AI Systems Live At
Companies running AI solutions built by LF Labs
We design, build, and operate multi-agent AI systems — RAG pipelines, eval gates, observability, and rollback — wired into your stack and accountable to real metrics. Mid-market teams, in production from day one.
We decide what's worth building. We build it properly. We make sure your team uses it.
No half-built prototypes. No projects that stall without outcomes. Just deployed systems that improve operations.
Every system we ship is held to the production bar we'd demand of our own infrastructure — measured, observable, and reversible. This is what separates a demo from something your team can actually depend on.
Every release runs against a versioned eval set. If quality regresses, it doesn't ship — full stop.
Every agent step, tool call, and token is logged and dashboarded — so you see what the system actually did.
Changes roll out behind canaries with one-command rollback. No silent breakage in production.
RAG pipelines wired to your sources, evaluated on retrieval quality — not just the model's output.
Composable agents with explicit control flow, guardrails, and human-in-the-loop gates where it matters.
We trace cost and latency per request and tune to the budget and SLAs you actually operate under.
Production-grade and boring on purpose — the same building blocks behind every system we ship. No exotic dependencies, no lock-in.
For a stone-fabrication firm in Mallorca, we replaced fragmented, manual operations with a custom ERP + CRM and Llewra — an agentic AI layer that runs quoting, customer service, and back-office automation end to end, with quality monitoring and human oversight built in.
One system of record for jobs, customers, suppliers, and scheduling — replacing scattered spreadsheets and inboxes.
An agent that reads requests, retrieves live data, and acts across the ERP — the intelligence on top of the system of record.
Priced quotes generated from measurements + the live catalog, with a fails-closed price-guard and human sign-off before anything goes out.
Inbound customer and ops requests handled agentically around the clock, escalating to a human when it should.
Supplier-data sync, backups, notifications, and scheduling — running unattended in the background.
Every agent skill is measured; quality regressions are caught before they ever reach a customer.
Quoting is faster and more consistent, inbound requests are triaged automatically around the clock, and routine back-office work runs unattended — all under continuous quality monitoring with a human in the loop where it counts.
Companies running AI solutions built by LF Labs
Strategic + Technical Depth - we bridge executive strategy and hands-on AI engineering.
Outcome-Obsessed - every engagement is tied to measurable operational improvement.
Production First - if it can't scale, integrate, and perform reliably, we don't ship it.
Capability Transfer - we ensure your team owns the systems long-term.
Before anything is developed, we align leadership, assess workflows, and quantify ROI. If it won't create measurable impact, we don't pursue it.
Yes. We integrate with your CRM, ERP, databases, and internal tools over APIs and secure pipelines — we build around your stack, not rip it out and replace it.
You do — fully, documented, and handed over. We design for capability transfer so your team can operate and extend the system without us in the loop.
A scoped discovery to find the highest-ROI opportunity, then a production-ready build with evals and observability, then we embed it with your team. Typically weeks to first results, not months.
Your call. We hand over completely — and offer optional ongoing operation (monitoring, optimization, new capabilities) if you'd rather we keep running it alongside you.
Eval gates on every release, full observability, canary rollouts with one-command rollback, and a human in the loop where it matters. If quality regresses against the eval set, it doesn't ship.
Mallorca, Spain — working remote-first with mid-market teams across Europe and beyond.
Let's identify where AI can deliver measurable impact for your business — and build it properly.
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