[ SCOPE ]
2–4 wk
From idea to roadmap
A costed, sequenced plan your team and leadership actually agree on — fast.
Applied AI, from
prototype to production
Starwatch Labs helps teams find where AI actually moves the needle, build it with real evaluation, and ship software you can depend on.
Book a call
SWL‑2264
eval · 0.94
shipped
Experience across
[ SELECTED WORK ]
AI we've taken from prototype to production.
VOILAE · SHOPIFY
A try-on button on every product page
Specialized virtual try-on diffusion models, wrapped in provider failover and caching so it stays fast, cheap, and always on.
MODR · MOBILE APPSnap a part, get the exact OEM number
Multimodal vision that returns strict, structured facts — engineered against hallucination for parts, diagrams, and EV health.
ADFLOW · EXTENSIONDebug adtech requests in minutes
Five domain-tuned Claude analysts over a captured ad-request chain — opt-in, streamed, and privacy-first in the browser.
Ship the AI your prototype only promised.
A demo proves it can work once. We build the evaluation, guardrails, and infrastructure that make it work every time — under real load, real cost, and the edge cases that break weekend projects.
See our engineering[ HOW IT WORKS ]
Business goal↓
Candidate use cases↓
Data & feasibility↓
Costed roadmap
offline evalscored against a baselineTracked
human reviewlabelled sample, not a vibe
guardrailsjailbreak attempts blockedHeld
PR #482ship inference service
load testp95 210ms · within budgetVerified
handoffrunbook + eval suite attached
[ MEASURED IN OUTCOMES ]
[ SHIPPED ]
3
AI products in production
Voilae, modr, and AdFlow — live systems in real users' hands, not slideware.
[ HANDOFF ]
0
Black boxes left behind
You keep the system, the docs, and the judgment to run it after we're gone.
[ WHY STARWATCH ]
Most AI projects stall at the demo. We take yours all the way to production.
You work directly with the people who scope, build, and ship — no handoffs, no juniors learning on your project. We go deep on the one problem where AI actually moves the needle, prove it with real evaluation, and hand back a system your team owns and can depend on. Let's talk through one of your ideas.
Book a call