We build AI systems that fit your workflows — not the other way around. From a single focused agent to multi-agent orchestration, grounded in your data and built to last.

What "good" looks like, what must never happen, and what humans still own. We don't ship a chatbot because the board asked for "AI" — we ship something with a job.
A focused agent that does one thing well — or orchestration when the work genuinely spans tools, approvals, and handoffs. Same team, same standards either way.
What the model can see, how it's retrieved, and how freshness is handled — so answers aren't confident fiction when the wiki is wrong.
APIs, CRM actions, ticketing, scheduling — with clear permissions and logging so automation doesn't become a backdoor.
Lightweight checks that match reality: spot checks, regression sets, and signals when quality drops — so you catch drift before customers do.
Staging, rollout, and documentation for prompts, configs, and failure modes — plus retainer if you want us improving the system as usage grows.

Scout watches for companies with clear signals, audits their digital presence, drafts hyper-personalised outreach, and routes it to a human for one decision: send or skip. Event-driven agents, structured output, and an approval layer — built to run in production.
Focused intake. Right questions asked upfront: goals, audience, competitors, scope. Clear direction, not just notes.
One clear recommendation: positioning angle, design direction, approach. No decision fatigue.
Design and development run simultaneously using AI to move fast without sacrificing quality. Staging link before anything goes live.
Live together. Full walkthrough so you can manage the basics. Retainer available for ongoing partnership.
“We'd already burned budget on a 'copilot' that hallucinated our pricing. V1 rebuilt the retrieval layer and added checks we could actually see in logs. It's boring in the best way — it works in prod.”
Hannah Weiss
VP Product, Relaydesk
Tell us what you're building. We'll tell you how fast we can help.
No decks. No drawn-out process. Just a real conversation about what you need.