--- title: Scaling AI in private markets — whitepaper | Deal Engine description: Learn how to effectively scale AI in private markets by transforming your architecture for lasting institutional intelligence and maximizing your team's productivity. image: https://dealengine.tech/hubfs/raw_assets/140/public/@projects/dealengine-theme/theme/assets/favicon/social-share.png --- [![logo-blue-white](https://dealengine.tech/hubfs/Website%20%5B2025%5D/Logo/logo-blue-white.svg)](https://dealengine.tech/?hsLang=en) - [Product overview](https://dealengine.tech/product?hsLang=en) - [For tech leaders](https://dealengine.tech/for-tech-leaders?hsLang=en) - [For deal teams](https://dealengine.tech/for-deal-teams?hsLang=en) - [Investment Banks](https://dealengine.tech/investment-banks?hsLang=en) [Book a demo](https://dealengine.tech/book-a-demo?hsLang=en) [![logo-blue-white](https://dealengine.tech/hubfs/Website%20%5B2025%5D/Logo/logo-blue-white.svg)](https://dealengine.tech/?hsLang=en) - [Product overview](https://dealengine.tech/product?hsLang=en) - [For tech leaders](https://dealengine.tech/for-tech-leaders?hsLang=en) - [For deal teams](https://dealengine.tech/for-deal-teams?hsLang=en) - [Investment Banks](https://dealengine.tech/investment-banks?hsLang=en) [Book a demo](https://dealengine.tech/book-a-demo?hsLang=en) # Whitepaper: How to scale AI in private markets Getting AI to work in a session is easy. Getting it to compound across a team, a firm, and a year is the hard part; and it starts with fixing what sits behind the model. ![Scaling AI in private markets 2026 Landing page image](https://dealengine.tech/hubfs/Scaling%20AI%20in%20private%20markets%202026%20Landing%20page%20image.png) AI is changing how deal teams work. Most firms have adopted a model, connected a few tools, and seen early productivity gains. The challenge now is different: how do you move from individual output to institutional intelligence? How do you make sure the work your team does today is available to the whole firm tomorrow, and that you are not paying a frontier model to start from scratch every time someone opens Claude? This whitepaper explains why scaling AI in private markets is not a tooling problem. It is an architecture problem. And it sets out what the right architecture looks like. ## In this guide, you’ll learn: ### Why most firms stall at piloting Nearly half of PE firms are in the integrating stage of AI adoption. Very few are scaling. The reason is rarely the model — it is the absence of a structured layer to capture, store, and reuse what the model produces. ### The hidden cost of unstructured AI Without an intelligence warehouse, every session starts from scratch. The same research is run again and again, by different analysts, at full frontier model cost. We show what this looks like in practice — with real numbers from a live workflow. ### The three-layer operating model A scalable AI setup requires three things working together: a consistent interface, clean data, and a memory layer that captures outputs and connects insights over time. This whitepaper explains what each layer does and what breaks when one is missing. ### The right model for each task Not every workflow needs Claude. Routine screening, data mapping, and structured extraction can run on cheaper models at a fraction of the cost. A well-designed system routes each task to the right model — reducing spend without sacrificing output quality. ### Where Deal Engine fits Deal Engine sits behind the model as the intelligence warehouse: the single, governed layer connecting Claude and other frontier LLMs to all internal and external data sources. One MCP call. Every output captured. Every insight reusable. ![Tab Scaling Graphic](https://dealengine.tech/hubfs/Tab%20Scaling%20Graphic.png) ![Tab Scaling Graphic](https://dealengine.tech/hubfs/Tab%20Scaling%20Graphic.png) ![Tab Scaling Graphic](https://dealengine.tech/hubfs/Tab%20Scaling%20Graphic.png) ![Tab Scaling Graphic](https://dealengine.tech/hubfs/Tab%20Scaling%20Graphic.png) ![Tab Scaling Graphic](https://dealengine.tech/hubfs/Tab%20Scaling%20Graphic.png) ### *"Without a layer to capture and structure outputs, you are not building intelligence. You are just generating answers."*   **Martin Pomeroy, co-founder and CPO, Deal Engine** **Who this is for** For deal partners and investment teams: understand why your AI spend is growing faster than the value you are getting from it, and what a better-architected system looks like in practice. For CTOs and heads of data: a clear framework for moving beyond ad hoc AI usage to a governed, cost-controlled operating model built on a proprietary intelligence warehouse. # A clear and bold heading A more subdued subheading # Our Clients ![Silversmith](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Silversmith.png)![Ampersand](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Ampersand.svg)![Vitruvian](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Vitruvian.svg)![Bowmark](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Bowmark.svg)![Cavendish](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Cavendish.png)![Bregal Sagemount](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Bregal-Sagemount.png)![Beech Tree](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Beech-Tree.png)![Astorg](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Astorg.png)![Bridgepoint](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Bridgepoint.svg) ![Silversmith](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Silversmith.png)![Ampersand](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Ampersand.svg)![Vitruvian](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Vitruvian.svg)![Bowmark](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Bowmark.svg)![Cavendish](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Cavendish.png)![Bregal Sagemount](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Bregal-Sagemount.png)![Beech Tree](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Beech-Tree.png)![Astorg](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Astorg.png)![Bridgepoint](https://dealengine.tech/hubfs/raw_assets/121/public/@projects/dealengine-theme/theme/assets/client-logos/Bridgepoint.svg) ## Be first to every deal. ## See Deal Engine in action. 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