Peer Review · Voices

    Operators on the framework.

    Supply Chain of Intelligence™ has been pressure-tested in 1:1 strategy sessions, a 25-person product leadership workshop, and dozens of conversations with founders, PMs, and investors across FinTech, Healthtech, Legal, Media, GovTech, and AI infrastructure. Several venture partners have described it as “a macroeconomic, industry-defining model” once they see the Applications view and the vertical maps side by side. These are their reactions.

    Each person below has given permission to be listed. If you see your name and want to edit, remove, or sharpen your quote, email Anand.

    Most 'AI frameworks' are taxonomies. This one is absolutely designed to be a macroeconomic, industry-defining model. Once you see the Applications view, the vertical maps, and the Cube together, it stops feeling like a stack diagram and starts feeling like a way to price an entire industry.
    Partner, Multi-Stage Venture Fund
    Investment Partner (attribution withheld) · Venture
    Macro lens
    JTBD tells you the length of the customer need. Supply Chain of Intelligence tells you the depth of the answer, how many layers you have to own to deliver it durably. 'Trust the output' is one job; you can answer it shallow with a verifier widget, or deep with an L3 gatekeeping layer baked in. The framework finally gave me a vocabulary for that trade-off.
    Bill Leece
    AI Product Leader, ex-Google · Indeed (AI Agents & Evals) · Product Leadership
    JTBD × Chain
    I have sat through a hundred 'AI strategy' decks. This is the first one that told me which layer a product was actually on, and which layer it had to move to before the model layer ate it. The diagnostic is brutal in a useful way.
    Ruth Morales Zimmerman
    Investor · Venture & Private Markets Commentator · Venture
    Filter
    We were calling ourselves an 'AI platform' and the framework made us see we were a thin L7 surface on top of someone else's L2. We rewrote the roadmap inside a week to compound on L1b proprietary data instead. The language travels, engineering and GTM both speak it.
    Carmen Insignares Newell
    Product Leader · ex-Apple, ex-Amazon Alexa · CEO, Stackforce · Consumer + Enterprise SaaS
    L7 → L1b
    Working on AI and ads inside a platform company, you feel the layer compression in real time, what was an app last quarter is a feature this quarter. The 10-layer map is the first framework that names that dynamic instead of describing it after the fact.
    Mahek Hooda
    Senior Product Manager · AI & Ads · Meta (ex-Microsoft) · Consumer AI / Ads
    L7 → L4
    Trust and safety in AI products is L3 work that the industry keeps trying to bolt onto L2 or L5. The framework is the cleanest articulation I have seen of why gatekeeping has to be its own layer, with its own owners and its own metrics. I am sending it to my team.
    Ratnaditya Jonnalagadda
    AI Product Leader · Trust & Safety · Microsoft · Enterprise AI · Trust & Safety
    L3
    The 'wrappers become features' line should be tattooed on every CMO budgeting AI spend right now. We re-scoped two GTM motions after applying Law I, both were heading straight into the next Copilot release.
    Anne Schoofs
    Chief Growth Officer · Intelagen (Google Cloud Agentic AI partner) · Enterprise AI / GTM
    L7
    What I appreciate is that the framework does not pretend AI changed the laws of business. It just renamed the layers. Bottlenecks still win. Distribution still wins. It gives you a map to find where the bottleneck moved.
    Ilmo Lounasmaa
    Co-Founder & CEO · Softlandia · AI / Industrial Software · Europe
    L3 + L4
    Founders finally have a vocabulary for why a 'slow' moat is actually the moat. L3 Gatekeeping and L8 Memory are the layers a generic chatbot will never reach, and now I can explain that to a board in one slide.
    Khrystyna Layman
    Founder · Knowz (Berkeley SkyDeck) · AI Search / Consumer
    L3 + L8
    I now use the 10-layer map as a filter on every roadmap conversation. If the team cannot name the two layers we own and the one layer we are vulnerable on, we are not ready to ship. It has killed two ideas that looked like rocketships.
    Eric Zitaner
    Director of Product Management · Salary.com · B2B Data / HR Tech
    Filter
    The Defensible Triangle, L1b + L5 + L8, is the clearest articulation I have seen of why some AI products will compound and most will not. We rewrote our own positioning around it.
    Brian Weiss
    Product Leader · AI · AI / Developer Tools
    L1b + L5 + L8
    We are building an AI visibility engine, which is exactly the L7 surface layer the framework warns will compress. The 10-layer map forced us to ask which L1b data and L8 memory we own that the model layer cannot replicate. That question reshaped the roadmap.
    David Morales Weaver
    Co-Founder & CEO · LLM Recommend · MarTech / AI Visibility
    L1b + L7 + L8
    I have run revenue ops at three category-defining SaaS companies. Supply Chain of Intelligence is the first framework that gives marketing leaders a way to talk to engineering about where the moat actually lives, not 'AI features' but layer ownership. Law I alone will save CMOs from a lot of wasted budget.
    Gopal Krishnan
    Fractional CMO · ex-Gusto, Mailchimp, Twilio · LLM Recommend · B2B SaaS Marketing
    L4 + L7
    Code examples for coding agents is an L1b play dressed up as a developer tool, and the framework is what made that clear to me. The 10 layers gave us a vocabulary to explain to investors why proprietary corpus is the wedge, not the model.
    Jaakko Timonen
    Co-Founder & CEO · GitHits (ex-Softlandia CCO) · AI Dev Tools · Europe
    L1b + L5
    The boards I advise keep asking the same question: 'are we an AI company or are we a company that uses AI?' Supply Chain of Intelligence finally lets a CEO answer that with a layer number instead of a hand-wave.
    Sandra Willman
    Partner · GKS Partners · Executive Advisory
    Filter
    Platform PMs live at the seam between L4 distribution and L5 execution, and most AI strategy decks pretend that seam does not exist. The 10-layer map gives me a way to tell partners exactly which layer we are opening up and which one stays ours.
    Siddhartha Roy
    Senior Technical PM · Meta · Platform / API Products
    L4 + L5

    Cited By · Independent Writers

    Writers picking up the framework on their own.

    Posts and essays by people who independently discovered the framework and wrote about it on their own surfaces. Not commissioned, not paid, not co-authored. If you have written about the 10 layers and want to be listed here, email Anand.

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