AI that does the work

Mono builds AI systems for healthcare, veterinary, pharma, agriculture and finance. Sixteen are in production today, reading clinical records, processing insurance claims and keying invoices so people don't have to.

Book a 30-minute scoping callSee the systems

Systems in production

Sixteen systems, all live. Open any one to see what it replaced and how it was built.

Why Mono

We have been working on AI since the late 1990s, when the field was in its second winter. The technology has changed. The commitment hasn't.

Our own product

dokko.ai

Dokko Document AI that answers, cites and acts

Dokko turns a document library into an assistant. Upload your documents, define the scope, connect your tools. No setup code, and no six-month integration project.

Visit dokko.ai

Dokko chat widget configuration with a live embedded preview

  • Answers with citations

    Every response is grounded in your documents and points to its source.

  • Acts, not just answers

    Connected over MCP and native integrations, it checks a status, updates a record or triggers a process from the same conversation.

  • Knows when to stop

    Low-confidence answers are flagged for review, and the conversation hands over to a person when it exceeds scope.

Built because we needed it. Now running for clients in healthcare, operations and financial services.

How we work

From first call to production

Five steps, and what each one produces.

  1. 01

    Scope the problem

    A 30-minute call about one workflow: where the time goes, what data already exists, and what a working system would need to do. You leave with a clear answer on whether AI fits and a rough shape of the build.

  2. 02

    Define the first release

    We agree on a first production system that pays for itself, not a roadmap. Small scope, clear success criteria, and a price for getting there.

  3. 03

    Build in the open

    You see the actual system early and often, not wireframes or a demo environment. We use AI throughout our own development process, which is why the first working version arrives in weeks.

  4. 04

    Ship to production

    The system goes live in your environment, on your data, used by your team. We handle deployment and stay close through the transition.

  5. 05

    Keep it working

    Production AI needs monitoring and iteration. We offer ongoing support that keeps the system accurate as your business changes. The first version ships fast. It gets better from there.

Industries

Built inside the industries we serve

The systems above were built inside these industries. The vocabulary, the compliance constraints and the existing software came with us.

Healthcare
Referral packets, discharge summaries, lab reports. We have built systems that extract clinical data from dense records, write handoff summaries, and match patients to receiving facilities. Clinicians keep the final decision. The system does the reading.
Veterinary
Four systems in live practices: consultation transcription that fills the practice management system, pre-appointment summaries, conversational access to patient records, and insurance claims processing. We know the workflows, the PMS integrations and the insurance structures.
Finance
Invoice ingestion posting straight to the accounting system, family office statements classified across 11 asset classes, continuous CRM deduplication, and integration code generated from plain-language requirements. Each one ships with confidence scores and an audit trail.
Pharma
Product classification at catalog scale, including the ambiguous descriptions and novel compounds that break rule-based systems. In pharma the first question is what the system must never get wrong, and that constraint shapes the design.
Agriculture
Agronomic advice in the grower's language, adapted to their region, and checked against a live government substance registry before it is given. Compliance is part of the answer, not a disclaimer under it.
Real estate
Contracts, listings, financial statements and due diligence reports, read, extracted and organized automatically. Firms using these systems make decisions while the documents are still arriving.

Bring us one workflow

A 30-minute call about the process that costs your team the most time. If AI is the wrong tool, we'll say so.

Book a 30-minute scoping callEmail us