## [Three layers of AI capability for investment banks: which one are you actually missing?](https://dealengine.tech/resources/three-layers-of-ai-capability-for-investment-banks-which-one-are-you-actually-missing) Three layers of AI capability for investment banks: which one are you actually missing? Investment banks are investing h... Jo Goodwin [Read more](https://dealengine.tech/resources/three-layers-of-ai-capability-for-investment-banks-which-one-are-you-actually-missing) Three layers of AI capability for investment banks: which one are you actually missing? Investment banks are investing h... Jo Goodwin [Read more](https://dealengine.tech/resources/three-layers-of-ai-capability-for-investment-banks-which-one-are-you-actually-missing) ## [The case for the orchestration layer: why data alone isn't enough](https://dealengine.tech/resources/the-case-for-the-orchestration-layer-why-data-alone-isnt-enough) This is the third in a three-part series. Start from the beginning: Where does proprietary value live in a frontier AI w... Jo Goodwin [Read more](https://dealengine.tech/resources/the-case-for-the-orchestration-layer-why-data-alone-isnt-enough) ## [Why your deal team is the last line of defense against a broken system](https://dealengine.tech/resources/why-your-deal-team-is-the-last-line-of-defense-against-a-broken-system) This article expands on a LinkedIn post by Phil Westcott, CEO of Deal Engine. Jo Goodwin [Read more](https://dealengine.tech/resources/why-your-deal-team-is-the-last-line-of-defense-against-a-broken-system) ## [Why senior bankers get generic answers from AI (and how to fix it)](https://dealengine.tech/resources/why-senior-bankers-get-generic-answers-from-ai-and-how-to-fix-it) Most senior investment bankers are using AI. Not experimentally, not reluctantly. They are using it to draft, to reason ... Admin [Read more](https://dealengine.tech/resources/why-senior-bankers-get-generic-answers-from-ai-and-how-to-fix-it) ## [The case for the data layer: the part of AI most firms forget to build](https://dealengine.tech/resources/the-case-for-the-data-layer-the-part-of-ai-most-firms-forget-to-build) This is the second in a three-part series. Start here: Where does proprietary value live in a frontier AI world? Jo Goodwin [Read more](https://dealengine.tech/resources/the-case-for-the-data-layer-the-part-of-ai-most-firms-forget-to-build) ## [The intelligence warehouse: why the best M&A advice starts before the mandate](https://dealengine.tech/resources/the-intelligence-warehouse-why-the-best-ma-advice-starts-before-the-mandate) The best advisory relationships are built long before a mandate is signed. Partners who consistently win the most compet... Jo Goodwin [Read more](https://dealengine.tech/resources/the-intelligence-warehouse-why-the-best-ma-advice-starts-before-the-mandate) ## [Leading North American PE firm adopts Deal Engine for deal sourcing](https://dealengine.tech/resources/leading-north-american-pe-firm-adopts-deal-engine-for-deal-sourcing) Leading North American private equity firm with $12B+ in assets under management begins onboarding Deal Engine to suppor... Admin [Read more](https://dealengine.tech/resources/leading-north-american-pe-firm-adopts-deal-engine-for-deal-sourcing) .png) ## [Where does proprietary value live in a frontier AI world?](https://dealengine.tech/resources/where-does-proprietary-value-live-in-a-frontier-ai-world) Most firms have been focused on which AI tools to adopt, which data providers to subscribe to, and how quickly they can ... Jo Goodwin [Read more](https://dealengine.tech/resources/where-does-proprietary-value-live-in-a-frontier-ai-world) ## [Three questions investment banks should ask about their data](https://dealengine.tech/resources/three-questions-investment-banks-should-ask-about-their-data) Investment banking teams are experimenting with AI in growing numbers. The use cases are well understood: faster researc... Jo Goodwin [Read more](https://dealengine.tech/resources/three-questions-investment-banks-should-ask-about-their-data) ## [CEO Phil's interview with FinTecBuzz: “Data architecture is the real AI investment”](https://dealengine.tech/resources/interview-with-fintecbuzz-why-your-data-architecture-is-the-real-ai-investment) Read the full article on FinTecBuzz: FinTech Interview with Phil Westcott, Founder and CEO of Deal Engine There's no sho... Admin [Read more](https://dealengine.tech/resources/interview-with-fintecbuzz-why-your-data-architecture-is-the-real-ai-investment) ## [What good AI adoption actually looks like in private markets firms](https://dealengine.tech/resources/what-good-ai-adoption-actually-looks-like-in-private-markets-firms) Alex Bajdechi, VP of Sales, Deal Engine Alex Bajdechi [Read more](https://dealengine.tech/resources/what-good-ai-adoption-actually-looks-like-in-private-markets-firms) ## [What's new in Deal Engine: Q1 2026 product update](https://dealengine.tech/resources/whats-new-in-deal-engine-q1-2026-product-update) Chas Frederick, Product Manager, Deal Engine Chas Frederick [Read more](https://dealengine.tech/resources/whats-new-in-deal-engine-q1-2026-product-update)