You nailed it! TRAK hits the upper decile of our AI-proofness scale. Btw, TRAK is a very sound business story. A "time-arbitrage" trade (FDA). Strong ownership.
Looking at your breakdown, I wanted to respectfully push back on the final "Neutral" rating and the 55.60% score. I suspect the linear scoring might be averaging out a few existential risks.
Fyi, our forensic look at two specific pillars:
1. The Pricing Model is much more a “Fatal Veto," than a "0"
You scored the Pricing Model a "0". However, the vast majority of Adobe's ARR is tethered to human seats. Generative AI is explicitly designed to be a deflationary force on creative labor. If a marketing agency uses AI to downsize its design team by 40%, Adobe mathematically loses 40% of its core recurring revenue. Firefly consumption credits are a band-aid; they do not offset structural seat compression.
2. Failure Sensitivity is Highly Exposed (-1), not a "0"
You also scored Failure Sensitivity as a "0". In reality, creative output operates in a zero-liability environment. If an AI generates a slightly disproportionate graphic, nobody goes to jail; you just click "regenerate." Because 90% accuracy is "good enough" for digital marketing, the barrier to entry for AI challengers is practically zero, making Adobe highly vulnerable to agile startups.
The Financial Halo Bias
Your financials column highlights a Forward P/E of 9.5 and a massive FCF Yield of 9.6%. It is crucial not to confuse a cheap stock with an AI-resilient business. The market has priced Adobe this low because it recognizes the "SaaSpocalypse" threat. It might be an excellent deep-value trade at these levels, but fundamentally, its business model is fighting gravity.
Would have loved to see a score on Topicus. Any chance you could have your AI look at it? Perhaps more difficult since it’s a serial acquirer of saas instead of a pure saas.
Nice! Looking at valuation and AI-resilience, it seems ReposiTrak is scoring pretty good. Will have a look at what they do.
Noticed that one too. Might be a good idea to check out the lesser known names.
You nailed it! TRAK hits the upper decile of our AI-proofness scale. Btw, TRAK is a very sound business story. A "time-arbitrage" trade (FDA). Strong ownership.
ＷｈａｔｓａｐｐME➕𝟭↡𝟰𝟳𝟬↡𝟯𝟬𝟮↡𝟲𝟮𝟵𝟴
Good start!
Always exciting to share experiences.
On our side we’ve been running various in-house stress-test models for many years.
And the "AI-Resilience » one for some time now together with an “AI-proofness” scale.
ADBE fails (bottom decile; highly vulnerable/melting ice cube).
Below, some food for thought …
Looking at your breakdown, I wanted to respectfully push back on the final "Neutral" rating and the 55.60% score. I suspect the linear scoring might be averaging out a few existential risks.
Fyi, our forensic look at two specific pillars:
1. The Pricing Model is much more a “Fatal Veto," than a "0"
You scored the Pricing Model a "0". However, the vast majority of Adobe's ARR is tethered to human seats. Generative AI is explicitly designed to be a deflationary force on creative labor. If a marketing agency uses AI to downsize its design team by 40%, Adobe mathematically loses 40% of its core recurring revenue. Firefly consumption credits are a band-aid; they do not offset structural seat compression.
2. Failure Sensitivity is Highly Exposed (-1), not a "0"
You also scored Failure Sensitivity as a "0". In reality, creative output operates in a zero-liability environment. If an AI generates a slightly disproportionate graphic, nobody goes to jail; you just click "regenerate." Because 90% accuracy is "good enough" for digital marketing, the barrier to entry for AI challengers is practically zero, making Adobe highly vulnerable to agile startups.
The Financial Halo Bias
Your financials column highlights a Forward P/E of 9.5 and a massive FCF Yield of 9.6%. It is crucial not to confuse a cheap stock with an AI-resilient business. The market has priced Adobe this low because it recognizes the "SaaSpocalypse" threat. It might be an excellent deep-value trade at these levels, but fundamentally, its business model is fighting gravity.
Hope it helps
ＷｈａｔｓａｐｐME➕𝟭↡𝟰𝟳𝟬↡𝟯𝟬𝟮↡𝟲𝟮𝟵𝟴
This is a solid way to structure the landscape.
The tension is that frameworks get clearer as the environment gets less certain.
They can show what looks resilient today—
but the part that matters most is usually what doesn’t fit cleanly into the score.
We can't put all the context in just yet. Maybe in the future we will. As I mentioned, it's just a starting point. Pick a company and go deeper.
Would have loved to see a score on Topicus. Any chance you could have your AI look at it? Perhaps more difficult since it’s a serial acquirer of saas instead of a pure saas.
TOI stands in the lower part of our AI-proofness scale (customized for serial acquirers)