Production AI for regulated industries. We take LLM systems from architecture to deployment where compliance isn't optional and downtime isn't tolerable.
Retrieval pipelines built for compliance review. Grounded generation with citation trails your legal team can audit.
Autonomous workflows bounded by policy. Every tool call logged, every decision traceable, every action reversible.
Regression testing that catches failures before users do. Faithfulness, toxicity, bias — gated, not guessed.
Infrastructure decisions that survive the next 18 months of model releases. Model-agnostic. Vendor-proof.
// Every response is bounded. // Every action is logged. // Your compliance team signs off // before a single token ships. const pipeline = new Pipeline({ guardrails: [ 'pii_redaction', 'toxicity_gate', 'bias_detection', 'citation_required', 'audit_log', ], failOpen: false, humanInLoop: 'on_uncertain', });
# Two weeks from first call # to working prototype. # Three months to production. # Zero handwave deployments. sprint = Engagement( duration='2_weeks', output=[ 'architecture_doc', 'risk_assessment', 'working_prototype', 'eval_framework', ], decision='go_or_kill', )
$ Run it in health. Ship it $ in insurance. Deploy it in $ mining. We've done all three. curl hyperpriors.ai/v1/deploy \ --regions AU,EU,US \ --compliance SOC2,GDPR,APRA \ --eval-gate faithfulness:0.90 \ --eval-gate relevance:0.85 \ --pii redact_and_log \ --audit full_trace \ --rollback automatic # → deployed. compliant. fast.
| Scope | Sprint | Residency | Partnership |
|---|---|---|---|
| Duration | Sprint 2 wk Architecture review, risk assessment, working prototype. Evidence to fund or kill. |
Residency 3 mo Embedded. Shipping your production stack. Daily standups. Full handover. |
Partnership Ongoing Fractional Head of AI. Roadmap, hiring, board reporting. Your AI function at exec level. |
| Ship | Architecture doc Risk assessment Working prototype |
Production RAG / agents Eval framework Runbooks & handover |
AI roadmap Vendor selection Hiring & mentoring |
| Stack | Claude / GPT-5.4 LangGraph / LlamaIndex Vector DB of choice |
Custom pipelines Fine-tuning (LoRA / full) LangSmith / W&B |
Full-stack AI infra On-prem / cloud / hybrid Compliance & governance |
| Support | Async Slack Weekly sync |
Daily standups Arch & code review |
Board reporting Incident response Quarterly strategy |
Tell us what you're building. We'll tell you how we'd ship it.