Security-first AI & software

Built for organisations that cannot afford to get it wrong.

Munin Labs delivers the most secure OCR, the most capable and fastest go-to-market AI call agents, and the most secure web application development. Engineered with the rigour of financial services, shipped at startup speed.

  • Your data stays in your environment
  • Encryption, audit trails and least privilege by default
  • Priced on the work we do, not on the savings you make
Designed for regulated environments:
  • Financial services
  • Insurance
  • Healthcare
  • Legal
  • Public sector

What we do

Three things. Done to the highest standard.

Each offering is built on the same foundation: threat modelling before the first line of code, defence in depth, and full auditability.

Secure OCR

The most secure OCR.

Turn statements, KYC documents, invoices, claims and contracts into structured data without your documents ever leaving your control.

  • Deploys on-premises or inside your own cloud account
  • Zero-retention mode: sources purged the moment extraction completes
  • Customer-managed encryption keys, in transit and at rest
  • Built-in PII detection and redaction
  • Field-level confidence scores and a tamper-evident audit log
  • Tuned for financial documents and handwritten forms
Request an OCR demo → Or try our free in-browser OCR →

AI Call Agents

The most capable agents. The fastest go-to-market.

Inbound and outbound voice agents that handle real conversations, follow your compliance rules, and go live in days rather than quarters.

  • Live on your phone numbers in days, with your scripts and your guardrails
  • Natural, low-latency conversation with interruption handling
  • Consent, recording and disclosure rules enforced on every call
  • Warm hand-off to a human with full context
  • Integrates with your CRM, ticketing and telephony
  • Transcripts, summaries and QA scoring for every call
Hear an agent live →

Secure Web Application Development

The most secure web application development.

Customer portals, internal tools and platforms built the way a bank would want them built, without the bank's timelines.

  • Threat modelling and security requirements before design
  • OWASP ASVS-aligned engineering and code review
  • SSO, MFA, role-based access and least privilege from day one
  • Secrets management, dependency scanning and signed builds
  • Penetration-test ready, with remediation included
  • Documentation your auditors will actually read
Scope a build →

How we work

Security is the default, not the upsell.

Most vendors treat security as a tier you pay extra for. We treat it as the starting point. Every engagement, whatever its size, gets the same controls.

  1. Understand the risk

    We start with your data, your regulators and your worst-case scenario. That shapes the architecture before anything is built.

  2. Build inside your perimeter

    On-premises, in your VPC, or in an isolated tenant. You own the keys, the logs and the data.

  3. Ship fast, prove it works

    Short, measurable milestones. You see working software early and often, with evidence at every step.

  4. Hand over, or stay on

    Full documentation and runbooks so your team can run it. Or we run it for you under a clear service agreement.

Founder

Built by an AI engineer from financial services.

Munin Labs was founded by an AI engineer who spent years building and securing systems inside the financial services industry, where every model, every document and every customer conversation is subject to audit.

That background is the whole point. We know what compliance, risk and security teams will ask before they ask it, and we design for those questions from the first conversation. The result is AI that a regulated business can actually deploy, not just pilot.

Named after Munin, the raven of memory in Norse legend: the one that returns each day with everything it has seen, and forgets nothing.

Pricing

Priced on the work. Not on your savings.

Many AI vendors price as a share of the savings or revenue they project for you. We do not. Our pricing reflects the scope, complexity and effort of the work we actually do, so the value it creates stays with you.

Fixed-scope projects

A defined deliverable, a defined price. OCR deployments, agent launches and application builds with a clear specification.

  • Quote based on scope and engineering effort
  • Milestone-based payments
  • No percentage of savings, ever

Engineering retainer

Reserved capacity from our team for ongoing development, security reviews and advisory work.

  • Priced on reserved hours per month
  • Roll-over of unused time within the quarter
  • Priority response

Our pricing principles

  • Value for work done. You pay for the engineering, infrastructure and expertise delivered, at a rate that is fair for that work.
  • Your upside is yours. If our OCR saves you millions or our agents double your conversions, that result belongs to you.
  • No hidden tiers. Security controls, audit logging and encryption are in every engagement, never an add-on.
  • Written quotes. Every proposal itemises what is being built and what it costs before you commit.

Get a tailored quote with your demo

Schedule a demo

See it working on your documents, your calls, your requirements.

Every demo is tailored. Tell us which services interest you and what you are trying to solve, and we will prepare a session around your use case rather than a generic slide deck.

  • 45 minutes, remote, with an engineer not a salesperson
  • Bring sample documents or call scenarios (NDA available)
  • Leave with a written summary and indicative pricing
Which services interest you? *

We use your details only to arrange the demo. No mailing lists, no resale.

Contact

Talk to us.

Questions about security posture, procurement, partnerships or anything else. We reply within one business day.

Security disclosures
security@muninlabs.com
Hours
Monday to Friday, 9am to 6pm