| What it does | AI navigates your team from vision to impact at speed
| AI debugging for modern engineering teams
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| Stage | Startup
| Startup
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| Founded | 2024
| 2025
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| Based in | US
| US
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| Pricing model | Freemium
| Freemium
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| Pricing | Free: $0/month with 50 AI credits. Pro: $49/month per seat with 200 AI credits per seat (15% discount for annual: ~$42/month). Teams: $89/month per seat with 500 pooled AI credits and 5-seat minimum (15% discount for annual: ~$76/month). Enterprise: Custom pricing. Overage rates: $0.10/credit (Pro),
| Free Trial: 3 bug fixes per month. Pro: $33/month for 15 bug fixes per month (or $24.75/month billed as $297/year with annual discount). Super User: $60/month for 30 bug fixes per month (or $45/month billed as $540/year with annual discount). Enterprise: Custom pricing with custom bug fix volume.
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| Key features | - Navigate AI agents to product context via MCP
- Capture and search product decisions automatically
- Integrate with Cursor, Claude Code, Windsurf, and CLI
- Connect to Slack, Notion, Linear, GitHub, and more
- Build your Product Graph from existing tools
- 95% decision compliance when agents access Brief
- 8/8 merge-ready tasks with Brief versus 2 of 8 without
- 68% cost reduction per merge-ready task
- Admin dashboard for team usage visibility
- SSO and security controls for Enterprise
| - Automated alert triage from monitoring stack
- Root cause analysis across distributed systems
- Issue reproduction in controlled environment
- Validated fix generation with test cases
- VS Code extension for local debugging
- GitHub App for automated analysis
- Self-hosted deployment option
- Integration with logs, traces, metrics and alerts
- Visible reasoning chain for every fix
- Triage sessions shareable and reloadable
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| What makes it different | - Navigates AI agents to why decisions were made, not just what code does
- Extracts decisions automatically from existing tools without workflow changes
- Immediate value: see results in minutes by connecting your tools
- Enables AI agents to build the right features with full context
| - Validation-first approach with reproduction tests and regression verification
- Built specifically for debugging existing bugs, not writing new code
- Handles complex distributed systems with stateful, auditable workflows
- No hard upper limit on context, processes automated log and trace ingestion
- Local deployment keeps code on user's machine
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| Community votes | 0 | 0 |
| DR (Domain Rating by Ahrefs) | 39 ▲ +1 (up) since last check | 36 ● no change since last check |
| Trust Flow (Majestic) | 19 | 0 |
| Citation Flow (Majestic) | 27 | 13 |
| Referring domains (Majestic) | 228 | 73 |