Understanding AI responses
How to read and interpret the responses generated by AIs, sentiment, and exports.
What a response contains
Every day at 6:00 AM UTC, Repliq sends your prompts to 5 AI platforms and collects the responses. For each response, Repliq analyzes:
- Mention -- is your brand cited?
- Position -- at which rank among the cited brands?
- Sentiment -- is the tone positive, neutral, or negative?
- Sources -- which websites are cited as references?
- Competitors -- which other brands are mentioned?
The Responses page
The Responses page (Analysis section) displays all collected responses. At the top, KPIs summarize the period:
| KPI | Description |
|---|---|
| Total Responses | Number of responses collected over the period |
| Positive Sentiment | Percentage of mentions with a positive tone |
| Negative Sentiment | Percentage of mentions with a negative tone |
| With Citations | Responses that include sources (URLs) |
| Without You | Responses where your brand is not mentioned |
Quick filters
Buttons at the top of the table allow you to quickly filter:
- All -- show all responses
- Mentioned -- only responses where your brand appears
- Not mentioned -- responses without mention (useful for identifying opportunities)
- Positive -- responses with positive sentiment
- Negative -- responses with negative sentiment
In addition, global filters refine by period, AI platform, language, prompt type, and topic.
The responses table
| Column | Description |
|---|---|
| Prompt | The question asked to the AI |
| Platform | The AI that generated the response (with logo) |
| You | Your brand mentioned? With position and sentiment badge |
| Competitors | Other brands detected in the response |
| Date | Measurement date |
Click the Response button to expand the full text generated by the AI. You can see the mention context, cited competitors, referenced sources with their URLs, and the response structure.
Performance by platform
A summary table shows for each AI:
- The number of responses collected
- Your visibility (% of mentions)
- The average sentiment
Top mentioned competitors
The page displays the 5 most frequently mentioned competitors in responses, with their mention count.
CSV Export
You can export your data as CSV with two options:
- Filtered export -- exports only the responses matching your active filters
- Full export -- exports all responses for the period
CSV files include all columns: prompt, platform, date, mention, position, sentiment, cited sources, detected competitors.
The Sentiment page (dedicated)
For an in-depth sentiment analysis, Repliq has a dedicated Sentiment page (Analysis section) with:
Sentiment score
An overall score from -100 to +100 (% positive - % negative) with its positive / neutral / negative breakdown.
Heatmap Prompts x Platforms
A grid that crosses your prompts with AI platforms, colored by sentiment. You can immediately identify:
- Which prompts generate negative sentiment
- On which platforms the tone is most favorable
Brand Themes
Positive and negative themes automatically extracted from responses. For example:
- Positive: "product quality", "customer service", "innovation"
- Negative: "high prices", "limited availability"
Each theme is accompanied by examples extracted from actual responses to understand the context.
Sentiment by source
A table of sources sorted by sentiment -- useful for identifying which media or sites associate your brand with a positive or negative tone.
Learn more
- Understanding your performance -- KPIs and Overview dashboard
- Cited sources -- impact of sources on responses
- Metrics and Repliq Score -- understand key indicators