AI that earns its keep in production.
Prompts, tool schemas, eval harnesses and routing that make agents reliable. We design the workflow around the model.
What you get
Concrete deliverables.
- Production prompts with eval harness
- Tool schemas, function calls, MCP servers
- Cost ceilings, fallback routing
- Vector store + retrieval pipeline
- Observability - logs, traces, evals
- Agentic workflows with measurable outcomes
- Safety review - injection, jailbreak, PII
- Human-in-the-loop checkpoints
- Docs a non-AI engineer can maintain
- Cost + quality benchmarks at handover
FAQ
Common questions.
Which model?
+
Whichever wins your eval.
Fine-tuning?
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Rarely - most wins are in prompts and retrieval.
Scope this service