---
title: AI Pricing Finder, how 96 AI companies price their products
description: Compare pricing mechanics across 96 AI products. Rollover credits, pay-as-you-go, team pooling, overage strategies, and more. Research-backed data with sources for every company.
date: 2026-08-07
---

# AI Pricing Finder

How 96 AI companies price their products. Compare rollover policies,
pay-as-you-go options, team pooling, and more. Research-backed data with a
linked source for every company. Last updated July 28, 2026.

The interactive page has three sections:

- **Find your model.** A short quiz that matches your product to pricing
  models used by comparable companies.
- **Mechanics reference table.** A heatmap of pricing mechanics (rollover,
  pay-as-you-go, pooling, overage handling) across all companies.
- **Case studies.** Company-by-company breakdowns of revenue model, pricing
  structure, overage strategy, metric, and growth strategy.

Every price, tier, and quota traces back to the company's own pricing page
or docs. See the [methodology](https://tansohq.com/methodology.md) for the
sourcing standard and the decision rule behind each field.

A frozen 73-company snapshot of this dataset was analyzed by Steven Forth
and Michael Mansard in "Pricing for the Agent Economy" (Chapter 10). It is
available as
[JSON](https://tansohq.com/data/pricing-finder-snapshot-2026-06-17.json).

## Links

- [HTML version of this page](https://tansohq.com/ai-pricing-finder)
- [Methodology](https://tansohq.com/methodology.md)
- [Blog write-up](https://tansohq.com/blog/credit-pricing-patterns.md)

More for agents: https://tansohq.com/llms.txt