> ## Documentation Index
> Fetch the complete documentation index at: https://docs.exoid.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# November 10, 2025

> A rebuilt Talk with Data lets you interrogate the whole dataset conversationally and returns report-ready insights, with response times cut by up to 40%.

The new [Talk with Data](/en/analyze/talk-with-data) is now available: question your entire dataset in natural language and get insights ready to report, with response times cut by up to 40%.

## New features

### Natural conversation with your entire dataset

Talk with Data interprets any question written in natural language and generates insights using the full context of your study — quantitative responses, open-ended text, AI follow-ups, segmentations, branching, and survey logic — with no filters to configure or dashboards to navigate.

### Automatic patterns, correlations, and clusters

The engine detects hidden patterns in responses, correlations between questions, differences across demographic segments, and recurring behavioral groups.

### Contextual, generative insights

Every answer is accurate, grounded in the full context of your study, and ready to paste into reports, presentations, or operational decisions.

## Improvements

### Performance on large datasets

Data extraction and indexing have been optimized: response times are reduced by up to 40%, even very large studies are processed in seconds, and interactions stay smooth on complex requests.

### Open-ended response analysis

The new semantic engine analyzes all free text automatically, with more accurate sentiment, clearer identification of implicit motivations, more robust and coherent semantic clustering, and a deeper reading of the reasons behind the answers — work that previously required manual review and long reading sessions.

### Cleaner, more structured output

AI-generated answers are formatted for immediate use: clean bullet points, highlighted key metrics, and consistent summaries you can paste into reports or slides without editing.


## Related topics

- [November 27, 2025](/en/whats-new/2025-11-27.md)
- [December 10, 2025](/en/whats-new/2025-12-10.md)
- [December 1, 2025](/en/whats-new/2025-12-01.md)