AI systems

Power under the hood.

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.

AI systems — complex machinery
Powerful Engine. Simple Interface.
What do you want your AI to handle?
Automate support triageBuild a research agentConnect my tools
The reality

What's included

One lane or many —designed as a system.

Use-case definition & guardrails

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.

Single agents & multi-step flows

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.

Data, retrieval & grounding

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.

Tooling & integrations

APIs, CRM actions, ticketing, scheduling — with clear permissions and logging so automation doesn't become a backdoor.

Evaluation & monitoring

Lightweight checks that match reality: spot checks, regression sets, and signals when quality drops — so you catch drift before customers do.

Launch, iteration & handoff

Staging, rollout, and documentation for prompts, configs, and failure modes — plus retainer if you want us improving the system as usage grows.

Work highlight

We did it for V1 Scout.We can do it for you.

V1 Scout — AI-assisted pipeline dashboard preview
V1 Scout
AI system
AgentsWorkflowsHuman-in-the-loop

An internal BD engine with humans in the loop.

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.

Use cases

From one agentto an orchestrated stack.

Process

Simple process.No surprises.

01

Discovery

Focused intake. Right questions asked upfront: goals, audience, competitors, scope. Clear direction, not just notes.

02

Strategy & Direction

One clear recommendation: positioning angle, design direction, approach. No decision fatigue.

03

Build

Design and development run simultaneously using AI to move fast without sacrificing quality. Staging link before anything goes live.

04

Launch & Handoff

Live together. Full walkthrough so you can manage the basics. Retainer available for ongoing partnership.

What clients say

Don't take our word for it.

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.
HW

Hannah Weiss

VP Product, Relaydesk

01 / 03
FAQ

Questions we get a lot.

Open for Q2 2026 Get in touch

Your next versionstarts here.

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.