows

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Individuals and small teams wanting a reliable task manager

Strength in the package

Best natural-language date parsing in the business; genuinely cross-platform

Friction in the package

Tight free tier; AI additions are incremental

Platforms recorded

Web, Windows, macOS, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Solo Apple users who suspect AI in a to-do list solves a problem they don't have

Strength in the package

Best-designed task manager available; one-time purchase, no subscription

Friction in the package

Apple-only, no collaboration, no web client, no AI, glacial release cadence

Platforms recorded

macOS, iOS, iPadOS, watchOS, visionOS

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Value-seekers who want calendar, habits and Pomodoro bundled

Strength in the package

Best raw value at about $3/month annualised

Friction in the package

Thinnest AI story of the three major task managers

Platforms recorded

Web, Windows, macOS, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams wanting one configurable work platform

Strength in the package

Very cheap platform base before AI

Friction in the package

AI is a separate add-on that roughly doubles the cost

Platforms recorded

Web, desktop, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Mid-size teams that want structured work management

Strength in the package

AI credits bundled into base plans rather than sold separately

Friction in the package

AI Studio credits pool per account, so they get worse as your team grows

Platforms recorded

Web, desktop, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams wanting a visual work OS across four product lines

Strength in the package

Clearest per-seat AI credit model in the category

Friction in the package

No AI credits at all on the free tier; four separate product lines to price

Platforms recorded

Web, desktop, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Engineering teams

Strength in the package

The only tool here that puts meaningful agent capability in its free tier

Friction in the package

Triage, Code Intelligence and Asks require Business or Enterprise

Platforms recorded

Web, macOS, Windows, iOS

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Software teams that want AI included rather than metered separately

Strength in the package

Rovo included at no extra cost in all paid cloud subscriptions

Friction in the package

25 Rovo credits per user per month on Standard is thin

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Atlassian-committed teams

Strength in the package

Included at no extra cost - the most buyer-friendly move of the PM group

Friction in the package

Credit allowances are small: 25/user/month on Jira Standard

Platforms recorded

Web, Atlassian cloud apps

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams running a company wiki on Atlassian

Strength in the package

Rovo credits included at the same allowances as Jira

Friction in the package

Wiki value depends entirely on content hygiene

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams above ~20 people where institutional knowledge lives in Slack

Strength in the package

AI operating on years of institutional decisions buried in threads

Friction in the package

The good features sit on Business+ at roughly double Pro

Platforms recorded

Web, Windows, macOS, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Microsoft-committed organisations

Strength in the package

Cross-application reasoning over chats, files and email

Friction in the package

AI split across two separate paid licences

Platforms recorded

Web, Windows, macOS, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Organisations standardising on Google

Strength in the package

Gemini included at no extra cost across Workspace

Friction in the package

You pay for AI for everyone on the plan whether they use it or not

Platforms recorded

Web, Android, iOS, desktop

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Consultants, founders and marketers needing a decent deck in 15 minutes

Strength in the package

Genuinely fast and the output is coherent rather than template-mush

Friction in the package

Exported PPTX is awkward to hand-edit; credit burn is invisible until you hit the wall

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Sales and marketing teams (post-pivot)

Strength in the package

Reached ~20 million users in 18 months

Friction in the package

Could not convert free users - under $4M ARR on 20M users

Platforms recorded

Web

Vendor status recorded

Pivoted (abandoned consumer presentations for sales/marketing automation; tome.app is live as an AI sales platform)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

People who already live in PowerPoint and want faster editing

Strength in the package

Good at rewriting text for tone, images, speaker notes and translation

Friction in the package

A better editor than deck builder; Rewrite ignores tables, charts and non-text objects

Platforms recorded

Windows, macOS, Web

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams that need consistently professional decks with brand controls

Strength in the package

Smart Slides auto-adjust layout and prevent the ugly-deck failure mode

Friction in the package

The constraint system is also a cage; punitive monthly-vs-annual gap

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Small businesses, marketers, teachers and anyone without a designer

Strength in the package

Enormous asset library and the shortest path from idea to acceptable artifact

Friction in the package

Every failed generation burns allowance; output is recognizably Canva

Platforms recorded

Web, Windows, macOS, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Agencies and in-house teams needing legal cover who already pay Adobe

Strength in the package

Commercially indemnified models plus third-party models on one bill

Friction in the package

Confusing cross-model credit accounting; promo/list split traps year-two budgets

Platforms recorded

Web, Creative Cloud apps

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Product design teams already on Figma

Strength in the package

No context-switching - output lands inside real design systems

Friction in the package

Credit limits are a live source of complaints; generated code needs review

Platforms recorded

Web, macOS, Windows

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Anyone who would otherwise pay someone for a landing page

Strength in the package

Fastest route from prompt to a live, well-designed marketing site with real CMS and SEO

Friction in the package

You rent the platform rather than owning portable code; credits vanish on iteration

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Not recorded

Strength in the package

Phoenix image architecture now powering Canva generation

Friction in the package

Absorbed into Canva

Platforms recorded

Web, API

Vendor status recorded

Acquired - operating (Canva, 2024)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Anyone whose stills need to look genuinely good

Strength in the package

Unmatched image quality and style control

Friction in the package

Opaque GPU-hour accounting; no real API story; licensing trips commercial users

Platforms recorded

Web, Discord

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams doing video as actual client work

Strength in the package

The closest thing to a real editorial workflow; video-to-video and Aleph editing

Friction in the package

Seconds-per-dollar is brutal - Standard buys under a minute of finished video a month

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Casual creators wanting coherent short video

Strength in the package

Physics and audio coherence plus a social distribution layer

Friction in the package

Unpredictable consumer limits and unresolved rights questions

Platforms recorded

Web, iOS

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Creators who want the best video-per-dollar

Strength in the package

A real filmmaking UI plus unbeatable bundle economics

Friction in the package

Credits don't roll over and tier names change often

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Social-native creators doing effects-driven short clips

Strength in the package

Cheap entry point for short effects clips

Friction in the package

Standard includes no commercial rights and no watermark-free downloads

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Cost-sensitive video creators

Strength in the package

Competes on price-per-second

Friction in the package

At 6-12 credits/second and 3-5 attempts per usable clip, Standard yields ~5 finished clips a month

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Designers doing text-in-image and typography work

Strength in the package

The specialist for rendering text inside images

Friction in the package

Credits don't roll over

Platforms recorded

Web, API

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Podcasters and talking-head video editors

Strength in the package

Fastest workflow in existence for podcast and talking-head editing

Friction in the package

Media-hour caps bite on long-form; sluggish on large projects

Platforms recorded

Web, macOS, Windows

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Anyone needing synthetic voice, dubbing or audio agents

Strength in the package

Best-in-class naturalness, huge language coverage, now a full audio platform

Friction in the package

Credit math is non-obvious across modalities; voice-cloning consent is an operational risk

Platforms recorded

Web, API

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

People who need background music, ads or jingles

Strength in the package

Shockingly usable for background music and jingles

Friction in the package

Download caps are the real constraint; rights picture is unsettled

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Anyone who needs one-click audio cleanup

Strength in the package

The free tier solves a real problem in one click

Friction in the package

Over-processing is common; can't reliably separate multiple speakers on one track

Platforms recorded

Web (browser only)

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Anyone who just needs a recording turned into text

Strength in the package

Runs entirely on-device - no per-minute fees and no confidentiality problem

Friction in the package

Doesn't join meetings or summarise them

Platforms recorded

Self-hosted, local apps, API

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Mac users wanting local, private transcription

Strength in the package

One-time purchase or free local transcription

Friction in the package

Mac only; no meeting-bot or collaboration features

Platforms recorded

macOS

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Enterprises that will use Copilot across Excel, Word, Outlook and Teams

Strength in the package

Works on your actual workbooks, does pivot tables and conditional formatting, governed by your tenant

Friction in the package

Agent Mode scores 57.2% on SpreadsheetBench vs a 71.3% human baseline

Platforms recorded

Windows, macOS, Web

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Workspace organisations

Strength in the package

Bundled into Workspace Business plans since 17 March 2025, no add-on

Friction in the package

You pay for AI for everyone on the plan with no per-user cost toggle

Platforms recorded

Web, Android, iOS

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Financial analysts

Strength in the package

Understands multi-tab workbooks, preserves formulas while changing assumptions, builds and debugs models

Friction in the package

Pro users hit usage limits within minutes on heavy modelling; no VBA execution

Platforms recorded

Excel for web, Windows, Mac and iPad

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams wanting live data integrations in a spreadsheet

Strength in the package

Live data integrations rather than AI were always the real differentiator

Friction in the package

Acquisition adds roadmap uncertainty

Platforms recorded

Web

Vendor status recorded

Acquired - operating (Superhuman, February 2026)

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Data analysts who want Python and SQL in a spreadsheet grid

Strength in the package

AI writes Python/SQL directly in the grid

Friction in the package

Overkill for anyone who just wants formulas

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Developers with editor-centric workflows

Strength in the package

Best editor-integrated agent experience; Composer is fast and cheap for routine work

Friction in the package

Pricing has changed repeatedly and costs are genuinely hard to predict

Platforms recorded

macOS, Windows, Linux

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Developers wanting the safest, cheapest starting point

Strength in the package

Unbeatable price-to-value at $10; works everywhere; enterprise governance

Friction in the package

Losing mindshare fast - 29% to 21% year-over-year in JetBrains' survey

Platforms recorded

VS Code, JetBrains IDEs, Visual Studio, CLI, Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Professional developers doing agentic multi-file work

Strength in the package

Strongest agentic multi-file work and large-codebase comprehension

Friction in the package

Usage limits on Pro arrive quickly, pushing serious users to $100-200 Max

Platforms recorded

Terminal, IDE, Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Developers already paying for ChatGPT

Strength in the package

Strong cloud-agent story bundled with a subscription many already have

Friction in the package

The credit meter makes cost forecasting hard

Platforms recorded

CLI, IDE, Web, API

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Developers who adopted the Windsurf editor

Strength in the package

IDE and IP continued rather than killed

Friction in the package

Two acquirers in 72 hours is a vendor-stability warning

Platforms recorded

macOS, Windows, Linux

Vendor status recorded

Acquired - operating (Google licensing/talent deal 11 Jul 2025; Cognition acquired the rest 14 Jul 2025)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams wanting an autonomous coding agent

Strength in the package

Runs multi-file changes, tests and PRs with minutes-to-hours of autonomy

Friction in the package

No pricing given in the report

Platforms recorded

Web, Desktop

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

People who want an agent that builds and deploys in the browser

Strength in the package

Agent builds and deploys end-to-end without local setup

Friction in the package

Model credit is consumed fast on agent-heavy work

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Non-developers building landing pages and prototypes

Strength in the package

~85% satisfaction for landing pages and ~80% for visual prototypes

Friction in the package

~25% satisfaction for complex SaaS

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Front-end developers prototyping UI fast

Strength in the package

Generates working UI code inside the Vercel ecosystem

Friction in the package

Credits don't roll over

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Non-developers building prototypes and landing pages

Strength in the package

Microsoft partnership puts it on the Microsoft Marketplace against Azure commitments

Friction in the package

Token metering makes heavy iteration expensive

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Developers already inside JetBrains IDEs

Strength in the package

Mellum completion free on every tier and BYOK via Junie CLI bypasses credits entirely

Friction in the package

Credit allowances are small (10 credits on AI Pro)

Platforms recorded

JetBrains IDEs

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Google AI Pro subscribers who code

Strength in the package

Bundled into the Google AI Pro subscription

Friction in the package

New entrant with 6% share

Platforms recorded

Desktop

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Google AI Pro subscribers who code

Strength in the package

Coding agent bundled into Google AI Pro

Friction in the package

Mentioned only briefly in the report

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Developers wanting an open coding agent

Strength in the package

7% share in JetBrains' 2026 survey

Friction in the package

No pricing given in the report

Platforms recorded

Terminal

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Non-technical users who need integration breadth

Strength in the package

~8,000 app integrations and the shortest path for non-technical users

Friction in the package

Task-based pricing punishes high volume; multi-product AI pricing hides total cost

Platforms recorded

Web, API

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Zapier users wanting agentic rather than trigger-action automation

Strength in the package

Sits on top of Zapier's ~8,000 integrations

Friction in the package

Priced separately from the core platform

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams wanting cheap throughput and complex visual logic

Strength in the package

Far cheaper per operation than Zapier; the canvas scales to complex logic

Friction in the package

Steeper learning curve and operation-counting gotchas

Platforms recorded

Web, API, MCP

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Technical teams and anyone handling sensitive data

Strength in the package

Charges per complete workflow execution regardless of step count - an order-of-magnitude difference for multi-step AI workflows

Friction in the package

A developer tool wearing a no-code costume; fair-code licensed, not true open source

Platforms recorded

Cloud, self-hosted, API

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams where an agent replaces meaningful human hours

Strength in the package

Genuinely AI-first - you describe an outcome rather than wiring triggers

Friction in the package

Expensive relative to n8n for comparable volume

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams where an agent replaces meaningful human hours

Strength in the package

Unlimited agents and seats, 35+ models and BYO API keys

Friction in the package

Expensive relative to n8n for comparable volume

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Organisations already deep in Microsoft licensing that need RPA and governance

Strength in the package

Tenant-level governance plus attended and unattended RPA

Friction in the package

Notoriously complicated credit and connector licensing

Platforms recorded

Web, Windows

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

IT teams building and governing agents inside Microsoft

Strength in the package

Tenant governance and model choice for agent building

Friction in the package

Consumption pricing in Copilot Credits is hard to forecast

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Enterprises running RPA at scale

Strength in the package

Reliability through rigidity; now adding agentic automation

Friction in the package

Broke when interfaces changed; converging with agents from the opposite direction

Platforms recorded

Windows, Web

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Teams orchestrating multi-step business processes

Strength in the package

A natural substrate for deploying agents

Friction in the package

No pricing covered in the report

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Large enterprises orchestrating IT and business processes

Strength in the package

Workflow substrate for enterprise agents; now owns Moveworks

Friction in the package

No pricing covered in the report

Platforms recorded

Web, mobile

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Organisations with uneven AI usage

Strength in the package

A low $20 seat plus metered usage is the most honest structure on the market

Friction in the package

Usage costs are on top of the seat, so budgets vary

Platforms recorded

Web, desktop, mobile, API

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

IT organisations building and governing AI

Strength in the package

Governance, security and model choice

Friction in the package

No pricing covered in the report

Platforms recorded

Cloud, API

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

IT organisations building and governing AI

Strength in the package

Governance, security and model choice

Friction in the package

No pricing covered in the report

Platforms recorded

Cloud, API

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

IT organisations building and governing AI

Strength in the package

Governance, security and model choice

Friction in the package

No pricing covered in the report

Platforms recorded

Cloud, API

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Large organisations needing governed AI on operational data

Strength in the package

Governance and deployment depth

Friction in the package

No pricing covered in the report

Platforms recorded

Cloud, on-prem

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Enterprises already deep in Salesforce, especially high-volume service orgs

Strength in the package

Sits on the CRM data enterprises already run revenue on; per-action pricing is forecastable

Friction in the package

Total cost is the product of seats, credits and Data Cloud consumption

Platforms recorded

Web, Salesforce cloud

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

SMB and mid-market go-to-market teams

Strength in the package

Marketing, sales and support in one place with a free assistant layer

Friction in the package

Published credit allowances and what partners report in the field do not match

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Sales-ops and growth engineers with a dedicated outbound motion

Strength in the package

Unmatched flexibility for bespoke enrichment and personalisation

Friction in the package

Credit math is hard to predict; produces the mediocre personalised email killing cold outbound

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Venture-backed startups and investment firms fleeing Salesforce

Strength in the package

Fast, flexible data model that feels like Notion rather than an ERP

Friction in the package

Call intelligence and auto-summaries only at Pro and above

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Revenue orgs that want conversation intelligence and coaching

Strength in the package

The data asset is real and coaching has the clearest ROI story in the category

Friction in the package

Expensive, annual-contract-only, and narrow

Platforms recorded

Web, mobile

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

SMB sales teams wanting database plus sequencing in one

Strength in the package

Bundles a B2B contact database with sequencing

Friction in the package

Credits do not roll over; AI has made email itself less effective

Platforms recorded

Web, Chrome extension

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Enterprise sales orgs needing sequencing and forecasting

Strength in the package

Enterprise-grade sequencing and forecasting

Friction in the package

Publishes no pricing

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Not recorded

Strength in the package

AI-native CRM from Tome's founders

Friction in the package

Very early stage

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Support orgs with a good knowledge base

Strength in the package

Best-documented AI support agent; works on top of Zendesk and Salesforce too

Friction in the package

Resolution rates depend entirely on knowledge-base quality; the outcome meter makes a bad month expensive

Platforms recorded

Web, iOS, Android, API

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Large installed-base helpdesks that want AI without migrating

Strength in the package

Enormous installed base and mature ticketing; AI needs no migration

Friction in the package

Stacked meters - seat, Copilot add-on and resolutions - make the bill hard to forecast

Platforms recorded

Web, iOS, Android, API

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Large enterprises with high support volume

Strength in the package

Over 40% of the Fortune 50 as customers; voice as well as chat and email

Friction in the package

Enterprise contracts reportedly start near $150,000 annually

Platforms recorded

Web, voice, email, API

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Large enterprises with high support volume

Strength in the package

Offers both per-conversation and per-resolution models; voice, chat and email

Friction in the package

Publishes no rates

Platforms recorded

Web, voice, email, API

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Marketing teams of 5-50 needing consistent brand voice across contributors

Strength in the package

Brand-voice training, governance and an auditable system

Friction in the package

General models write well enough for most marketing copy at $20/month

Platforms recorded

Web, browser extension, API

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Enterprises automating GTM workflows

Strength in the package

Completed a full pivot to a GTM AI platform

Friction in the package

The jump from a $29 chat tier to $1,000/month is a different category of purchase

Platforms recorded

Web, API

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Performance marketers needing fast volume creative

Strength in the package

Fast volume ad creative scored against predicted performance with platform integrations

Friction in the package

Recognizably templated output; the capability is increasingly free inside Meta's and Google's ad tools

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Content teams tracking brand visibility in AI answers

Strength in the package

A dedicated AI Search Analytics plan tracking ChatGPT, Gemini, AI Overviews and Perplexity

Friction in the package

Sells monitoring rather than influence

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Content teams that want prompt-level brand visibility monitoring

Strength in the package

Plans denominated in tracked prompts with brand visibility monitoring in every tier

Friction in the package

Expensive entry point; monitoring rather than influence

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Brands that need to know how assistants describe them

Strength in the package

Purpose-built answer-engine visibility monitoring

Friction in the package

No credible independent link between citation share and revenue

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Companies willing to route card spend through Ramp

Strength in the package

The AI does unglamorous, verifiable work where correctness is checkable

Friction in the package

You are adopting a card and spend platform, not just a tool

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

SMBs already on QuickBooks Online

Strength in the package

AI bundled rather than sold separately, with access to human experts

Friction in the package

The best AI features are gated to Plus and Advanced

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Seed-to-Series-B startups wanting real-time books

Strength in the package

Clean published pricing with AI credits as the metered resource

Friction in the package

Only 25 lifetime AI credits on the lower tiers

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Accounting firms wanting to pay only for automated work

Strength in the package

Charges only for clients where 95%+ of transactions are zero-touch

Friction in the package

Exact dollar rates were not disclosed

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Finance teams automating accounts payable

Strength in the package

Narrow, checkable AI embedded in an existing approval workflow

Friction in the package

Invoice Coding Agent requires Team or above

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

High-volume hourly hiring operations

Strength in the package

Olivia handles text-based screening, scheduling, application collection and onboarding

Friction in the package

Never published pricing; its natural buyer is now a Workday customer

Platforms recorded

Web, SMS, mobile

Vendor status recorded

Acquired - operating (Workday, completed Oct 1 2025, reported ~$1B)

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

High-volume hiring operations

Strength in the package

Established AI video interview platform

Friction in the package

Facing ACLU complaints alleging discrimination against a deaf and Indigenous employee

Platforms recorded

Web, mobile

Vendor status recorded

Uncertain (ACLU complaints filed with Colorado Civil Rights Division and EEOC, March 2025; company denies)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Companies wanting a unified HR, IT and finance employee record

Strength in the package

Unified employee record across HR, IT and finance - a data advantage that may matter later

Friction in the package

AI story is comparatively thin today

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Large enterprises running HR at scale

Strength in the package

Platform scale plus the Paradox acquisition

Friction in the package

No pricing covered in the report

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

50-1,000 person companies wanting performance and engagement infrastructure

Strength in the package

AI Agent included rather than metered; publishes everything

Friction in the package

A $4,000 annual minimum; not a reason to buy on its own

Platforms recorded

Web, Slack, Teams

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Learners, parents and teachers

Strength in the package

Deliberately Socratic - it withholds answers and asks questions

Friction in the package

District pricing is custom and unpublished

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Language learners already committed to Duolingo

Strength in the package

Explain My Answer, Roleplay and Video Call with an AI character

Friction in the package

AI features limited to a subset of languages and are pleasant rather than transformative

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Universities deploying AI campus-wide

Strength in the package

Learning Mode asks questions rather than supplying answers

Friction in the package

University-wide pricing is undisclosed and quote-based

Platforms recorded

Web, desktop, mobile

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Universities deploying AI campus-wide

Strength in the package

Institutional ChatGPT deployment

Friction in the package

Institutional pricing is not published

Platforms recorded

Web, desktop, mobile

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Students who still want flashcards as a primitive

Strength in the package

Very cheap; Magic Notes and Q-Chat

Friction in the package

The upgrade page does not itemise the AI features

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Apple users with recent hardware

Strength in the package

Personal-context understanding, onscreen awareness and systemwide app actions

Friction in the package

Shipped in beta after ~2 years of delays and relies on a competitor's models

Platforms recorded

iOS 27, iPadOS 27, macOS 27, watchOS 27, visionOS 27

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

People who want guided reflection and mood tracking

Strength in the package

Guided reflection and pattern detection across entries

Friction in the package

A wellness product whose value is mostly the habit, not the AI

Platforms recorded

Web, iOS, Android

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

People who want guided reflection and mood tracking

Strength in the package

Guided reflection and pattern detection across entries

Friction in the package

A wellness product whose value is mostly the habit, not the AI

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

People who want guided reflection and mood tracking

Strength in the package

Guided reflection and pattern detection across entries

Friction in the package

A wellness product whose value is mostly the habit, not the AI

Platforms recorded

Web, iOS

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Journalers who want AI as an accessory

Strength in the package

Established journaling app with AI features added

Friction in the package

AI is not the reason to buy

Platforms recorded

iOS, macOS, Android, Web

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Galaxy owners

Strength in the package

Free with the handset; Galaxy S26 ships with deeper Gemini integration

Friction in the package

The 'stays free' commitment has an unclear end date and feature scope

Platforms recorded

Android (Galaxy devices)

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Pixel owners

Strength in the package

The reference implementation - Gemini Nano on-device plus Gemini in the cloud

Friction in the package

Tied to Pixel hardware

Platforms recorded

Android (Pixel)

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Not recorded

Strength in the package

Ambitious standalone AI wearable

Friction in the package

Device shut down, stranding customers

Platforms recorded

Wearable

Vendor status recorded

Shut down (February 2025, HP acquired assets for $116M and shut the device down)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Early adopters

Strength in the package

Survived by retreating from hardware; RabbitOS 2 rebuild September 2025

Friction in the package

The $199 device was effectively conceded to be a distribution mistake

Platforms recorded

Handheld device

Vendor status recorded

Pivoted (retreated from hardware to software agents)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Users who wanted the r1's capability without the device

Strength in the package

Software agent launched June 2025

Friction in the package

No pricing covered in the report

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Consumers wanting an ambient camera-and-audio assistant

Strength in the package

Socially legible form factor with the right sensor set for ambient AI

Friction in the package

Battery life and the bystander-privacy problem

Platforms recorded

Wearable glasses

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Athletes and consumers wanting a sportier frame

Strength in the package

Same ambient assistant in a sport frame

Friction in the package

Battery life and the bystander-privacy problem

Platforms recorded

Wearable glasses

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Early adopters who want an in-lens display

Strength in the package

First display-equipped mainstream AI glasses

Friction in the package

A first-generation product at a premium price

Platforms recorded

Wearable glasses

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Not recorded

Strength in the package

Best-known always-on pendant

Friction in the package

Stopped selling; withdrew from several markets and deleted user data there

Platforms recorded

Wearable pendant

Vendor status recorded

Shut down (acquired by Meta December 2025; Pendant sales stopped Dec 5 2025)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Budget buyers curious about always-on capture

Strength in the package

Cheapest entry point in the pendant category

Friction in the package

Always-on capture carries the consent problem

Platforms recorded

Wearable

Vendor status recorded

Acquired - operating (Amazon, July 2025)

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Professionals who want deliberate capture rather than always-on listening

Strength in the package

Press-to-record rather than always-listening, which sidesteps the consent problem

Friction in the package

Requires a subscription on top of the hardware

Platforms recorded

Wearable

Vendor status recorded

Active

Pricing provenance

Package label: Unverified. Quoted prices are withheld until checked against a primary source.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Not recorded

Strength in the package

AI earbuds reportedly using a 2nm Samsung Exynos chip

Friction in the package

Nothing has shipped and the timeline sourcing is contradictory

Platforms recorded

Unshipped

Vendor status recorded

Uncertain (unshipped; Jan 2026 statement said H2 2026, a Feb 2026 report said the Ive-led device slips to no earlier than end of Feb 2027)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Large law firms and corporate legal departments

Strength in the package

Am Law penetration - 80% of the Am Law 100 and 3,000+ organisations

Friction in the package

Pricing is not published and revenue figures conflicted across sources earlier in 2026

Platforms recorded

Web, API

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Health systems deploying ambient clinical documentation

Strength in the package

Linked Evidence traces each line of a note back to the moment in the conversation

Friction in the package

Enterprise-only deployment through health systems

Platforms recorded

Web, mobile, Epic integration

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Practising clinicians

Strength in the package

Free-to-clinician model bypasses hospital procurement entirely

Friction in the package

Monetised through pharmaceutical advertising, which is a conflict buyers should weigh

Platforms recorded

Web, mobile

Vendor status recorded

Active

Pricing provenance

Package label: Verified. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Investment banks and financial institutions

Strength in the package

Felix agent handles deal screening, document generation and data-room management

Friction in the package

Pricing is not published

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Insurance underwriting teams

Strength in the package

AI underwriting in a much earlier-stage vertical

Friction in the package

Early-stage market with less documented labour to automate

Platforms recorded

Web

Vendor status recorded

Active

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.

SOURCE SNAPSHOT / 2026-09-15 · Not a current verification

Use case in the package

Not recorded

Strength in the package

AI security tooling

Friction in the package

Absorbed into Harvey

Platforms recorded

API

Vendor status recorded

Acquired - operating (Harvey, 2026)

Pricing provenance

Package label: N/A. Visit the vendor for current prices; this snapshot is not a quote.