Decision-grade AI pricing

Turn messy public AI pricing into a shortlist a budget owner can defend.

Rank providers and model routes for your workload, account for visible add-on pressure, and turn the result into a shareable decision memo instead of a raw price table.

Top 5 shortlist

Risk-adjusted ranking, not simply the cheapest row.

Hidden-fee pressure

Search, retrieval, OCR, and route complexity affect the score.

Permalink report

Share every scenario through a stable URL.

Buying intent
Workload family

Usage drivers

Model the cost shape you expect in production, not the smallest demonstration workload.

Context profile

Decision constraints

These preferences steer the ranking when public list prices are close.

Route preference
Lock-in tolerance
Pricing simplicity
Currency view

Require provider-native tools

Enable this if you expect first-party search, grounding, OCR, or similar managed tools.

Useful for budget owners

The output is built for product, engineering, and finance reviews. It ranks routes, shows cost layers, and explains why a cheaper headline price can still lose.

Useful for AI leads

The report exposes the monthly cost structure so technical buyers can see whether tokens, add-ons, or route complexity drive the shortlist.

How to use this tool well

Model the real workload

If your workflow uses search, retrieval, OCR, or managed state, enter those volumes. Raw token rows alone usually understate the real bill.

Read the exclusions

Rows are excluded when current public pricing is not comparable enough for a decision-grade estimate. That protects the shortlist from false precision.

Share the permalink

Every report can be shared as a stable URL so stakeholders review the same assumptions and shortlist.

Frequently asked questions

Does the planner include hidden fees?

It includes comparable public add-on prices when the same source exposes them. When a reliable fee is unavailable, the ranking raises hidden-fee risk instead of inventing a number.

Are these prices guaranteed?

No. They are estimates based on the latest public pricing snapshot in the database. Confirm pricing, taxes, discounts, and contract terms with the provider before purchasing.

Can I share a scenario?

Yes. Generate a report and copy its permalink. Workload inputs and constraints are encoded in the URL so another person can review the same scenario.