Is your product a moat, a workflow, or a wrapper a platform will absorb? The Supply Chain of Intelligence™ scores every AI product across 10 layers and 50 sublayers — from compute and data to workflows, surfaces, and memory — and tells you where value actually accrues.
The Supply Chain of Intelligence™ — the 10 layers of the generative AI stack.
Claude owns L2 and is reaching into L5/L6/L7 — gravity at work. Apollo thins to a data + connector play as Claude becomes the marketer's command center. Most of martech gets swallowed by the juggernaut.
— Start Here · 60-second read
The framework in five beats.
For founders, product leaders, PE partners, and board members deciding whether an AI product is a moat or a wrapper.
Score each area 1–5 (1 = exposed, 5 = owned). Total it. The band tells you whether your product is a wrapper, a workflow, or a platform candidate. Built for product leaders preparing a strategy review and for investors auditing a SaaS portfolio.
01
Model dependencyL2
Could a better GPT/Claude/Gemini release replace your core value?
02
Data ownershipL1b
Do you create or own proprietary context that competitors can't access?
03
Workflow depthL5 / L6
Are you embedded in a daily or high-stakes workflow users can't easily exit?
04
Trust gateL3
Do users rely on you for verification, compliance, quality, or approval?
05
DistributionL4 / L7c
Do you own a channel, community, brand, or enterprise relationship?
06
MemoryL8
Does the product become smarter or more useful with usage history?
07
Switching costL8d
Would leaving you destroy useful state, process, or institutional knowledge?
08
Platform exposureL2 / L7
Could a major platform (OpenAI, Google, Microsoft, Salesforce) bundle this for free?
← Score yourself out of 40
8–16Thin WrapperGeneric model + thin UI. The platform will absorb you.
17–24Useful Tool, Weak MoatReal utility, but no structural protection. Time-bound.
25–30Workflow ProductEmbedded in a workflow. Survivable, but watch the platforms.
31–36Defensible AI SystemOwns multiple layers. The chain is yours, not rented.
37–40Intelligence GatePlatform candidate. You are the bottleneck others must cross.
Use it as a one-page scorecard in your next strategy review or investment memo.
JTBD tells you the length of the customer need. The 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.
BL
Bill Leece
AI Product Leader, ex-Google · Indeed (AI Agents & Evals)
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.
RM
Ruth Morales Zimmerman
Investor · Venture & Private Markets Commentator
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.
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.
AS
Anne Schoofs
Chief Growth Officer · Intelagen (Google Cloud Agentic AI partner)
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.
IL
Ilmo Lounasmaa
Co-Founder & CEO · Softlandia
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.
KL
Khrystyna Layman
Founder · Knowz (Berkeley SkyDeck)
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.
EZ
Eric Zitaner
Director of Product Management · Salary.com
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.
BW
Brian Weiss
Product Leader · AI
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.
DM
David Morales Weaver
Co-Founder & CEO · LLM Recommend
L1b + L7 + L8
I have run revenue ops at three category-defining SaaS companies. The 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.
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.
JT
Jaakko Timonen
Co-Founder & CEO · GitHits (ex-Softlandia CCO)
L1b + L5
The boards I advise keep asking the same question: 'are we an AI company or are we a company that uses AI?' The Supply Chain of Intelligence finally lets a CEO answer that with a layer number instead of a hand-wave.
SW
Sandra Willman
Partner · GKS Partners
Filter
— The audit, applied — three worked verdicts
One audit. Three different verdicts. No hand-waving.
The 8-question Defensibility Audit applied to three companies that look adjacent but sit on completely different structural ground. Same scoring rubric — radically different futures. Click any card for the full case study.
Same 8 questions. Same 1–5 scale. The framework earns its complexity by producing non-obvious verdicts — Glean isn't an obvious fortress, Jasper isn't an obvious wrapper until you score it.