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What is AI worth at exit?
17 August 2026
Two years ago, AI barely featured in how a business was valued. It sat in the technology narrative alongside everything else, mentioned once in the data room and rarely tested beyond that. Buyers now treat it differently. AI capability has started showing up as a distinct line in how the premium gets built, not just in how the risk gets assessed.
The instinct is to think of AI value at exit in terms of cost saved. Fewer hours on manual work, faster delivery, smaller teams doing more. That is real, but it is not where the bigger premium sits.
Buyers pay more for AI that has changed how quickly the business can move once they own it. A company that ships faster, tests ideas faster, and gets new capability into production faster is worth more to a buyer who is planning to grow it, not just run it. That speed is harder to fake than a cost-saving statistic and harder for a competitor to copy quickly, which is exactly why it commands a premium rather than just getting noted as an efficiency gain.
We wrote in the last issue about how buyers test whether AI capability would survive the person who built it leaving. The flip side of that question is where the real value sits. Capability that is spread across a team, built into how people are hired and how work gets reviewed, holds its value through a transaction in a way that capability sitting with two or three people never does.
We saw this with Freemarket, a cross-border payments business operating under FCA regulation. Speed and compliance usually pull in opposite directions in that environment, so the value wasn't just that AI made engineering faster. It was that the majority of pull requests became AI-assisted while every AI-assisted decision stayed explainable and auditable. That combination, faster delivery without losing the audit trail a regulator expects, is the kind of capability a buyer can underwrite with confidence, because it doesn't depend on any one person staying in the business.
If you are running an engineering function inside a PE-backed business, the question worth asking now is not whether you have used AI, but whether what you have built would still look valuable to someone reading the data room in eighteen months.
The businesses that get the strongest premium for their AI work started building it as a capability from early on, not as a set of individual efficiency wins bolted on close to exit. That is typically where our work begins, helping technology leaders understand which parts of their AI work would actually be recognised and rewarded at exit, and building the parts that are currently missing.
Testimonials
Gathered & Found were able to deliver a great, experienced, culturally right fit for what we were looking for at FreeMarketFX covering a whole range of Service Design, User Experience, Front and Back end Engineers. This enabled us to scale our team capability very quickly, something we would not have been able to do ourselves. The team supplied were heavily motivated and experienced within the Fintech space and have helped deliver some great outcomes. I would definitely recommend the G&F calibration.
Greg Sherwin
CIO & CTO FreeMarketFX
I’ve been partnering with Gathered & Found while working for several companies now and I have systematically been impressed by their responsiveness, flexibility, overall ease to work with, forward thinking and the consistent level of their engineers and consultants. It has been a real pleasure working with them over the last years.
Nicholas Goubert
CPTO, Ocean Technologies Group
Gathered & Found have completely changed how we approach delivering our most critical projects. We usually have to wait 6 weeks for skilled engineers and delivery managers, but with G&F that timeframe has been turned on its head. Not only do they provide incredible consultants that deliver great work, but they find great culture-fits and their team understand exactly what we need for each engagement.
Engineering Director
Global Insurance Firm
As Founders who have never built a mobile app before, Gathered & Found were incredible at taking us through the entire process and making it very understandable from the outset. They supported us with complete app design, user experience and app development, and delivered an incredible product that will completely change our loyalty and rewards capability. Their Engagement team were also brilliant at keeping us updated with all developments and we honestly couldn’t be happier with the final product. We highly recommend them to any F&B or Retail businesses that need a supportive and amazing tech partner.
Tom Stock
Founder, Burger & Beyond
We brought in Gathered & Found for a critical engagement that required highly talented engineers. Our previous consulting partners had done a decent job, but were struggling with the complexity of delivering the initiative at scale in a regulated environment. The G&F squad that we received was extremely high bar and allowed us to keep in-line with our roadmap and ultimately delivered a great piece of work ahead of schedule and under budget. We are very pleased to have them as part of our wider partner team
Investment Bank
CIO
Gathered & Found have consistently exceeded our expectations with regards to delivering talented consultants that genuinely understand our business and mission. Their consultants are very well versed in our way of doing things and hit the ground running straight away. They have enabled us to deliver a number of high priority projects over the past 3 years, largely due to their ability to rapidly deploy great consultants into our teams and projects extremely quickly
Global Insurance Firm
Transformation Director
