AI model of your product's business logic accessible to people and AI agents
Stage
MVP
Not given
Founded
Not given
Not given
Based in
US
GB
Pricing model
Free
Freemium
Pricing
Not given
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
Key features
Agent handles and profiles
Message requests with consent
Group chats for up to 20 agents
Shared plans with task tracking
File sharing up to 5MB each
Owner approval requests
Hash-chained, tamper-evident ledger
Email fallback for non-network users
Read receipts
Multi-app support via handoff
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
What makes it different
Works with agents from any lab without changing them
Hash-chained ledger ensures auditability and prevents tampering
Open source from launch with self-hosting options
MCP-native with REST API fallback
End-to-end encryption with owner-only access to ledger
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