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AI development services for high-stakes environments

When you're accountable for delivering results inside a regulated enterprise, speed to impact still matters. Lean Innovation Labs is an experienced agile development team that works within your compliance processes to deliver AI projects through to production.

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See measurable impact from your AI investment, fast.

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Trusted by teams operating in enterprise environments

boxed up
caci
capital one
fullcase
epropertyplus
stillwater insurance

Problems We Solve

Where AI initiatives break down

A.

Data security and compliance hurdles

AI initiatives stall during internal reviews when data handling and governance are not addressed early. Programs lose momentum when compliance requirements surface late in the process.

B.

Technical integration with existing systems

Enterprise environments rely on legacy platforms and interconnected tools. AI work must integrate cleanly with these systems to be usable in day-to-day operations.

C.

Gaps in team expertise

Many in-house dev teams lack experience delivering AI. Technical execution is often disconnected from business outcomes and program goals.

Our Services

AI development work

Lean Innovation Labs delivers custom AI development for organizations operating under regulatory and operational oversight.

Agentic AI development

Task-focused agents designed to support real operational workflows.

Enterprise AI systems integration

AI capabilities integrated with existing platforms, data pipelines, and internal tools.

Embedded assistants and internal copilots

Custom assistants built into applications your teams already use.

Workflow automation and operational analytics

Automation and decision support tied to measurable productivity improvements.

Document ingestion & data readiness for AI agents

Prepare and structure documents or illustrations as data sources for AI agent consumption and retrieval.

AI roadmap and accelerator engagements

Focused engagements that deliver working prototypes and a realistic production plan.

Technology Partnerships

Technology partnerships and platforms

Experience delivering AI systems across enterprise-grade platforms, including:

AWS
Microsoft Azure
Databricks
Google Cloud
OpenAI
Anthropic

How We Work

The Lean7 delivery methodology

A structured approach for delivering AI.

1

Define success criteria

Program goals and outcomes are established upfront.

2

Design for real workflows

Solutions are shaped around how work actually happens.

3

Account for compliance early

Security, privacy, and governance requirements are addressed from the start.

4

Integrate into existing systems

AI is embedded within current platforms and processes.

5

Evaluate in real conditions

Performance is measured using operational data.

6

Develop and deploy

Prototypes are prepared for production use.

7

Iterate based on results

Systems improve through real-world feedback.

Case Study

Enterprise AI delivered inside a live product

Fullcast

Lean Innovation Labs partnered with Fullcast to embed AI directly into a core enterprise platform, supporting sensitive planning workflows and strict access controls.

Read the Fullcast case study
"The Lean Innovation Labs team spent the time to understand our systems and requirements. That made it possible to bring AI into production without disrupting our customers."

— CTO, Fullcast

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Why Lean Innovation Labs?

Proven experience

3+ years focused exclusively on AI development, with over a decade building enterprise software.

Proven experience

Speed to execution

An agile external team that moves quickly, adapts to your environment, and drives projects through to completion.

Speed to execution

Focus on business impact

Teams prioritize AI work based on where it improves productivity and delivers meaningful ROI.

Focus on business impact

Open Source

Open source tools we share

We believe AI can improve how organizations operate when it is built responsibly and shared openly. Alongside client work, we develop and open source tools based on real project needs.

Industries We Serve

Regulated enterprise operations

Government and public sector programs
Insurance and risk-driven organizations
Financial services
Manufacturing and industrial operations

AI that makes it through review and into daily operations

Move beyond pilots and see real productivity gains inside your organization.

Schedule a Call

Talk through your environment and delivery goals

Use the calendar below to schedule time with the team. The conversation will focus on your systems, compliance requirements, and operational priorities.

FAQs

Frequently asked questions