Operational AI,
built inside your enterprise

AI agents deployed inside the workflows you run - with the security, and control production demands.

Invoice #4821 needs matching before month-end.
Linno Agent

Matched to the purchase order and contract terms. Approved and routed for payment — no exceptions found.

Purchase Order #4821
Approved · routed in seconds
Trusted by
Industries

Operational AI, inside every industry.

DefenseDefense

Logistics and maintenance, ready under full human command.

Agents reconcile supply, surface maintenance needs and prepare intelligence — on-premise, within classification, with decisions kept with people.

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GovernmentGovernment

Citizen casework routed and resolved, on policy.

Requests are classified, checked against policy, and routed to the right desk — with a complete audit trail behind every decision.

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HealthcareHealthcare

The busywork around care, handled before it reaches clinicians.

Prior authorizations, intake and records work run inside your systems — patient privacy preserved, every action auditable.

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Industrial & ConstructionIndustrial & Construction

Invoices on the right job and cost code, without manual coding.

Supplier invoices, change orders and project costs are matched and cleared across every site — work keeps moving from plan to delivery.

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Education & ResearchEducation & Research

Admissions and administration moving at the speed of demand.

Applications, records and research operations run inside your systems — freeing staff for the work that needs human judgment.

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Pharma & Life SciencesPharma & Life Sciences

Quality and regulatory work, with data integrity intact.

Batch records, deviations and submissions move forward inside validated systems — every step traceable from end to end.

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Financial ServicesFinancial Services

Onboarding and compliance, cleared without manual review.

Agents collect documents, run KYC and AML screening, and reconcile records inside your systems. Only the flagged cases reach your team.

Explore Financial Services
Why organizations choose Linnovate

Outcomes inside the systems you already run.

Not pilots beside your operations — measurable results within them, delivered in weeks, not years.

Automate operational workflows

Put agents to work inside procurement, finance, service and case operations — resolving the queue, not just demoing it.

−35%resolution time

Unlock enterprise knowledge

Answer questions from across archives, repositories and content — grounded in source documents, with every citation traced.

1,284answers traced / mo

Accelerate procurement processes

Match invoices to purchase orders and contract terms, check policy, and route approvals — automatically.

$250Ksaved per cycle

Deploy AI securely

Self-hosted and on-premise ready, permission-aware and audit-logged — built for the governance regulated work requires.

100%audit-ready by default
Director of Operations
National healthcare agency
Customer success

"Linnovate moved our procurement reconciliation from a backlog measured in weeks to a process that clears itself overnight — inside the systems we already run, with every action audited."

Director of Operations
National healthcare agency · 14,000 staff
−35%
resolution time across procurement
$250K
saved in the first operating cycle
<3
months
to a working agent in production
Enterprise delivery capabilities

A platform is only half of it.

Most AI vendors hand you a product. Linnovate brings the delivery engine that gets it into production — and keeps it there.

Support & Maintenance

Production support, SLAs and ongoing maintenance that keep operational agents dependable.

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Managed Operations

We run and monitor your AI in production — or hand the controls to your teams when you're ready.

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Open Source Expertise

Deep expertise across the open-source stack, from infrastructure to orchestration and models.

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Enterprise Apps

Battle-tested open-source platforms — automation, comms and portals — deployed inside your environment.

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Expert Teams

Embedded DevOps, AI & data, and software engineering teams that deliver alongside yours.

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Why Linnovate

A partner built for production, not demos.

The reasons regulated organizations trust Linnovate to move AI out of the lab.

20+ years of enterprise experience

Two decades delivering operational software inside large, complex organizations — long before AI was the headline.

Defense & regulated environments

Built for government, defense, healthcare and financial services, where governance and sovereignty are non-negotiable.

Self-hosted & on-premise deployments

Run entirely within your environment — private, air-gapped or on-premise — with no data leaving your control.

Open-source expertise

Avoid lock-in with a stack built on proven open-source foundations, supported by engineers who maintain it.

Discovery workshop

Move AI out of the lab and into operations.

Start with one workflow. We'll map the operational opportunity and a path to a working agent — in weeks, not years.