We integrate AI into the systems that run your business.
Agents that answer your calls, search that actually finds, and the data pipelines that feed it all — designed, shipped, and operated by a senior-only team.
Not a demo shop. A small team of senior engineers who wire AI into the systems that run your business — and have watched enough of it fail in production to know what breaks first.
Five disciplines, one focus:
AI that works inside your business.
We don't just connect models. We design the integration — agents, data, and search — that survives real users, real calls, and real scale.
AI agents & voice agents
Agents that take real work off your team — support, sales, operations. Chat and voice agents wired into your CRM, tools, and workflows.
AI-native migration
We extend the systems you already run with AI — incrementally, without a rewrite or a big-bang cutover.
Data pipelines & migration
End-to-end data infrastructure: ingestion, cleaning, migration, and the pipelines that feed your AI.
Custom AI
Fine-tuned LLMs, custom voice models, and domain-specific models built on your data.
AI search
AI-driven search for your website, product, or internal knowledge — answers with citations, not just links.
One system, four layers.
Every integration lands inside the same architecture — touchpoints, orchestration, data, and models, run under one set of operational standards.
An integration partner,
not a vendor.
Integration, not demos
We wire AI into the systems you already run — your CRM, databases, phone lines, website. The deliverable is working software in production, not a prototype with a nice slide behind it.
Measured, not vibes
Every model call is evaluated, traced, and cost-controlled. Evals and guardrails ship alongside the agent, so "good" is a number you can watch, not an opinion from a demo.
Senior-only, by design
Every engineer here has a decade-plus of shipping production systems. No juniors learning on your roadmap, no layers of account management — direct access to the people doing the work.
Owned by your team
We leave behind documentation, runbooks, and training so your team can extend what we build — and you own the system and the IP. No lock-in, no exceptions.
Proof, in production.
Client names withheld under NDA · full walkthroughs on request
Shipped a voice agent that now handles 40% of support calls end-to-end.
Support was drowning in the same five calls: where is my order, reschedule it, refund it. We built a voice agent with tool access to their live order system, human handoff for anything delicate, and an eval suite that scores every release on resolution quality before it touches a customer.
Replaced keyword search with AI search across a 1M+ product catalog.
Keyword search failed the way customers actually ask. We built hybrid retrieval — vectors plus keyword plus reranking — with an indexing pipeline over the full catalog and answers that cite the products they came from, then tuned relevance against a held-out eval set.
Ready to build something
worth shipping?
Whether you're wiring AI into an existing system or building it in from day one — agents, search, or migration — let's talk.