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Pricing and Packaging AI Products

Price an AI product where every task costs real money. Working on one case, an AI assistant for small law firms, you will choose a value metric, model your cost per task and gross margin, design tiers and trials, test willingness to pay, structure enterprise deals, and change and explain prices with
Capable · 19 levels · 2 free · Created Oct 2026 · Professionally curated by levelupwith.com
What's inside
- Level 1: Why AI Changes Pricing: The Law-Firm CaseFree
Set up the running case, an AI assistant for small law firms, and its spreadsheet model, then see how a real cost per task, falling model prices and value per outcome make AI pricing different from traditional SaaS pricing. - Level 2: Finding the Value MetricFree
Learn to pick the unit you charge for so that price rises with the value customers get and with your cost to serve. - Level 3: Seat Pricing and Why AI Erodes It
See how per-seat pricing works and why AI breaks it: one seat can do the work of several people, and heavy users can cost more to serve than they pay. - Level 4: Usage and Credit Pricing
Compare pure usage pricing with prepaid credit systems, including how to set credit conversion rates for tasks with different costs. - Level 5: Preventing Bill Shock
Design caps, alerts, budgets and overage rules so usage-based bills stay predictable for customers who need to budget. - Level 6: Outcome Pricing and Measuring Outcomes
Learn when success-based pricing works, how to define a billable outcome, and how to measure and audit it so neither side disputes the bill. - Level 7: Designing a Hybrid Pricing Model
Combine a platform fee, seats, included usage and outcome or overage charges into one coherent hybrid model. - Level 8: Cost per Task and Gross Margin by Plan
Calculate fully loaded cost per task and gross margin for each plan, including inference, retrieval, hosting and support costs. - Level 9: Protecting Margin: Routing and Caching
Use model routing, caching, prompt optimisation and usage limits to cut cost per task without hurting quality. - Level 10: Packaging Tiers
Design good-better-best tiers that separate customer segments by needs, not by arbitrary feature gating. - Level 11: Add-Ons and Fair-Use Limits
Decide which capabilities become paid add-ons, and write fair-use limits that protect margin without punishing normal users. - Level 12: Free Plans, Trials and Reverse Trials
Compare free plans, time-limited trials and reverse trials when every free task costs money. - Level 13: Willingness-to-Pay Research
Test price points with Van Westendorp surveys and structured customer conversations, and read the results carefully. - Level 14: Enterprise Pricing, Pilots and Procurement
Structure enterprise deals, paid pilots with success criteria, and the procurement steps larger legal buyers require. - Level 15: Discounting Discipline
Set discounting rules, including approval levels, give-gets and floor prices, so discounts do not erode margin or price integrity. - Level 16: Changing Prices and Grandfathering
Plan price increases, decreases and structural changes, with a fair grandfathering and migration policy for existing customers. - Level 17: Communicating Price Clearly and Honestly
Present pricing on the pricing page, in quotes and in change notices so customers understand what they will pay and why. - Level 18: Public AI Pricing Examples and Review Checklist
Study dated public pricing examples from AI companies as illustrations, not templates, and apply a structured pricing review checklist. - Level 19: Final Challenge: Reprice the Law-Firm Assistant Exam
Bring the whole course together by repricing the law-firm assistant from start to finish and defending each decision with the spreadsheet model.
Access
The first 2 levels are free with a free account. Every level, the podcast edition and the AI tutor come with All Access at £4.99/month or any Creator plan — see pricing.