AI features that earn their keep — not demo theatre.
Retrieval-augmented assistants, document extraction, workflow agents. We wire in Claude, GPT-4, or open models, then measure whether they actually move the metric.
What you actually get.
RAG & search
Vector search over your docs, product data, or knowledge base with citations users can trust.
Tool-using agents
Agents that read tickets, call internal APIs, and draft actions for a human to approve — or not.
Evals & guardrails
Golden-set evals, PII redaction, rate limits. We tell you when the model is the wrong answer.
The four phases, applied to ai agents.
Find the real use case
We audit where AI saves minutes and where it creates new bugs. Usually three candidates, one winner.
Prototype in a week
A working agent with your data in seven days. Good enough to decide if the idea survives contact with reality.
Evals & hardening
Golden-set tests, adversarial prompts, and a monitoring dashboard for regressions.
Ship & measure
Feature-flag rollout, cost dashboards, and a monthly check-in on whether it still pays for itself.
The tools on the bench.
We will tell you when a tool is wrong for the job — even if it is on this list.
Cases you can read.
Noma Health
Telehealth app for primary-care practices that makes booking a visit feel more like texting a friend.
Orbit Support
Customer-support agent that closes 62% of tier-one tickets without escalation — and knows when to step back.
Wayfinder
Conversational travel planner that drafts a real trip itinerary — with opening hours, bookable links, and honest caveats.
Fixed scope. Honest numbers.
Anything under twelve weeks is fixed price. Larger work is time-and-materials with a written cap.
Prototype
Delivery · 1 week
- One-use-case agent (Claude or GPT-4)
- Basic RAG over your docs
- Hosted demo + cost estimate
- Written go/no-go recommendation
Production agent
Delivery · 4 weeks
- Hardened RAG with citations
- Confidence routing + human handoff
- Golden-set evals + monitoring
- Cost and latency dashboards
Multi-agent system
Delivery · 8+ weeks
- Tool-using agents w/ approval flows
- Custom evals + red-teaming
- Fine-tuning or LoRA adapters
- Dedicated ML engineer (embedded)
Want to talk through a ai agents project?
A 30-minute call, no slides. We will tell you what we would do — and what we would not.