LyraGen
AI Build Studio

Agentic AI for high-trust operations.

Built to ship, not to demo.

Production-grade agentic systems for organisations where trust, compliance, and auditability aren't optional. Running in your business in weeks, not quarters.

Start a conversationSee the work
Time-and-materialsStop when it's doneYou stay in control
Time to production
–
weeks

vs 6–12 months from scratch.

What's included

Authentication, audit, memory, safety middleware, and observability — all in a single engagement.

The Gap We Bridge

Anyone can build a POC. Almost no one ships it.

Prototyping is democratised. Claude Code, Cursor, v0. Production isn't. The gap between "works on my laptop" and "running in your business" is where most AI projects die. We live in that gap.

POC

What you get from a demo

2–5 days with Claude Code

Happy path demo
2–5 days with Claude Code
Authentication + user-scoped data
Immutable audit + compliance
Cross-session memory + state
Safety guardrails + escalation
Cost controls + rate limiting
Observability + monitoring
Deployment + rollback paths
Scale + reliability
Production · with LyraGen

What you need to ship

4–8 weeks

  • Happy path demo (the POC you already have)
  • Authentication + user-scoped data
  • Immutable audit + compliance
  • Cross-session memory + state
  • Safety guardrails + escalation
  • Cost controls + rate limiting
  • Observability + monitoring
  • Deployment + rollback paths
  • Scale + reliability

Production-grade, not a demo

Case Studies

What we've shipped.

Two production systems. One in healthcare, one in research automation. Built on the same primitives, shaped for different domains.

Case Study · Healthcare

Multi-agent care navigation.

From first symptom to booked appointment, in one conversation, grounded in NHS source material.

Triages patients, interprets medical records and imaging, and books them into care — handled inline by specialist agents with no portal hopping or forms.

9-agent swarm3-layer safety middlewareNHS-grounded RAGAgent ProtocolJWT authImmutable audit

Specialist agents

Safety layers / response

%

Actions audited

Context lost / session

Case Study · Research

Automated biotech newsletter.

Replaced a manual single-platform workflow with a multi-agent pipeline. Three source channels, five specialist agents, cross-provider fact-checking.

Cost reduction
%

From ~£200/mo to ~£15–35/mo, without losing fact-checking discipline.

LangGraphBERTopicPrefectPostgreSQL + pgvectorRedis · MinIOFastAPI + HTMXTelegram bot
MetricBeforeAfter
Monthly cost~£200~£15–35
SourcesManual searchRSS + Tavily
Story memoryNone, repeatsANN deduplication
Fact-checkingSelf-checkCross-provider, source-verified
ResearchSequentialParallel per-story
SchedulingManual triggersFully automated with approval gate
Talk to us about your domain
What We Build

Four shapes of agentic work.

These are the patterns we've seen most often — the ones our infrastructure is shaped to handle. Most engagements fit one of them. We build whatever the problem needs.

Interactive intake

Conversational assistants that qualify, triage, and route. Collect what's needed, ask smart follow-ups, escalate to a human when the judgement call is theirs, not ours.

Sounds like you?

Clinical triage · legal intake · insurance FNOL

Autonomous research pipelines

Scheduled ingestion from configured sources, multi-agent synthesis, human-in-the-loop approval, structured publishing. Runs while you sleep.

Sounds like you?

Newsletters · regulatory digests · competitive intel · market briefings

Document intelligence

Upload documents, extract key facts, summarise, flag issues, and prepare the next action. Turns stacks of input into structured decisions.

Sounds like you?

Claims review · contract analysis · compliance mapping

Workflow orchestration

A single conversational entry point that routes work across departments, remembers context, and executes the next action.

Sounds like you?

IT service desks · internal ops · multi-department support

If your problem doesn't fit a shape, we build the shape

Our Primitives

Six primitives, composed per engagement.

Every LyraGen deployment is assembled from the same proven primitives. We configure them for your domain.

Specialist routing

Intent-aware handoff between domain sub-agents. One front door, many specialists behind it.

Persistent memory

Cross-session context. Users never repeat themselves. Memory controls for transparency and UK GDPR compliance.

Immutable audit

Trust differentiator

Database-level triggers prevent modification or deletion. Every tool call, every decision, logged permanently. Defensible under regulator review.

Safety middleware

Layered guardrails: content filtering, output validation, escalation rules. Fail-closed on sensitive operations.

Document intelligence

Upload, extract, summarise, flag issues. RAG retrieval from your knowledge base. Turn documents into decisions.

Action execution

Books, schedules, escalates, notifies. The system completes the task and logs the outcome.

Our USP

Why us.

Five things that separate us from chatbot vendors, AI agencies, and consultancies.

01

Adaptive assessment, not glorified intake forms.

Our systems ask smart follow-up questions and qualify cases as they go.

02

Specialist routing.

Intent-aware handoff between domain sub-agents. Each does one thing well; each sees only what it needs to.

03

Documents and actions.

Upload, extract, decide, execute. The system closes the loop.

04

Built for regulated environments.

Immutable logs, fail-closed safety, DSAR-ready data controls.

05

Reconfigured per domain.

The infrastructure already exists, so vertical retargeting takes weeks.

How We Engage

Three rhythms, whatever the engagement.

Every engagement is different. But the cadence of working together is consistent. You see real progress early, you see it often, and you stay in control of what's next.

01

Understand, together.

We start by building a shared picture of the problem — with you, not ahead of you. Scoping and prototyping happen together, because our infrastructure means we can explore what's possible while we define what we're building. The output is a working direction, not a 60-page spec.

02

Ship incrementally.

You see something real within the first weeks — a prototype, a working slice, a data pipeline running against your sources. We extend it together, week by week. Simple engagements ship in weeks. Complex ones in months. You're not waiting for a reveal.

03

Stop when it's done.

The engagement ends when you say it does — when the work is complete, when you want to pause and evaluate, or when scope has naturally landed. We don't sell phases that have to be used up. Optional ongoing support thereafter.

Scope estimated up front · Time-and-materials billing · Additional scope priced transparently as it emerges

Team

Three co-founders. You work with us directly.

No account managers, no sales layer. The people who scope the work are the people who build and ship it.

Danil, LyraGen co-founder
Co-Founder

Danil

AI Engineer

Designs the multi-agent systems behind every LyraGen engagement: specialist routing, memory, safety, and retrieval. Turns ambiguous client problems into architectures that ship. Production experience in banking, public sector, and healthcare.

Talk to me about agent architecture.

Gleb, LyraGen co-founder
Co-Founder

Gleb

Delivery Lead

Owns engagement scope, timelines, and client communication. Makes sure discovery converts into a pilot, and the pilot converts into production. Keeps projects honest about what they promised on day one.

Talk to me about scope & delivery.

Ilia, LyraGen co-founder
Co-Founder

Ilia

Full-Stack Engineer

Builds the frontend, the services, and the infrastructure they run on. Owns deployment, monitoring, and scheduling so the system keeps working after launch. The reason engagements don't stall between working locally and running in production.

Talk to me about shipping & infrastructure.

FAQ

Honest answers to the questions buyers actually ask.

If yours isn't here, send it over. A founder will reply.

Contact

Tell us what you're trying to ship.

We'll read it ourselves. We'll reply within two working days, and tell you honestly whether your problem is one we can solve.

01

Reply within 2 working days.

From a founder, not a form.

02

30-minute scoping call.

We work through the real problem with you, and push back if the ask isn't quite right.

03

Scope and estimate within a week.

Honest yes, or honest no.

Or write to hello@lyragen.co.uk directly.

We won't share your details. We'll reply from a founder address.