One pipeline that goes
It ingests evidence, writes PRDs, creates tickets, implements patches, and verifies its own output before shipping.
Try the demoBuilt for teams using modern stacks
How works
Three stages. One pipeline. Verified output every time.
Upload interviews, support tickets, usage metrics, and competitor research. The pipeline parses every file format automatically and validates the bundle against schemas before processing.
Synthesize & Decide
Gemini 3 clusters evidence across all sources, ranks themes by frequency × severity × effort, and selects the highest-priority feature with full rationale and confidence scores.
Generate PRD
Produce a complete product requirements document with overview, problem statement, acceptance criteria, and constraints — all linked back to source evidence. Fully editable before proceeding.
## Acceptance Criteria
✓ Progress bar shows % and labels
✓ Step validation before "Next"
○ Progress persists across sessions
8-stage
Scroll to follow each stage. The pipeline tests, detects failures, and self-heals.
Ingest Evidence
Parse interviews, tickets, metrics & competitor data into validated bundles.
Synthesize & Decide
Cluster evidence, rank themes, select the highest-impact feature with rationale.
Generate PRD
Produce full requirements doc with acceptance criteria linked to evidence.
Generate Tickets
Break PRD into engineering tickets with estimates, risks & file expectations.
Implement Patch
Generate unified diff from tickets and apply to target repo context.
Verify Tests
Run full test suite. Exit 0 = pass. Non-zero = trigger self-heal loop.
Self-Heal (≤2 retries)
Analyze failure, produce minimal correction patch, re-run verification.
Export Artifacts
Package PRD, tickets, evidence map, diff, test report & logs into zip.
Every design decision optimizes for trust and traceability.
Every pipeline run produces tests that verify its own output. If tests fail, the system self-heals with bounded retries instead of shipping broken code. You get proof, not promises.
No hallucination. Every PRD requirement, every ticket, every line of code traces back to source evidence with confidence scores. The evidence map is auditable and exportable.
PMs upload evidence and review PRDs. Engineers review diffs and test results. The pipeline bridges the gap with structured artifacts both sides understand.
Leverages Gemini 3's extended context window and reasoning capabilities for evidence synthesis, code generation, and self-healing. Open source, hackable, and built to last.
Every failed verification teaches the system. Run logs capture every decision, enabling post-mortem analysis and future fine-tuning. The pipeline gets smarter with each execution.
Verified by Design
Every output is tested before it ships
Everything you need to
Six pipeline stages. Zero guesswork. Full traceability.
Stop guessing.
Start verifying.
Ship features backed by evidence, tested by AI, and verified before merge.