How should I price my AI product or service?
Price on the value you deliver, not your costs. For services, anchor to the outcome (time saved, revenue gained) and use tiered packages so buyers self-select. For products, the common AI models are usage-based, seat-based, or outcome-based; tiers with clear anchoring work well. Research what competitors charge, position deliberately above or below, and test, most founders underprice. Cover your AI API costs with margin so heavy usage stays profitable.
Choose a model that fits how customers get value. Seat-based is simple and predictable but can cap revenue; usage-based aligns price with consumption and protects your margins on AI costs but can scare buyers with unpredictable bills; outcome-based (pay per result) commands the most when you can measure value but is harder to operate. Many AI products blend a base subscription with usage limits. Always confirm your price comfortably exceeds your per-customer API spend.
Use tiers and anchoring. Offer three options (good/better/best) so the decision becomes which one, not whether to buy, and make your target plan the obvious middle choice. For services, package into productized offers (audit, implementation, retainer) with defined scope and price rather than hourly, this raises perceived value and your effective rate. Research 5-10 competitors to understand the going range before you set numbers.
Test rather than guess. A Van Westendorp survey with a few dozen prospects, or simple A/B tests on your pricing page, reveals where price sensitivity sits. Honest tradeoffs: underpricing is the most common mistake, it signals low value and starves you of margin to grow; but pricing far above your demonstrated value without proof stalls deals. Start a bit higher than feels comfortable, watch conversion and churn, and adjust with evidence.
Prompts to try
Copy these into ChatGPT or Claude to go deeper.
Recommend a pricing model for my AI product [describe target customer + value] including tiers, anchoring, and psychological pricing tactics.
Analyze pricing of 10 competitor AI products in [niche] and suggest where I should position to maximize revenue.
Help me run a Van Westendorp pricing survey with 30 customers and analyze the results to find my optimal price point.
Design an AI pricing page (headlines, bullet features, CTAs) optimized for conversion of [target customer].