Comparison·Updated March 2026
fazm.
A

Fazm vs Adept AI

A consumer AI desktop agent vs an enterprise computer-using agent. Open source vs enterprise-grade.

Feature-by-feature comparison

How Fazm and Adept AI stack up across every dimension.

Fazm
Adept AI
Availability
Free download - available now
Enterprise only - not publicly available
Pricing
Free and open source
Enterprise contract - undisclosed pricing
Primary input
Voice + text (push-to-talk)
Text - supervised workflow execution
Open source
Yes - MIT licensed
No - proprietary ACT-2 model
Platform
macOS (Windows planned)
Cross-platform desktop
Computer use method
macOS accessibility API
Pixel-level vision via ACT-2 model
Human oversight
User confirms or cancels actions
Mandatory human-in-the-loop supervision
Setup
Download and run immediately
Enterprise implementation project
Target audience
Individual macOS users
Enterprise knowledge workers - finance, ops
AI model
Pluggable - OpenAI, Anthropic, local
Proprietary ACT-2 (Amazon)
Privacy
Local screen analysis
Enterprise cloud - Amazon AWS
Status
Active development, open source
Technology absorbed into Amazon AWS
AI Architecture

Pluggable models vs proprietary ACT-2

Fazm lets you choose your AI backend - OpenAI, Anthropic Claude, or local models. This means you stay in control of costs, data routing, and capability upgrades as models improve. Adept's ACT-2 was a proprietary model trained specifically for UI interaction, now folded into Amazon AWS after the acquisition.

F
Fazm
  • Choose OpenAI, Anthropic, or local models
  • Switch models as better ones release
  • Control cost per token directly
  • Open source - extend and modify the agent
A
Adept AI
  • Proprietary ACT-2 model - no flexibility
  • Technology now owned by Amazon AWS
  • No public API for developers
  • Model updates on Amazon's roadmap
Voice-First

Voice activation vs supervised execution

Fazm is voice-native - press a key, speak your intent, and the agent acts. Adept's enterprise product focused on supervised workflows where human reviewers approved steps before execution. This makes sense for high-stakes enterprise tasks but creates friction for everyday use.

F
Fazm
  • Push-to-talk triggers instant action
  • No approval workflow needed for simple tasks
  • Voice feedback confirms completion
  • Designed for individual, fast iteration
A
Adept AI
  • Human-in-the-loop required for sensitive tasks
  • Approval workflows slow down automation
  • Built for enterprise oversight requirements
  • No voice input capability
Availability

Available now vs enterprise-only

You can download Fazm right now for free. Adept AI was never publicly available as a consumer product - it was enterprise-only, sold via sales contracts to large organizations. After its acquisition by Amazon in 2024, the product was further restricted with no clear path to public access.

F
Fazm
  • Free download with no waitlist
  • Works on any Mac immediately
  • No sales call or contract needed
  • Active open source community
A
Adept AI
  • Never available as a consumer product
  • Enterprise-only with sales engagement required
  • Acquired by Amazon - future unclear
  • No public roadmap or pricing
Computer Vision

Accessibility API vs pixel-level vision

Fazm uses the macOS accessibility API to understand and control apps - the same mechanism used by screen readers and accessibility tools. This gives reliable, structured access to UI elements. Adept's ACT-2 used pixel-level computer vision trained on UI screenshots, which can be powerful but slower and less reliable on novel UIs.

F
Fazm
  • Accessibility API gives structured UI data
  • Fast and reliable without screenshot roundtrips
  • Works with any app that supports accessibility
  • Consistent behavior across macOS versions
A
Adept AI
  • Pixel-level vision requires screenshot analysis
  • Higher latency for each action step
  • Can hallucinate UI elements not present
  • Model must retrain as UI designs change

About each product

A

Adept AI

by Amazon (acquired)

Enterprise AI agent using proprietary ACT-2 model with pixel-level UI understanding for cross-application task automation on desktop software. Features human-in-the-loop supervision and specializes in knowledge worker workflows like invoices, forms, and scheduling. Acquired by Amazon in 2024, with the team joining AWS.

fazm.

Fazm

Open source

An AI computer agent for macOS that goes beyond the browser. Controls your mouse, keyboard, browser DOM, and native apps - all triggered by voice. Indexes local files, builds a knowledge graph, and integrates with Google Workspace. Screen analysis runs locally for privacy. The entire project is open source.

When to use which

Choose Fazm if you...

  • Want a free, working desktop AI agent you can download today
  • Use macOS and need voice-driven automation across any app
  • Value open source transparency and community development
  • Want to choose and swap AI models as technology evolves
  • Need privacy-first local processing
  • Are an individual or small team, not a Fortune 500 enterprise

Choose Adept AI if you...

  • Operate in a large enterprise with complex compliance requirements
  • Need mandatory human-in-the-loop approval for high-stakes tasks
  • Want deep Amazon AWS and Microsoft ecosystem integration
  • Require vendor SLA guarantees and enterprise support contracts
  • Already using Amazon AWS services and want native AI agent capabilities

Ready to try the faster approach?

Download Fazm for macOS and see what a desktop-wide AI agent can do. Free and open source.