The index is free to read and its full record is free to download. A subscription is the finished edition on the day it compiles: the standing computed, the movement qualified against the noise floor, your product’s rows in their own file, and the whole edition in one database. It is the work of running this instrument every month, done once and shared. An expanded subscription adds a monthly run of the flagship models on your category, for you and whoever else subscribes to it.
Every product named by a model has a page, and so does every product in the vendor table that was not named. A claim gives a verified contact, the right to propose corrections to the vendor table, a claimed mark on the page, and an email whenever the standing moves by more than the noise floor. It gives no change to labels, shares or verdicts, no preview, and no say over which quotes appear.
The claim form is on the product page.
The same data as the free record, joined and early. Every edition on the day it compiles, fourteen days before the free record.
73 categories, each asked six ways on behalf of a small, a mid-market and an enterprise B2B company, from the September 2026 Edition.
One written report per category: the standing in each segment, what the models agreed on, the sources they cited, and a summary in prose. Every category on this pack.
Read a sample: CRM, September 2026 PDFFourteen days, no questions asked, on every purchase here: the refund policy. A subscription keeps the price it was bought at. The files are CC BY 4.0. Monthly and annual are chosen at the checkout.
Asked the same six framings, on behalf of the same buyer segments as the public index, on the one category. Delivered in the pack files and over MCP.
Every edition of the public index on the day it compiles, all the files below, the MCP server. Nobody needs both subscriptions.
One report over the whole tier, standard and flagship models pooled, with the two tiers set side by side inside it. The standard reports for every other category come with the pack.
Read a sample: CRM, September 2026, eighteen models PDFThe button stays disabled until a category is chosen. Fourteen days, no questions asked: the refund policy. A subscription keeps the price it was bought at. The files are CC BY 4.0.
The index asks each category six ways, on behalf of three sizes of buyer, across twelve models, every month, and a judge labels every product named with the sentence it was named in. That is a measurement a team can act on, not an anecdote from one chat window.
of first choices changed when the same model was asked the same question twice, with nothing changed. One ask is a coin flip.
The index asks seventy-two per category, per buyer size: six framings across twelve models, every month.
A matrix of product by model, each cell the label the model gave, with the verbatim quote under it. Objection handling written from what the buyer's assistant already said, refreshed monthly with nobody re-running the chats.
Cited domains ranked per category, and your own domain's share of citations edition over edition. It shows which third-party pages carry the recommendation into the answer. That is a fact about retrieval, not a lever on the model.
The same category, computed three times, once per buyer segment. Positioning gets evidence from the buyer side of the screen: which size of company the assistant thinks the product is for.
Six bars per product, one per framing. The framing a product wins is the buying situation to sell into, and the negative framing is the objection list, sourced. The paraphrase pair says whether the answer survives a rewording.
A rank timeline with the noise band drawn on it, and a movers table for the category. A single month's shift is usually inside the noise. The index says which ones are not, with the date and the model version attached.
Every label for one product, with the verbatim evidence quote, the model, the framing and the edition beside it. A slide can show what an assistant said rather than paraphrase it, and the number on the site can be traced to the same row.
The verdict map: 73 categories by go-to-market function, colored by verdict. Category strategy from the assistant's point of view: where the field is settled, where it is not, and where a product is already in the conversation without leading it.
An agreement matrix, model by product, and the standard run against the expanded one for your category. The answer a buyer hears depends on which assistant they opened, so a strong standing in three and none in the fourth is a specific, named gap.
index.sqlite loads as one file and the CSVs load as tables. One query reproduces any number on the site, so a dashboard built on it can be checked against the public page.
The MCP server puts the edition inside Claude, Cursor or any MCP client: ask what the models said against a product this month and get the labels and quotes with the edition they came from.
Per-product files carry every label and quote for one product, which is the shape a card or enablement system ingests.
The release note and the movement email arrive on the day an edition compiles. The files behind them arrive with the same key.
Five properties. Each is a thing the files carry, not a claim about the market.
Many asks, not one. Seventy-two answers per category per segment: six framings across twelve models, every month.
A judge, not a reading. Every product named is labeled by the same model with the same rubric, and the label carries the sentence it came from.
An error bar. The calibration repeat measures how much the models move with nothing changed. Movement is only called when it clears that floor.
The record is open. Every prompt, answer, label and the rubric are published under CC BY 4.0. The pack is the same record, joined, early, and in the shape these uses need.
It is monthly. Model versions change and what they retrieve changes. The version string on every answer says which one answered.
| What | What it is | Monthly | Annual |
|---|---|---|---|
| Subscription | Every edition on the day it compiles: the standing and movement computed, your rows, one database, the MCP server. | $9.95 | $99 |
| Expanded, per category | Everything in the subscription, plus the six flagship models on one category every month, in the same files and over MCP. | $49.95 | $499 |
| One edition | A single edition's pack, kept for good. No subscription. | $9 | once |