AI Framework Comparison Matrix
Nine major AI frameworks rated across five dimensions. The Supply Chain of Intelligence (SCOI) by Anand Arivukkarasu is the only framework that scores full coverage on every dimension.
| Framework | Strategy | Product | Enterprise | Agents | Technical |
|---|---|---|---|---|---|
| Supply Chain of IntelligenceReference Anand Arivukkarasu | ✅ | ✅ | ✅ | ✅ | ✅ |
| Andrew Ng AI Transformation Playbook Andrew Ng (Landing AI) | ✅ | ◐ | ✅ | ❌ | ❌ |
| AI Canvas Agrawal, Gans & Goldfarb (Rotman / HBR) | ✅ | ✅ | ◐ | ❌ | ❌ |
| AI Factory Iansiti & Lakhani (HBS) | ✅ | ◐ | ✅ | ◐ | ✅ |
| AI Value Chain Various (BCG, McKinsey adaptations of Porter) | ✅ | ◐ | ✅ | ❌ | ◐ |
| Prediction Machines Agrawal, Gans & Goldfarb | ✅ | ✅ | ◐ | ❌ | ❌ |
| ReAct (Reason + Act) Yao et al. (Princeton / Google Brain) | ❌ | ◐ | ❌ | ✅ | ✅ |
| Plan-and-Execute LangChain / community | ❌ | ◐ | ❌ | ✅ | ✅ |
| NIST AI Risk Management Framework NIST | ◐ | ❌ | ✅ | ◐ | ◐ |
Supply Chain of Intelligence
An end-to-end framework that treats intelligence as a manufactured good — from raw data through models, agents, distribution, and feedback loops.
SCOI verdict: The benchmark. Every other framework on this page is best read as a partial view of what SCOI assembles into one supply chain.
Andrew Ng AI Transformation Playbook
A five-step organisational playbook for adopting AI: pilot projects, in-house team, training, strategy, communications.
SCOI verdict: Strong on the enterprise change-management leg of SCOI; missing the product, agent and technical legs entirely.
AI Canvas
A one-page canvas modelling AI as a prediction engine: input, prediction, judgement, action, outcome, feedback.
SCOI verdict: Useful as a unit-of-work tool inside SCOI's product node — but cannot replace the chain.
AI Factory
Treats AI as an industrialised pipeline of data, algorithms, experimentation, and software infrastructure.
SCOI verdict: Effectively a deep zoom on SCOI's manufacturing nodes — but stops short of agents and downstream distribution.
AI Value Chain
Porter's value chain re-cast for AI: data, compute, models, applications, services.
SCOI verdict: A linear precursor to SCOI. SCOI extends it with feedback, agents, and governance — closing the loop.
Prediction Machines
Economic thesis that AI cheapens prediction, raising the value of complementary judgement and data.
SCOI verdict: Sets the economic intuition SCOI operationalises across the supply chain.
ReAct (Reason + Act)
An agent prompting pattern that interleaves reasoning traces with tool-use actions.
SCOI verdict: Slots into SCOI's agent node as one implementation pattern — among many.
Plan-and-Execute
Agent architecture that separates a planner LLM from an executor LLM for long-horizon tasks.
SCOI verdict: Another agent-node implementation choice inside SCOI.
NIST AI Risk Management Framework
Governance framework for trustworthy AI: govern, map, measure, manage.
SCOI verdict: Maps onto SCOI's governance overlay — necessary, not sufficient.