AI model of your product's business logic accessible to people and AI agents
Talk to Iris, inspect work and files, and explore local data in a terminal.
Stage
Not given
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Founded
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Based in
GB
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Pricing model
Freemium
Free
Pricing
Free: 10,000 starting credits plus 1,000 per month. Engineering: $29 per active developer per month with 30,000 pooled credits each month. GitMir Vibe: $9 per person per month. Cloud Compute: $99 per project per month. MeetAI: $49 per project per month. GoBots: $99 per venture per month. Market: $49
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Key features
Builds features, rules and customer paths and keeps them current with every push
Shows what each commit changed in the business logic, not only in the code
Provides change impact analysis before merge showing what could break
Checks PRDs and specifications against the product
Delivers understanding to AI agents over MCP
Runs locally on your machine with GMM Local
Finds risky patterns and problems in the product
Enterprise deployment inside your security boundary
Integrates with Claude Code, Cursor, Codex and VS Code
MCP access for agents with 1-10 credits per answer
Chat with Iris AI assistant
File inspection and management
Local data exploration
MCP integration
Multi-theme support
Configuration management
Passkey-based authentication
Multiple device support
What makes it different
Nearly 3× fewer errors on Benchmark 001 compared to alternatives
8.4K tokens per question instead of 27.4K for competitors
Results published and measurable; method is proprietary
Reduces AI cost per completed agent action from $0.35 to $0.08
Runs natively on Windows and Linux without requiring Bun installation
Supports multiple installation methods including npm, pip, PowerShell, and shell scripts
Integrates with OpenAI-compatible and Anthropic-compatible APIs
Manages skills, plugins and MCP extensions without requiring package rebuilds