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Competitive intelligence · Autessa Visibility

Lost answers and how to win them

Autessa Visibility shows who wins when you don’t: the competitors named in the answers that leave you out, and how often. Every answer you lost opens to an AI analysis with two parts, why others were chosen and what to do, so each gap comes with a concrete next step.

Goes beyond a typical AI visibility tracker
Overview · Who wins when you don’tSAMPLE

Competitors named in the 27 answers that leave you out

Brightpath
74%
Corvid
41%
Lumen Desk
22%

✦ AI ANALYSIS · HOW TO WIN THIS ANSWER

Why others were chosen

The answer leans on two listicles that rank Brightpath first for client proofing; neither mentions Northwind.

What to do

Publish a client-approval guide and pitch an update to agencyweekly.example.

The problem

Knowing you lost is not the same as knowing why

A red cell in a matrix tells you that an engine skipped you. It does not tell you that the answer leaned on two listicles that rank a rival first. “Who wins when you don’t” and the per-answer analysis close that gap.

What you get

  • Competitors ranked by how often they appear in answers that leave you out.
  • “You’re in every answer” or “No tracked competitor fills the gap” when there is nothing to win back.
  • Click a row for the full answer and “How to win this answer”.
  • The analysis has two parts: Why others were chosen, and What to do.
  • For Google keywords, the same panel explains how to rank higher.
  • A “Lost to” column per prompt on the Prompts page.

How it works

How does lost answers and how to win them work?

  1. Open the card

    On the Overview, “Who wins when you don’t” lists competitors named in your missed answers.

  2. Open an answer

    Click a missed answer to read it with its sources.

  3. Get the analysis

    Choose AI analysis for why others were chosen and what to do.

  4. Act

    Pitch the cited source, publish the missing page, or track a new prompt.

Every option

What the analysis covers

OptionWhat it does
Lost answersCounted answers that do not mention you, in the current window and filters.
Competitor shareShare of those answers that name each tracked competitor.
Why others were chosenWhat in the answer and its sources favored the brands named.
What to doConcrete content, outreach or listing actions.
How to rank higher hereThe Google variant of the analysis for SEO keywords.

Permissions

Who can do what?

RoleCan
Your team (people the app is shared with)Open lost answers and generate the analysis.

Visibility is shared with your team through Autessa’s sharing. Everyone it is shared with works from the same brands, prompts and results. Security and data handling →

✦ AI assist

Where AI helps, and where it doesn’t

The analysis is written by the Visibility Strategist from the answer, its citations and your brand profile. It explains and recommends; the scores themselves come from the app.

Scores, positions, citations and ranks are always computed by the app from the answer text, never by an AI.

Connected

How it connects to the rest of Visibility

FAQ

Questions about lost answers and how to win them

How do I win an AI answer my competitor owns?

Open the answer in Visibility and choose AI analysis. It explains why others were chosen, often the sources cited, and lists what to do, such as getting listed on those sources or publishing a page that answers the question.

What does “Lost to” mean?

The tracked competitor most often named in the answers to that prompt that leave you out.

Is the analysis automatic?

No. You open an answer and generate it, so you only spend AI tasks on the answers you care about.

Also in Competitive intelligence:Competitor benchmarkingAI competitor discovery

Try lost answers and how to win them in Autessa Visibility

“Who wins when you don’t” lists the competitors named in answers that skip you, and each answer opens to an AI analysis of why others were chosen and how to win it.

No API keys needed to start · set up from your website · ChatGPT, Perplexity, Google, Claude, Gemini

100% customizable, code and all

Make Autessa Visibility fully your own.

Use it out of the box, then change anything. Ask Autobot, Autessa’s AI builder, for a new field, screen, report, workflow or agent and it builds it into your copy of the app. Or open the code and edit it yourself. Nothing is locked: the app, its data and its code are yours.

Start free and make it yours