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AI feature break-even calculator

Use the MVP calculator to estimate how many total users you need to break even and what monthly price range can support the target margin for the feature you are modeling.

Calculator

Model your AI break-even point

Start from a template or enter your own assumptions to estimate the total users needed to break even and the pricing range to support your target margin.

Templates

Start with one of three MVP templates

Chatbot

Last applied

Best for: Use this for an AI support or product assistant with frequent, low-cost text interactions.

Example: Good fit for onboarding help, FAQ deflection, or customer support chat inside a SaaS app.

AI Summary

Best for: Use this for summarization features that process longer inputs but run less often than chat.

Example: Good fit for meeting notes, article summaries, call recaps, or document digest workflows.

AI Image Generation

Best for: Use this for higher-cost creative generation where each run is more expensive than text features.

Example: Good fit for marketing visuals, social post images, concept art, or ecommerce creative mockups.

Inputs

Five required assumptions

Tracked model (optional)Model cost per use (USD)

Selecting a model auto-fills a starter per-use estimate using standard / short pricing with 1K input and 500 output tokens. You can still edit the cost manually.

Average usage per monthConversion rate

Enter a fraction or percent, for example 0.03 or 3.

Planned monthly price (USD)Target margin

Enter a fraction or percent, for example 0.7 or 70.

Outputs

MVP results only

Break-even total users

276

Suggested pricing range

$29.00 to $96.67

/ paying user / month

Results are hidden until the assumptions form a usable scenario.