What does Lirion build?

Lirion builds production-grade AI systems end to end — AI agents, RAG and knowledge systems, and workflow automation. From concept to production.

What is the Lirion Model?

The Lirion Model is built on three pillars: We Own Execution (Lirion leads planning, architecture, and delivery), Ship Continuously (working AI in production on a regular cadence with async updates), and Milestone-Based Delivery (clear scope boundaries, not hourly billing).

Is Lirion a staff augmentation company?

No. Lirion provides stable AI delivery teams that own execution end to end — not individual contractors or hourly resources. Delivery is milestone-based with full outcome ownership.

How do engagements work?

Three ways to work with Lirion: Strategic AI Advisory (for exploring and prioritizing AI opportunities), Fixed-Scope AI Builds (milestone-based pricing), or a Dedicated AI Team (monthly retainer, modular composition). Most clients start with advisory or a fixed-scope build, then scale to a dedicated team.

Lirion — Enterprise AI Systems. From Concept to Production.

From Concept to Production.

We design, build and integrate production AI systems for companies where AI needs to deliver real outcomes.

AI-Native ExecutionSprint DeliveryOutcomes You OwnUS Timezone Aligned

Our Framework

The Lirion Model

Ship →

AI-Native Execution

Our team builds with AI at every layer — architecture, code, testing, deployment. That's how we deliver faster without compromising quality.

Custom AI, Not Generic Software

Off-the-shelf tools don't fit your workflows. We design and build AI systems shaped around your data, your processes, and your competitive edge.

Outcomes You Own

We ship production systems to your infrastructure — not prototypes, not dashboards, not decks. You own the output from day one.

AI is reshaping how software gets built and delivered.

Lirion was built for this moment.

Live Demos

Example AI Systems

Interactive demos of AI systems we build. Each one represents a category of solution — try them live.

Agentic Analytics

AI SQL Analyst

Translates business questions into validated SQL, executes against a demo warehouse, and returns findings with charts and business-language summaries.

Natural language to SQL
Automatic query validation
Chart recommendations
Business-language summaries

Orchestrated Multi-Agent RAG

Knowledge Assistant

A supervisor agent orchestrates specialized sub-agents — retrieval, grounding, synthesis — to answer complex questions from internal documents with verified citations.

Supervisor-orchestrated agent routing
Specialized retrieval & grounding agents
Evidence verification pipeline
Cited multi-step reasoning

Template-Driven Generation

Marketing Asset Engine

Pick a template, describe what you need, and generate editable marketing assets through an AI system with planning, writing, and review stages.

Template catalog selection
Agentic content generation
Automated review and revision
Editor-ready structured output

Leadership

Who's Behind Lirion.

Senior execution and hands-on leadership on every engagement.

Founder

Juan Chatelet

ex Head of AI @ Lenovo

Led the development of AI systems that save more than 7 figures yearly, and now brings that experience into founder-led AI delivery at Lirion.

AI strategyProduct + engineering leadershipDirect client ownership

How We Build AI Systems

Sprint Planning

We define priorities and execution plan based on your AI roadmap.

Sprint Demo

Production-ready increments every sprint — no surprises.

Milestone Reporting

Clear progress updates across models, integrations and deployments — so you always know where things stand.

Async Visibility

Shared dashboards, recorded walkthroughs and written updates — full visibility without blocking your calendar.

You get outcomes and full visibility — not a team you need to manage.

Pricing

Pay for outcomes, not hours. From strategic advisory to dedicated AI teams — choose the engagement model that fits your stage.

Start here if you're exploring.

Strategic AI Advisory

We help you identify and prioritize the highest-impact AI opportunities before building anything.

Duration2–4 weeks

TeamFounder-led

DeliveryReport + roadmap

PricingFixed project fee

Clarity before commitment.

Teams exploring where AI fits in their product.

RecommendedStart here if you already have an idea.

Fixed-Scope AI Build

A well-defined AI system build with clear milestones and a defined outcome.

DurationTypically 2–4 months

Team3–5 senior engineers

DeliveryMilestone-based sprints

PricingMilestone-based

Ship a production-ready capability, then decide what's next.

Teams ready to ship a specific AI capability.

Scale from here.

Dedicated AI Team

A senior AI team led by Lirion, embedded directly in your product and engineering workflow.

DurationOngoing

TeamEmbedded senior team

DeliveryContinuous sprints

PricingMonthly retainer

Senior-only team. Transparent scoping.

Teams scaling AI across multiple products.

Let's Build.

Talk to a senior Lirion lead about your AI project.