Reliable browser use with a fast path: deterministic mechanics, safety and verification, and a model asked only for judgement.
AI model of your product's business logic accessible to people and AI agents
Stage
Not given
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Founded
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Based in
ID
GB
Pricing model
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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
Observe page state in atomic passes without screenshots
Model picks operations only from compatible targets
Risk classification for payments, deletions, sends and secrets
Typed actions with freshness, visibility and occlusion checks
Append-only event log for replay and audit
Chrome automation through Playwright
Browser extension for agent isolation
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
Deterministic browser mechanics as default, models only for judgement and writing
Safety enforced through code boundaries, not prompt requests
Every step verified independently before proceeding