Enrichment over agents
We don’t spawn generic bots. We enrich your data with traits, context and provenance so downstream models remain auditable.
QuirkBot.ai is the AI enrichment layer for your own data. We attach signal, context, and quirks to your events—then visualize and forecast on your infrastructure. No agent sprawl. No data land-grab.
Built for enrichment, not bot proliferation. Trustworthy, explainable, on your terms.
We don’t spawn generic bots. We enrich your data with traits, context and provenance so downstream models remain auditable.
Run entirely in-browser or on-prem. No forced centralization, no lock-in. Keep IP and compliance intact.
Self-auditing checks flag skew (e.g., >80% buys) and coverage gaps. Every enrichment step is logged.
Upload CSV/JSON or fetch from your API. Filter by date, value, type, location, and quirk strength. Prune large datasets automatically.
Prefer the live demo? Open Viz Tool
| Source | Notes | Status |
|---|---|---|
| REST/GraphQL | JSON events (lon, lat, value, type, timestamp, quirk) | Ready |
| AWS S3 | Signed URLs + PapaParse client-side | Ready |
| BigQuery | Thin proxy for auth/CORS | Recommended |
Tell us about your dataset and enrichment goals.