# Read themes across cited pages

> Find patterns that recur across cited pages, buyer questions, and topics, then inspect the underlying evidence before acting.

- Section: Guides
- Updated: 2026-10-07
- Canonical: https://knitknot.ai/docs/read-cited-themes/
- Publisher: KnitKnot, the AI competitive positioning platform (https://knitknot.ai)

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## At a glance

1. **Find a pattern**: Open Intelligence → Themes and choose a cross-topic, repeated, or multi-source lens.
2. **Narrow the table**: Search for a phrase or filter by topic and compare answer and source counts.
3. **Verify the meaning**: Read the related source and answer evidence before treating a theme as a content gap.

Open [Intelligence → Themes](https://app.knitknot.ai/intelligence/themes) to see patterns found across cited pages and measured answers. Each row groups a theme with the topics, tracked questions, answers, and cited pages where it appeared. This is an observation from your measured set, not a list of all buyer interests in the market.

## Find a useful theme

Select a summary tile to narrow the table:

- **Cross-topic themes** appeared in at least two topics.
- **Repeated themes** appeared across at least two tracked questions.
- **Multi-source themes** were supported by at least two cited pages.

The tile is a filter. Select it again to clear it. Search for a phrase in a theme or topic, and use the **Top topic** column filter to narrow the results. Sort by **Answers**, **Prompts**, **Sources**, or **Observed** to change the reading order.

For example, an integration theme seen in several questions and cited pages may be worth examining. The counts show that it recurred in this benchmark evidence. They do not tell you whether the answers were accurate or whether your own integration page was used.

## Read the columns

**Topics** counts buyer topics associated with the theme. **Prompts** counts tracked questions. **Answers** counts measured answers. **Sources** counts cited pages. **Observed** is the latest date shown for the row. **Top topic** is the most represented topic, not the only one; use the topic filter when scope matters.

The Themes table is a summary rather than a claim verdict. Open [Sources](/docs/trace-a-cited-source/) and the relevant [benchmark answers](/docs/read-your-report/) to check wording, citations, and approved facts before creating a page or changing a message. If the table says **No themes yet**, measured answers may not have cited enough pages to reveal a repeated pattern.