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Pricing and Packaging AI Products

Illustrated cover for the course “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

  1. 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.
  2. 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.
  3. 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.
  4. 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.
  5. Level 5: Preventing Bill Shock
    Design caps, alerts, budgets and overage rules so usage-based bills stay predictable for customers who need to budget.
  6. 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.
  7. Level 7: Designing a Hybrid Pricing Model
    Combine a platform fee, seats, included usage and outcome or overage charges into one coherent hybrid model.
  8. 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.
  9. Level 9: Protecting Margin: Routing and Caching
    Use model routing, caching, prompt optimisation and usage limits to cut cost per task without hurting quality.
  10. Level 10: Packaging Tiers
    Design good-better-best tiers that separate customer segments by needs, not by arbitrary feature gating.
  11. 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.
  12. Level 12: Free Plans, Trials and Reverse Trials
    Compare free plans, time-limited trials and reverse trials when every free task costs money.
  13. Level 13: Willingness-to-Pay Research
    Test price points with Van Westendorp surveys and structured customer conversations, and read the results carefully.
  14. Level 14: Enterprise Pricing, Pilots and Procurement
    Structure enterprise deals, paid pilots with success criteria, and the procurement steps larger legal buyers require.
  15. Level 15: Discounting Discipline
    Set discounting rules, including approval levels, give-gets and floor prices, so discounts do not erode margin or price integrity.
  16. Level 16: Changing Prices and Grandfathering
    Plan price increases, decreases and structural changes, with a fair grandfathering and migration policy for existing customers.
  17. 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.
  18. 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.
  19. 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.

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