Episode · 2026-03-19
World Premiere: Prophit Engine
World Premiere: Prophit Engine | Andromeda is Awesome | Taylor Holiday, Barry Hott, Danil Saliukov
Rundown
Chris Hall and Colin host the world premiere of Common Thread Collective's Prophit Engine, with Taylor Holiday and Danil Saliukov explaining how an AI and semantic-data layer is reshaping the media buyer's job and the 10% OPEX era. Barry Hott then joins to talk through the Meta/Andromeda outage fallout, his 'ugly ads' origin story, a tool he built to catch unnoticed website changes, and why founder-led creative wins.
Takes from this episode
Prophit Engine inserts an AI layer on top of an enriched, forecasting-capable data set (including call transcripts and Slack messages) so that queries and decisions can be deployed through a human rather than requiring a media buyer to manually check every account.
now everyone it is intuitive to this idea that you can insert an AI layer on top of that data, query and interact with it, and deploy it through a human
A marketer can be excellent at messaging, creative, and retention while still having a real personal weakness in interpreting data and organizational context, which is exactly the gap an AI semantic layer is built to fill.
I was very aware of my weaknesses... my weaknesses come in the very things that they're describing with the semantic layer and interpreting data
Physical store visits should be designed as social, entertainment-driven experiences (not just transactions) because that's what Gen Z wants and it ultimately feeds online sales.
They want retail experience as entertainment. They don't just want to shop online. They want to go and have that entertainment social connection experience.
Most unexplained ad-performance swings that get blamed on 'the algorithm' are actually undetected website changes, which is why monitoring site changes matters as much as monitoring the ad platform.
it's something you know, and meanwhile it's almost always a website change that just someone didn't know happened
Founder-led ads are close to a universal winner that almost every brand should test, because founders can speak with an authenticity about their product that no one else can replicate.
there are few people on the planet who can speak as passionately and relatedly about your product than you
Meta's Andromeda algorithm change is forcing brands to abandon iterative ad variations in favor of truly distinct creative angles, which is ultimately good for advertisers because it forces better creative diversity.
creative is more important than ever and we can't just do iterations of ads. We need to have completely different angles, complete be truly creative diverse