> ## Documentation Index > Fetch the complete documentation index at: https://docs.redem.io/llms.txt > Use this file to discover all available pages before exploring further. # Respondent Insights > Review individual respondents and use AI-generated explanations to understand their quality scores. After ReDem evaluates your survey, the **Respondent Table** on the survey results page lists every interview with quality scores, cleaning status, and question-level results. Use it to filter, sort, download, and open detailed views for individual respondents. ## Respondent detail view Click any row in the Respondent Table to open the **respondent detail view**. From there you can review: * **Overview**: ReDem Score, individual quality check scores, quality check weights on the overall score, and AI-generated respondent insights * **Quality check tabs**: Drill into OES, CHS, GQS, TS, and BAS results for that respondent, including flagged answers, patterns, and visualizations where available * **Cleaning**: Included or excluded status and the structured **Reasons for Exclusion** ## AI-generated respondent insights ReDem can generate a plain-language **explanation** of a respondent's quality profile: why they were excluded, or that they look fine to include. The text is based on that respondent's cleaning status, exclusion reasons, and flagged quality-check results. Each explanation is a **single short paragraph** (not separate summary and conclusion sections). * **Excluded respondents**: The text usually opens with the exclusion reasons (for example, `Exclusion because of the Coherence Score Threshold…`), then briefly describes the substantive issues on the affected checks — such as OES categories and flagged question IDs, GQS straightlining, CHS contradictions, unusual completion time, or BAS patterns. Checks with no issues are omitted. * **Included respondents**: The text is typically one short sentence stating that the respondent is included and not sufficiently suspicious across the checks. These AI explanations are separate from the structured **Reasons for Exclusion** list (for example, `ReDem Score Threshold` or `Manually Excluded`). That list always comes from cleaning rules; the explanation is the readable narrative on top of it. ### Where explanations appear Once generated, explanations show in three places: * **Respondent Table**: An **Explanation** column appears when at least one respondent in the survey has an explanation. Long text is truncated in the cell; hover to read the full paragraph. * **Respondent detail view**: On the **Overview** tab, under **Respondent Insights**. * **Downloads**: Excel and CSV exports include an **Explanation** column when at least one respondent in the export has an explanation. The table and downloads still include a separate **Reasons for Exclusion** column for the structured cleaning reasons. ### Generate insights for one respondent 1. Open the respondent detail view from the Respondent Table. 2. Go to the **Overview** tab. 3. Click **Generate Insights**. Generation usually takes a few seconds. You can generate an explanation for any respondent from the detail view, including included respondents with a high Coherence Score. If an explanation already exists, ReDem keeps it and does not overwrite it from this button. After an explanation is [cleared](#when-explanations-are-removed), click **Generate Insights** again to create a new one. ### Explain all respondents For larger reviews, use **Explain All** in the Respondent Table toolbar to generate explanations in bulk. 1. Open the survey results page. 2. Click **Explain All** above the Respondent Table. 3. Confirm the operation. ReDem queues explanations for respondents that are **excluded** or have a **Coherence Score below 80**. Included respondents with a CHS of 80 or above are skipped, because they typically need less manual review. Bulk generation runs in the background. You can stay on the page or navigate elsewhere; a progress indicator shows while jobs are still running. When an explanation is ready, it appears in the **Explanation** column and in the respondent's **Overview** tab. If a respondent could not be evaluated (for example, when the ReDem Score is unavailable), ReDem does not generate an explanation for them. ### When explanations are removed Explanations are cleared automatically when respondent quality data changes, so the text does not stay out of date. ReDem removes the explanation when you: * Exclude or include a respondent * Apply new cleaning settings * Recalculate the respondent's scores * Change the respondent's quality check settings After an explanation is removed, generate it again with **Generate Insights** or **Explain All**.