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Brand monitoring in AI answers · Autessa Visibility

Sentiment themes

Autessa Visibility finds the themes behind your AI sentiment. It reads every sentence that names you in the selected window and sums up what answers praise you for and what they criticize, so you know which story to reinforce and which to correct.

Goes beyond a typical AI visibility tracker
Sentiment · What AI says about youSAMPLE

Praised for

+ Resource planning across retainers

+ Flexible client portals

+ Clear reporting for account leads

Criticized for

− Slower support responses

− Steeper setup for small teams

Found from every sentence that names Northwind in the selected window.

The problem

A score does not say what to fix

Knowing sentiment is 58 does not help a content team. Knowing that engines praise your reporting but keep raising setup time does. Themes turn hundreds of sentences into a short Praised for / Criticized for list.

What you get

  • Two lists: Praised for, and Criticized for.
  • Built only from the sentences that name your brand.
  • Follows the Sentiment page’s window and filters.
  • Generated on demand with Find themes.

How it works

How does sentiment themes work?

  1. Open Sentiment

    Pick the brand and window.

  2. Find themes

    Visibility reads every answer that mentions you.

  3. Act on them

    Reinforce praised themes in content and address criticisms at the source.

Every option

Theme options

OptionWhat it does
InputSentences naming you from answers in the current view.
OutputPraised for and Criticized for lists.
TriggerFind themes, on demand.

Permissions

Who can do what?

RoleCan
Your team (people the app is shared with)Generate themes for any brand.

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

Themes are written by the Visibility Strategist from the extracted sentences that name you.

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 sentiment themes

How do I find out what AI assistants criticize about my brand?

Open Sentiment in Autessa Visibility and choose Find themes. It lists what answers praise you for and what they criticize, from the sentences that name you.

Does it read whole answers?

It reads the sentences that name your brand, so themes are about you, not the category.

Try sentiment themes in Autessa Visibility

Sentiment themes read every sentence that names you and sum up what AI answers praise you for and what they criticize, so you know which story to reinforce or correct.

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