Working AI systems, on your side of the fence

A working AI system on your side, in weeks.

If you're a management consultancy, a marketing agency, or a founder adding AI capability quickly — we ship the working system your team then owns. Voice agents that answer your phone, GCP + RAG stacks that give your team its own knowledge back, multi-agent architecture that doesn't drift. On-site or in your cloud — your team owns the code either way. Delivered as outcome, not measured in hours.

What you get

Four things your team gets to keep.

Every engagement leaves you with a working system, your data in your control, and a team that knows how to run it after we leave. Delivered as products and implementations, not as hours.

Your team owns it after

Four ways an engagement makes life better for your customers and your team.

Your data, in your hands

Pipelines that unify what your team already has · warehousing you can query · decision surfaces your operators actually use. No black boxes.

AI that actually helps a customer

Custom RAG that gives your team its own knowledge back · evals so you know when the model is off · fine-tunes for your voice · agent architecture that survives contact with real users.

Voice that answers when your team can't

Your phone answered at 3am, in five languages if needed, with warm hand-off to a human the moment the caller wants one. Chosen from the best of the market for your use-case.

A team we sit alongside

Our engineers embed in your team, ship with them, and leave them owning the system. Not a black-box hand-over — a working transfer of knowledge.

Four problems, four working answers

Four lanes, each shipped for a real team.

Every lane below is a working system a real customer runs today. Not a slide, not a demo.

Ag
Custom agents
Systems

Bespoke multi-agent architectures · role-per-agent · cross-LLM routing · supervisor + specialist patterns.

Ci
CI/CD + LLMOps
Pipeline

GitHub Actions · Cloud Build · Wrangler · Vercel · eval-gated deploys · LangSmith / Braintrust / Langfuse traces.

Mc
MCP servers
Protocol

Model Context Protocol servers · expose any tool to any LLM · wire-once, use-anywhere.

Ml
MLOps + fine-tuning
Model

LoRA / QLoRA · SFT / DPO / RLHF · eval harnesses · adapters · RAG-versus-tune decision framework.

St
AI strategy + advisory
Strategy

Founder-level advisory · roadmap · make-vs-buy · vendor selection · team shape · stack-fit reviews.

On
On-site OR cloud
Deploy

Ship into your own datacentre or your cloud · K8s, Docker, air-gapped · or on GCP, AWS, Cloudflare, Vercel · your call.

Ship on-site or cloud. You own the code either way.

Recent customers

Teams whose customers now get answered faster.

Recent teams whose customers, operators or partners now get a working AI system in front of them. Distinct from the founder's own past engagements, which live on the Story page. Brand names only for now — logos on request.

Tata
Indian Royal Navy
Mercor
More on request
Tata
Indian Royal Navy
Mercor
More on request

Customer list grows as they approve their names being public. The founder's own past engagements — a separate list of 15 direct clients — live on the Story page.

Stack your team inherits

The plumbing your team gets to keep.

Every engagement is scoped to the outcome your customers need, then built on tools that get there fastest — and that your team can operate the day after we leave. Below is what we reach for.

Voice AI partners

ElevenLabs Vapi Retell Bland Deepgram Cartesia Speechmatics PolyAI Play.ht

Cloud

GCP Vertex AI Cloud Run AWS Cloudflare Workers Vercel Firebase Fly.io

Agent + LLM

Anthropic Claude OpenAI GPT Google Gemini Mistral Llama LangChain LangGraph CrewAI Vercel AI SDK MCP

Retrieval

pgvector Pinecone Weaviate Qdrant Chroma Turbopuffer

Frontend + Mobile

Next.js React TypeScript Tailwind shadcn/ui Aceternity UI Vite Swift Kotlin React Native

Data + Auth + Payments

Postgres MongoDB Redis Firestore Supabase Clerk Auth0 NextAuth Stripe Twilio Verify Twilio Voice

CI/CD + Observability

GitHub Actions Cloud Build Wrangler CLI Vercel CLI Datadog Grafana Sentry Honeycomb LangSmith Braintrust Langfuse

Fine-tuning + Evals

LoRA QLoRA RLHF DPO SFT HIL RL

Stack chosen per engagement. We do not force a partner — we pick the one that fits the outcome and the constraint.

Tell us the problem.

The problem your team keeps putting off, the timeframe you're up against, and the constraint you have to work inside. We reply within two working days in London.

Open the intake form