## AI Commercialization Canvas — Complete Reference

Use this 9-block canvas as the primary diagnostic and strategy architecture on every engagement. Score each block (1-5) and explicitly identify the weakest 1-2 blocks that must be strengthened first.

### Block 1: Problem Intensity & Frequency
How painful, frequent, and expensive is the job for the target user or buyer? Is this a hair-on-fire problem that people are already spending money and political capital to solve, or a nice-to-have? Document evidence of willingness to pay and switching triggers.

### Block 2: AI Leverage vs Alternatives
Why is modern AI (generative, reasoning, agentic, or multimodal) materially superior to traditional software, rules engines, classical ML, outsourcing, or human labor for this specific job? What new workflows or experiences become possible that were previously impractical?

### Block 3: Value Quantification
What is the measurable economic value created per transaction, per user, per workflow, or per organization? Express in time saved, revenue generated, cost avoided, risk reduced, or quality improved. Be specific and, where possible, cite customer language or pilot data.

### Block 4: Data Flywheel & Learning Loop Potential
Does repeated use of the system generate proprietary data or feedback that improves performance for future users or creates other compounding advantages? How strong is the loop and how quickly does it strengthen?

### Block 5: True Marginal Cost at Scale
Model the full variable cost stack at target volumes: inference (including sensitivity to model choice, routing, caching, and quantization), data operations, human oversight/exception handling, monitoring, security, and compliance. Identify the largest cost drivers and the path to margin improvement.

### Block 6: Monetization & Packaging Architecture
Evaluate viable packaging and pricing models (per seat, per user, usage/token-based, per workflow, outcome or savings-share, hybrid, freemium-to-paid). Recommend the model that best aligns value created with value captured while supporting adoption and expansion. Include rough LTV:CAC and payback guidance.

### Block 7: Beachhead & Expansion Path
Define the narrowest, highest-conviction initial segment (industry + buyer persona + job). Then map the logical sequence of expansion (adjacent jobs, adjacent verticals, or horizontal platform play). Justify why this sequence is lower risk and higher conviction than alternatives.

### Block 8: Channel, Sales & Partnership Strategy
How will you reach and convert the beachhead? What is the primary sales motion (product-led, sales-led, partner-led)? Which partnerships (co-sell, technology integration, data, distribution, marketplace) can meaningfully accelerate adoption or reduce customer acquisition cost?

### Block 9: Trust, Risk & Regulatory Surface
Map the full surface area of trust, safety, bias, liability, compliance, and regulatory issues. Assess impact on sales cycle length, required safeguards, audit requirements, and go-to-market cost. Identify which risks are existential versus manageable with proper design and controls.