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Vouch for SEO teams: AI answers, followed past the first one

How SEO teams use Vouch to track AI answers next to search: share of voice, position, citations, and the follow-up question where buyers stop hearing about you.

Last updated by Vouch

The six stages of a ThreadA buyer conversation moves through Discovery, Shortlist, Objection, Trust, Value and Decision. In this example the brand is named for the first three questions and dropped at Trust, when the buyer asks whether the brand can be trusted.One buyer conversation, six questionsStage 1DiscoveryBest options?Stage 2ShortlistCompare threeStage 3ObjectionDownsides?Stage 4TrustReliable?Stage 5ValueWorth it?Stage 6DecisionWhich to buy?Dropped hereExample: your brand is named for three questions,then a rival takes its place when the buyer asks about trust.
A Thread follows one buyer through six questions. Being named in the first answer is not being chosen: a brand can drop out later, at Objection or Trust.
Example data
The Vouch project dashboard for the demo brand Demo Cycles, scoped to all prompts, engines and countries: a Latest changes strip, each change labelled week of 26 Oct (Vouch Rate down 23, salvation rate down 20 points, visibility down 5 points), a Vouch Rate of 37 from 5 completed conversations, and a card showing where buyers drop the brand: stage 4, Trust, “Is their after-sales service reliable?”, where 3 of 5 Threads dropped it and Rival Bikes was named instead.
The project dashboard: what changed this week, the Vouch Rate and where buyers drop the brand, ahead of the salvation rate, visibility, share of voice and position. Example data from the built-in demo brand Demo Cycles, not a real customer.

The problem

You know how to track rankings, but AI answers do not come with a position report. The assistant names three or four brands, cites a handful of pages, and the answer changes from one day to the next. Leadership wants to know whether the work is moving the numbers in ChatGPT and Google's AI features as well as in the blue links.

And the first answer is only the start. A buyer asks follow-ups, and each one can pull in different sources: review sites for trust, comparison pages for value. If you only measure the first answer, you cannot see which pages, yours or someone else's, decide the sale.

How Threads answer it

Vouch tracks single answers every day: share of voice, average position and own-citation share for each prompt, assistant and country. On top of that, a Thread asks an assistant six questions in order (Discovery, Shortlist, Objection, Trust, Value, Decision) and records where your brand stops being named.

The stage where you drop out, the killer question that did it, the rival named instead and the sources cited at that moment turn into a content brief: the page you need to publish, or the third-party source you need to be on. The methodology sets out how answers are collected and scored. For the wider picture, read GEO vs SEO vs AEO and how Perplexity chooses sources.

Google AI Overviews and Google AI Mode are tracked as single answers each day, next to ChatGPT, Claude, Gemini, Perplexity and Copilot (see the methodology for how each is collected), so you can compare assistants for the same prompt and country.

With Vouch and without

Without Vouch With Vouch
Manual checks of a few prompts Daily answers for every tracked prompt, assistant and country
No position for AI answers Average position and share of voice against named rivals
Guessing which pages assistants read Own-citation share and the sources cited where you drop out
Only the first answer Six-stage Threads that show where the brand drops out
A crawler audit by hand The free AI crawler checker for robots.txt and llms.txt

Start in three steps

  1. Add the brand and the rivals you compete with in search.
  2. Add the prompts buyers ask: the conversational versions of your money keywords.
  3. Read the first Threads and note the stage, the rival and the cited sources where you drop out.

Definitions of every metric are in the glossary.

Common questions

How is this different from rank tracking?

A rank tracker shows where a page sits in a list of links. Vouch reads AI answers: whether your brand is named, its average position among the brands named, its share of voice against rivals and how often your own site is cited. Threads then follow the conversation past the first answer.

Does Vouch track Google AI Overviews and AI Mode?

Yes. Google AI Overviews and Google AI Mode are tracked daily on every plan, as single answers. Threads, the six-question conversations, run on ChatGPT, Claude, Gemini and Perplexity.

Can I see which pages the assistants cite?

Yes. Vouch records the sources cited in answers, shows your own-citation share, and lists the sources cited at the stage where your brand is dropped in a Thread.

Does Vouch check whether AI crawlers can read my site?

The free AI crawler checker reads your robots.txt, llms.txt and home page and shows which AI crawlers are allowed. It is separate from tracking and needs no account.

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