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Responses Feed

Deep dive into all tracked responses.

Written by Niclas Aunin
Updated today

What the Responses Feed shows

The Responses Feed is a chronological log of every AI-generated response collected for your report. You can read the full text of each response, see which brands were mentioned, which URLs were cited, and which search queries the AI used to retrieve information.

It's the ground truth behind every chart and metric in ALLMO.

Why reading raw AI responses matters for brand visibility

Aggregate metrics tell you that something is happening. The Responses Feed shows you what is actually being said. Are you being mentioned positively or as an afterthought? Are competitors being cited in responses where you're not? Are there specific prompt types that consistently generate strong mentions?

Use the response feed to deep-dive into AI answers, understand how they are composed and detect patterns, that help you to optimize.

How ALLMO surfaces response text, brand mentions, citations, and search queries

The feed displays responses in reverse chronological order, paginated at 50 per page. Each row shows:

  • The AI model that generated the response

  • The prompt that triggered it

  • A preview excerpt of the response text

  • The brands mentioned

  • The domains cited

  • The timestamp

Click any row to expand it and see:

  • The full prompt

  • The full markdown-rendered response

  • The search queries used (when available - relevant for models with live web search)

  • All companies mentioned, with entity resolution where available

  • All URLs cited, with favicons and external links

You can filter the feed using the global filters (date, model, language, country, tags).

💡Tip: Use the Is / Is Not filters for specific brands and domains, to view response that mention your brand, to analyze responses where competitors perform, or to investigate impact of specific sources.

How to turn response findings into content and SEO actions

  • If you find responses where a competitor is mentioned but you're not: Read the full response. What context triggered the competitor mention? Is there a content gap you can close, a comparison page, a use case guide, a specific claim you're not making explicitly?

  • If a response mentions your brand but in a vague or inaccurate way: This is likely a training data or content authority problem. Identify which sources are being cited and ensure your own content is more direct, structured, and citable on that topic.

  • If search queries reveal unexpected framing: If the AI searched for "best tool for X" to generate a response and you didn't appear, that's a keyword and content gap to address. Even if "best tool for X" isn't how you describe yourself.

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