Pricing
Three shapes.
One team.
The audit is free. Embed is quoted per scope. Run is a monthly retainer. You move between tiers as the engagement matures; we don't move you down. CN · HK · TW.
Start here
Audit
We map your data sources (proprietary + public), the retrieval pipeline, the eval harness, and the on-call story. You get a 4-page audit and a 90-day plan. One free per quarter, per company.
Free1 week
- Written 4-page audit
- Data sources map (proprietary + public)
- Retrieval & eval coverage
- Follow-up embed or run
- On-call coverage
Most chosen
Embed
Two senior AI engineers embed with your team and ship the missing piece — the retrieval layer, the eval harness, the data integration — to production. Knowledge transfer is part of the contract.
Quote on request4–8 weeks
- Written 4-page audit
- Data sources map (proprietary + public)
- Retrieval & eval coverage
- Follow-up embed or run2 senior engineers
- On-call coverage
Long term
Run
We take the on-call. Model swaps, data drift, retrieval quality, prompt regression, paging, monthly architecture review. SLAs are published monthly, with a real runbook behind every commitment.
Monthly retainermonthly
- Written 4-page audit
- Data sources map (proprietary + public)
- Retrieval & eval coverage
- Follow-up embed or runFull team
- On-call coverageSLA · published
Side by side
What's included.
| Capability | Audit | Embed | Run |
|---|---|---|---|
| Data sources map (proprietary + public) | |||
| Retrieval & eval coverage | |||
| Risk register & remediation plan | |||
| Production deployment | |||
| On-call SLA · published monthly | |||
| On-call rotation (HKT) | |||
| Quarterly model-swap review | |||
| Cost-cap on LLM spend | |||
| Source code transfer |
Common questions
On pricing.
Is the audit really free?
Yes — one free audit per quarter, per company. One week of engineering time, no charge, no obligation. The cap is what lets us commit real engineering time. If we can't help, you keep the report.
Do you do equity / sweat-equity?
Sometimes. We have a small dedicated pool for early-stage AI products. Pitch us.
Can we pay in HKD / RMB / USD?
Yes. We invoice in HKD by default; USD and RMB on request. Wire or local bank transfer.
What's the cap on Embed?
Embed is capped at 8 weeks. After that you either move to Run (managed ops) or wrap. This forces a real handover, not an indefinite dependency.
What does the Run monthly retainer cover?
Everything post-MVP: on-call during HKT hours, model swaps, data drift, retrieval quality, prompt regression, eval suite maintenance, monthly architecture review, quarterly business review.