AI SUBSCRIPTION MARGIN BY UTILIZATION

More usage.
What happens to the margin?

Test how subscription price, assumed serving costs, and usage interact. Change the inputs to explore a scenario and find its break-even point.

BUILD A SCENARIO

Where does it break even?

Source review: 23 Sep 2026

Illustrative model. This calculator does not estimate OpenAI’s or Anthropic’s actual profit. “100% utilization” means your assumed full monthly workload, not a published plan allowance.

Monthly assumptions · USD per subscriber
$
$
$

YOUR MODELED RESULT

0.0%Contribution margin
After the costs you entered

At 20% utilization, modeled costs equal subscription revenue.

Monthly serving cost
$20.00
Total modeled cost
$20.00
Monthly contribution
$0.00
Break-even utilization
20.0%
The calculation($20 − $0 − $100 × 20%) ÷ $20 = 0%

This is contribution after modeled costs, not reported gross margin or net profit. Training, R&D, sales, and other expenses are excluded unless you include an allocation in your inputs.

SEE THE SENSITIVITY

The same price. Different costs.

Modeled margin (%) · $0.00 other monthly cost

Rows express the full-workload serving cost as a multiple of subscription revenue. Columns vary utilization.

Hypothetical contribution margins by cost ratio and utilization
Full-workload cost
÷ monthly revenue
1%utilization5%utilization10%utilization20%utilization25%utilization50%utilization75%utilization100%utilization
0.5× $10.00 / month
1× $20.00 / month
2× $40.00 / month
5× $100.00 / month
10× $200.00 / month
20× $400.00 / month
Positive contributionBreak evenNegative contribution

Example: a 5× cost ratio means a $100 serving cost at full workload for a $20 subscription. It is an assumption, not a “5× usage” plan. The heatmap follows your subscription revenue and other monthly cost; changing serving cost selects a scenario without changing the predefined row ratios.

PUBLIC PRICES, SEPARATE FROM COSTS

What the providers publish.

OPENAI

ChatGPT Plus

$20 / month

Published subscription price. Codex usage depends on the model and workload.

Official pricing

OPENAI

ChatGPT Pro

From $100 / month

Pro offers 5× or 20× Codex usage relative to Plus. These are usage tiers, not disclosed cost ratios.

Official pricing

ANTHROPIC

Claude Pro

$20 / month

Monthly billing price. The annual option is $200 upfront; it is a different billing commitment.

Official pricing

ANTHROPIC

Claude Max

From $100 / month

Offers 5× or 20× more usage than Pro, subject to limits. No fixed dollar allowance is inferred here.

Official pricing

USD reference prices checked 2026-09-23. Taxes, regional pricing, discounts, and extra usage can change the amount paid. Price presets change revenue only; they do not supply provider cost or quota assumptions.

UNDERSTAND THE MODEL

Every assumption in view.

A simple sensitivity model—not a provider income statement.

How is the margin calculated?

Let P be monthly subscription revenue, C the assumed serving cost at full workload, B other monthly cost, and U utilization as a fraction from 0 to 1. Contribution = P − B − C × U. Contribution margin = (P − B − C × U) ÷ P. If C is positive, break-even utilization = (P − B) ÷ C. Costs are assumed to scale linearly with usage.

Why not use API prices as serving costs?

An API price is what a customer pays for a service. It is not a disclosure of the provider’s infrastructure cost. Model choice, prompt length, caching, batching, tool calls, and hardware efficiency can all affect the economics. This calculator keeps the serving-cost assumption explicit instead of converting a plan’s usage multiplier into an API dollar allowance.

What does a negative margin mean here?

Only that the costs entered exceed revenue for this scenario. It does not establish that a real provider, plan, or customer is unprofitable. A break-even point above 100% means the scenario remains positive throughout the modeled usage range; if the other monthly cost already exceeds revenue, it is negative even with no usage.

Does this predict an entire subscription business?

No. A real business has a distribution of users and workloads, changing service limits, overhead, and nonlinear infrastructure costs. The model covers one subscriber in one month. Defaults are illustrative, and inputs remain in this page until it is reloaded.

CHECK THE BASIS

Official sources.

OPENAI · PRODUCT DOCUMENTATION

ChatGPT Learn: Codex pricing & usage

Plus $20/month, Pro from $100/month, relative usage tiers, and workload-dependent limits.

Continuously maintained page · Checked 2026-09-23. Used for retail pricing and usage context; it does not establish provider serving costs.

ANTHROPIC · PRODUCT PRICING

Claude plans & pricing

Pro monthly and annual prices, Max starting price, and relative usage tiers.

Continuously maintained page · Checked 2026-09-23. Used for retail pricing and usage context; it does not establish provider serving costs.

Formulas, scenario values, and interpretations are AIstify’s. No published provider margin is claimed.