Scope the opportunity
Workflows, data, and constraints resolve into a short list of use cases where AI actually changes an outcome.
One team for AI, from strategy to production.
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Use cases mapped
5
Feasible now
1
In production
[ APPLIED ENGINEERING ]
The AI your prototype only promised, built for real.
We build the LLM and ML systems — RAG, fine-tuning, agents — with the inference services, guardrails, and eval harnesses that make them hold up under real load, real cost, and the edge cases that break weekend projects.
Explore Applied EngineeringservicePOST /assist · RAG over docsPriority
eval+18% resolution vs. baseline
latencyp95 210ms · within budget
handoffrunbook + eval suite attachedVerified
[ AI STRATEGY ]
Find where AI actually earns its keep.
Discovery, feasibility, ROI, and build-vs-buy folded into one costed roadmap — so a promising idea and a dead end are told apart before you spend a quarter on either.
Explore AI Strategy
Business goal↓
Candidate use cases↓
Data & feasibility↓
Costed roadmap
[ ONE TEAM ]
The outcome matters more than the model you started with.
Starwatch connects the business goal, the data, the system we build, and the evals that prove it — before we call anything shipped.
[ HOW AN ENGAGEMENT RUNS ]
Built to move from idea to running system.
Strategy and engineering sit in one team, so evidence carries straight from the roadmap into the system we build — nothing is lost in a handoff.
Build and measure
We build the system against an eval harness, then reproduce the highest-impact cases under real load and cost.
Ship and hand it back
The system lands in your stack with docs, tests, and evals — and every result is reproducible after we've gone.
dataset1,240 labelled support ticketsMapped
offline eval+18% resolution vs. baselineMeasured
human review92% agreement with model
guardrailsjailbreak attempts heldHeld
productionp95 210ms · shippedVerified
[ OPERATING MODEL ]
[ SCOPE ]
2–4 wk
Idea to costed roadmap
Discovery resolves into a sequenced plan your team and leadership actually agree on — fast.
[ MEASURE ]
100%
Decisions backed by evals
Every recommendation and release ships with the numbers behind it — not a vendor hype deck.
[ SHIP ]
0
Black boxes left behind
You keep the system, the docs, and the evals — with the judgment to run it after we're gone.
One team. Strategy to production. Proven.
Book a call[ SERVICES ]
[ COMPANY ]