Reference guide · in preparation
The modern data platform for regulated AI
A practical field guide to foundations, governance and production readiness — the sequence that gets a regulated AI workload live and keeps it there.
Coming soon
Data & AI for regulated industries
Insurance intelligence,
reimagined
Automate repetitive tasks, surface hidden signals and streamline complex workflows — with insurance-native AI designed for carriers, syndicates and MGAs.
Book a demo
Fixed scope · three weeks
Know exactly what stands
between you and production AI
The AI-Ready Blueprint maps your data estate, names the gaps, and gives you the sequence to production — whether or not you build it with us.
See what you get
PolicyCompareIQ · live in production
Read every clause.
In two minutes, not four hours
Baseline-versus-renewal slip review as a structured, auditable analysis — financial deltas, coverage drift and missing sections, each cited to the source PDF.
Explore the productWho we are
The people who make intelligent systems usable
Marzal Labs is a data and AI consultancy for regulated industries. We combine architecture, engineering and delivery judgement earned inside Lloyd’s, the NHS, financial services and government.
Meet Marzal Labs20+Years inside regulated data estates — Lloyd’s of London, the NHS, FCA-regulated firms and UK government programmes
21Named assets already built: products, diagnostics, agent patterns and governance frameworks
3Products live in production on client tenancies today, each deployed in under six weeks on fixed commercial terms
TRUTH
Five values we will not trade away
What we think about first, what we refuse to promise, and what we hold ourselves to on every engagement.
What each one commits us to
Services & capabilities
A unified capability model, from foundation to intelligent operations
Four pillars, each a full engagement in its own right. We help regulated organisations modernise the foundation, decide with confidence, and automate the work that consumes capacity.
All services
Data & Cloud Modernisation
- Secure, resilient foundations
- Cost and consumption control
- Legacy retirement
Data Management & Assurance
- Agreed definitions
- Traceable figures
- Continuous quality checks
Analytics & Artificial Intelligence
- Past the pilot, into production
- Documented testing
- Human review by design
Intelligent Operations
- Routine work handled
- Exceptions escalated
- Capacity released
Platform partnerships
The platforms behind reliable enterprise AI
Our work
Our work
Submission triage from 4.2 days to 18 minutes
Twelve co-operating agents rebuilt the intake workflow — extraction, sanctions screening, capacity routing and underwriting notes — without replacing a single underwriter.
View Success Story
400+ new submissions a week, every routing decision traceable
A specialist MGA operating in the Lloyd’s market
18 minreceipt to underwriter desk
92%routing accuracy
Every clause read, in two minutes rather than four hours
PolicyCompareIQ turns baseline-versus-renewal review into a structured, auditable analysis: financial deltas, coverage drift and missing sections, each finding cited to the source document.
View Success Story
Live in production on client tenancies today
Renewal review for policy and contract teams
2 minmedian review time
52sections per comparison
Referral triage, manual to automated in twelve weeks
A DSPT-compliant triage system that ranks clinical urgency and structures the reading, sorting and evidence — with a clinician signature on every score.
View Success Story
Twelve weeks including information-governance sign-off
An NHS acute trust running seven specialty pathways
2,400referrals triaged monthly
62%less admin time per referral
An AI-ready data foundation from fourteen disconnected systems
Govern the foundation first, then build the AI on top. One Microsoft Fabric lakehouse, agreed definitions, and a platform the in-house team owned from handover.
View Success Story
When two people quote a revenue figure, it is now the same figure
A professional services firm in the mid-market
14 → 1systems unified
180+automated quality tests
Trusted clients
Trusted where the work carries real consequence
Article · in preparation
What responsible AI looks like in daily operations
How to design human review, evidence and accountability into the workflow itself.
Article · in preparation
From pilot to production without losing control
The delivery sequence that turns a promising experiment into a durable system.