Benchmark · US

What AI actually answers about Freight Audit Software · US

Every day we ask ChatGPT, Gemini and Perplexity the 54 questions buyers ask while choosing Freight Audit Software · US, and store every answer whole. Over the last 30 days that is 402 answers naming 6 brands, with 41 days of it on file. The sample is not yet large enough to name a leader.

This report is public, and it is not a sample of a sales pitch — it is the same measurement a subscriber sees. None of the brands below is a Citino customer, and the page would look exactly like this if none of them ever became one.

54 prompts

The questions come from how buyers actually shop, not from a keyword tool

They are the questions a buyer asks an assistant while choosing in this category: shortlist questions ("best warehouse management software for a 3PL"), constraint questions (size, region, integration, price), comparison questions between named brands, and replacement questions ("alternative to X"). They are written against the buying process rather than scraped from search volume, because nobody types a twelve-word purchase question into a keyword planner.

Paused

This category is collecting but not publishing yet

Freight Audit Software · US has 6 brands and 402 answers in the last 30 days. That is not enough to put a league table on a public page. At this sample size the confidence bands are wider than the gaps between brands, so a table would show an order that is not really there.

Collection runs daily and the history is accumulating. The table publishes when the sample can carry a band.

Collecting daily since the category opened. 41 days on file.

Run record

Everything needed to reproduce this page is on this page

Category
Freight Audit Software · US
Prompt set
fa-us / v1
Set changed
24 Jun
Prompts
54
Engines
ChatGPT, Gemini and Perplexity
Cadence
Daily
Last run completed
21 Sep · 02:10 ET
Next run
22 Sep · 02:10 ET
Window shown
30 days · history on file 41 days
Answers in window
402
Brands with a row
6
Method
/methodology

Pin the version and the run time and this page can be checked against. A measurement you cannot reproduce is an opinion with a chart on it.

Read the full method → /methodology
Scope

Your custom prompts are yours and never surface here

Published on this page
  • The 54 index prompts for Freight Audit Software · US and the results measured from them.
  • Per brand: visibility, confidence band, average position, sample size, 30-day change.
  • The sources the engines cited, and how often.
  • Prompt-set version, last run, cadence, days of history on file.
Never published — on this page, on any category page, in any report
  • Any custom prompt written by a customer. Custom prompts are private to the account that wrote them, are not part of the index, and never enter these numbers.
  • Any result, chart, source or citation derived from a customer's custom prompts.
  • Anything identifying a customer: who they are, which brand they claimed, which category they bought, or that this category has a subscriber at all.
  • Any customer's GA4, session or revenue data. Attribution joins inside one account and leaves it in no form, aggregated or otherwise.

A reader should not be able to tell from this page whether anyone in Freight Audit Software · US is a customer. If they can, that is a bug, and it is the one bug on this page we treat as an incident.

Notice · The brands named here have no relationship with Citino

Every brand in this table is measured because it appears in the answers — not because it asked to be, agreed to be, or paid to be. None has endorsed Citino, reviewed this page, or supplied any of the data on it. Brand names and marks belong to their owners and are used here to report what AI assistants said, which is the whole of the relationship.

We do not sell placement in these tables and there is no paid position in them. The order is whatever the measurement produced.

Corrections. If you represent a brand on this page and something is wrong — a brand misattributed, a name spelled wrong, a merged or renamed company, a row that should not be here — write to us at /methodology#corrections. We re-check against the stored answers. If we were wrong we fix it, say on this page what changed and when, and leave the correction visible. If we were not wrong we will show you the stored answers the number came from.

A brand can also ask to be excluded from the published table. We will do it, and the page will say the table excludes a brand at its own request, because silently dropping a row would make every other number on the page wrong.

You just read the report without buying anything

That is the arrangement. The category is measured whether or not anyone in it subscribes, so the report exists first and the decision comes after it. Claiming your brand in Freight Audit Software · US adds the parts that only work per account: your own GA4 traffic joined to the prompts that drove it, custom prompts for your segments, and experiments measured net of the category baseline.

Read the methodology →
Other categoriesHR & Payroll Software · USField Service Management · USFreight Audit Software · US