AI-generated code isn’t what slows down a SaaS acquisition.
“We don’t really know” is.
Every SaaS has tech debt. Acquirers price risk all the time.
Uncertainty is much harder to price.
Before you sell: document the architecture, know your dependencies, and log where AI code was used and reviewed.
Tim Schumacher on how AI-built startups are changing tech M&A, in AITech Edition 👇
aitechedition.com/opinion/ho…
Female founders exit faster than average: 7.2 years vs 8.1.
They still walk away with less.
For every $1M a female founder gets at exit, a male founder gets about $1.5M for a similar business.
🤖 Made with AI
Where the gap comes from, and what acquirers can actually change: saas.group/blog/the-saas-exi…
Most people building with AI today are tenants in someone else's ecosystem 🏚
Devansh's argument: you can't hand everyone a GPU cluster, but you can hand them the math. Open research plus consumer hardware is enough to build something real.
New saas.unbound episode 🎙
YouTube - youtu.be/VJobPBDAlwA?si=rY69…
Spotify - open.spotify.com/episode/5KH…
Clean code. Clean books. And a growth engine that stops working three months after close.
Financial diligence shows you where a business has been. Marketing diligence shows you where the revenue is actually going.
Tim Heicks wrote up how we run growth due diligence. What we unpack in New MRR, how we stress-test each channel, and where the upside usually hides.
advertisingweek.com/aw360/th…
"We've seen an equal or bigger transformation in how we go to market than how we develop product."
That one stuck with us. Pete Hunt @ Dagster Labs, on the new saas.unbound 🎙
Check out the full episode 👇
YouTube - youtu.be/BxbvHCtqu0o?si=XaEn…
Spotify - open.spotify.com/episode/75Q…
Built a whole playlist of solo founder interviews ▶️ 21 episodes, all bootstrapped, all going it alone.
Worth a watch if you're building solo or just curious how others do it.
🎧 youtube.com/playlist?list=PL…
Training an AI agent is painful. Nobody says it out loud. 😅
Guillaume Ang @ Psyke doesn't rely on one reviewer. He splits the work: a creator, and a verifier with no stake in it. 🔍
youtu.be/gAftpGmi4Ng?si=EdRI…
"Which is the best model for this task at this price?"
Our co-founder Tim Schumacher on why enterprise AI is shifting from smartest model to best-fit model. SaaS providers that stay model-agnostic win.
itbrief.co.uk/story/finance-…
AI-related risk in your codebase can cut your valuation multiple by 15 to 30%.
Not because the code is bad.
Because nobody can explain where the risk is.
"We don't really know" is the most expensive answer in diligence.
It means the founder can't point to where the risk is.
saas.group/blog/you-vibe-cod…
Most SEO budgets are optimised for a search landscape that no longer exists.
AI answers now sit between you and your buyers. The ROI math has to change with it.
Tim Schumacher breaks down the data-driven way to think about SEO ROI in this new environment.
New guest piece on TalkCMO - talkcmo.com/guest-author/dat…


