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AI and data value creation

Turn data into operating leverage

OneLoop helps companies modernize their data and build custom AI systems that improve margins, reporting and scalability.

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Data, AI and value in one continuous loop Three points on a circular loop represent data, AI and business value. DATA AI VALUE ONE LOOP

Our approach

Understand, test, then decide

A focused pilot turns an opportunity into evidence. From there, the right answer may be to build, prepare the data first, or stop.

Understand, test, then decide The process moves from understanding the opportunity to a focused pilot, followed by a decision to build and repeat, prepare the data first, or stop. 01 UNDERSTAND 02 TEST PILOT 03 DECIDE BUILD & REPEAT CLOSE THE LOOP PREPARE DATA GROUNDWORK FIRST NOT YET STOP AND REASSESS
01

Understand

Clarify the business outcome, workflow, available data and practical constraints before choosing a solution.

02

Test

Run a focused pilot with one use case and a clear measure, so the evidence is visible before scaling.

03

Decide

Build and repeat what works, prepare the data first, or stop when the economics do not support it.

Use cases

From AI-ready data to working AI systems

Two connected capabilities: first make portfolio data usable, then put it to work in the workflows that affect performance.

01Data foundation

Portfolio data modernization for AI

We turn fragmented ERP, spreadsheet and process data into a structured, AI-ready foundation—standardizing schemas, mapping relationships and adding the context AI agents need to work reliably.

  • Faster board reporting
  • Cleaner diligence
  • Exit-ready data
From fragmented systems to an AI-ready data foundationERP systems, spreadsheets and undocumented processes feed into a semantic data layer, creating a foundation ready for AI.LEGACY ERPSPREADSHEETSPROCESSESSEMANTIC LAYERAI-READY
02Value creation

Custom AI solutions for portfolio companies

We build AI into the workflows that move EBITDA—from finance and operations automation to copilots and back-office agents—then reuse the playbook across add-on acquisitions.

  • Lower operating cost
  • Scalable workflows
  • Stronger exit story
Custom AI systems turn business workflows into measurable valueFinance, operations, sales and support workflows connect to a custom AI system, improving margins and creating a repeatable playbook.FINANCEOPERATIONSCUSTOM AI SYSTEMMARGINSCALE

Ways to work together

Start at the point your business needs

Begin with a contained assessment or pilot, then move into implementation and broader reuse when the value is clear.

01
A useful starting point

Data readiness assessment

Map critical systems, data quality and reporting flows, then define the practical path to an AI-ready data foundation.

Assess the foundation
02

AI workflow pilot

Build and test one high-value workflow against a clear operational or financial measure before scaling further.

Prove one use case
03

Production implementation

Integrate successful AI systems into day-to-day operations with the ownership, controls and monitoring they need.

Embed what works
04

Scale and rollout

Adapt proven foundations and workflows across teams, business units and acquisitions using a shared playbook.

Repeat and scale

Who we are

A small team that stays close to the work

We combine business judgement with AI and data-engineering depth, working alongside the people who know the company best—from framing the opportunity through implementation.

Start a conversation

Where could AI create value in your business?

Bring us a difficult workflow or a fragmented data estate. We will help identify a practical starting point.

Explore an opportunity

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