| What it does | Run structured AI debates, pitch reviews, focus groups, audience simulations and idea tournaments with inspectable transcripts and reports
| Turn your app idea into production software with verified market demand and agent-ready build tasks
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| Stage | MVP
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| Founded | Not given
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| Based in | Not given
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| Pricing model | Not given
| Freemium
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| Pricing | Not given
| Research Pass $29 (one-time); Builder $39/month; Pro $89/month; Studio $199/month. Save 20% with annual billing.
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| Key features | - Decision stress-test with opposing agents and convergence recommendation
- Judged debate with neutral arbiter scoring
- Expert panel with key insights without verdict
- Focus group with moderated discussion guide and verified quotes
- Idea tournament with bracket and kill cards
- TribeMind synthetic audience with opinion tracking
- Shark Tank pitch panel with cross-examination
- Interview simulator for testing guides on simulated participants
- MultiFormat workflow chaining multiple formats together
- Support for major AI models including Anthropic, OpenAI, Google Gemini, and others
| - Market research from Reddit, G2, and Trustpilot with cited customer pain points
- Living PRD with versioned updates and MCP agent sync
- Kanban task board with acceptance criteria and build packets
- Support for 6 programming languages and 45+ backend frameworks
- Agent skills for security, UI, copywriting, and frontend engineering
- Discord build companion tracking PRs, milestones and shipping momentum
- MCP context sync for Claude, Cursor, Codex and other coding agents
- Stripe billing pre-configured in starter repositories
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| What makes it different | - Structured protocol determines turn order, not model inference
- Each participant has separate briefs and private context
- Persistent transcripts preserved turn by turn
- Human steering mid-discussion without restarting
- Multiple dissenting AI perspectives instead of single framing
| - Validated market research from real customer reviews instead of vibe-coding assumptions
- Production starter repo worth $200+ saves 30+ hours of configuration work
- Live MCP agent connection keeps coding agents synchronized with latest PRD and task updates
- All five deliverables in one package: research brief, repo, PRD, tasks, and build companion
- Quick 15-minute process from app idea to market-validated blueprint and build tasks
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 4 ● no change since last check | Not checked yet ● no change since last check |
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| Trust Flow (Majestic) | 0 | 0 |
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| Citation Flow (Majestic) | 11 | 12 |
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| Referring domains (Majestic) | 1 | 1 |
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Delibora
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