info@marzallabs.ai
Professional working at a bright, uncluttered desk

Products

Named IP that is already built,
so delivery is measured in weeks

Three products live in production today, one productising for 2026, and a fixed-scope diagnostic that tells you which of them you actually need.

Services describe what a firm can do; products describe what it has already done. Everything on this page exists, runs on client infrastructure, and can be demonstrated on your own documents rather than on ours. That is the entire difference between a six-week deployment and a six-month build.

The full inventory

Twenty-one named assets and fixed-scope engagements

Products, diagnostics, agent patterns, platform components and governance frameworks that already exist. Filter by category.

  • PolicyCompareIQClause-level policy and slip comparison
  • ClassifierIQAsset classification with a firm-specific memory loop
  • D&O AnalyzerIQEight-vector D&O underwriting research
  • TriageIQSubmission intake scoring and routing — 2026
  • AI-Ready BlueprintThree-week fixed-scope data estate diagnostic
  • AI Readiness AssessmentData, technology, capability and governance scoring
  • Data & AI Roadmap DesignSequenced, costed initiative plan with owners
  • AI Operating Model DesignReviewer roles, escalation paths, HITL workflow design
  • Technology Stack AdvisoryPlatform selection against your estate and constraints
  • AI Agent Architecture & DesignTask boundaries, tool permissions, failure modes
  • Document Processing AgentsMulti-format ingestion across email, PDF and ACORD
  • Underwriting & Triage AgentsAppetite scoring, capacity checks, context packs
  • Claims Processing AgentsClassification, routing and loss-narrative extraction
  • RAG Knowledge BasesRetrieval over your wordings, guidance and precedent
  • Modern Data Platform DesignMedallion architecture on Fabric, Databricks or Snowflake
  • Data Governance FrameworkOwnership, lineage and automated quality rules
  • Data Quality Programmes180+ automated tests running on every pipeline refresh
  • Underwriting & Claims AnalyticsSemantic layer and agreed portfolio definitions
  • Databricks Partnership ServicesLakehouse delivery under the Bronze partnership
  • AI Compliance & GovernanceFCA, Lloyd’s, EU AI Act and GDPR in one register
  • ROI & Value FrameworkBaselines, KPIs and attribution set before build

The breakthrough

What the products have produced

Point figures are delivered results from production deployments. Ranges are modelled projections and are labelled as such on each product page.

18 minsubmission triageFrom 4.2 days, twelve-agent pipeline in production
2 minmedian slip comparisonAcross 52 sections, eleven classes of business
97.4%classification accuracyLive ClassifierIQ instance, up from 94.1%
5 minD&O research per companyEight vectors, down from roughly four hours

Bring one real document. Thirty minutes, your workflow, and an honest read on what these do and what they do not.

Book a demo