How to fact-check claims¶
The /factcheck command verifies factual claims using web search and LLM analysis. It extracts claims from text, searches for evidence, and provides verdicts with explanations and sources.
What is fact-checking?¶
When you use /factcheck:
- Extracts claims from your text (or uses selected text)
- Searches the web for evidence supporting or refuting each claim
- Analyzes results using an LLM to determine a verdict
- Displays results in an interactive factcheck node with verdicts, explanations, and source links
Using factcheck¶
Method 1: Fact-check selected text¶
- Select a node containing claims you want to verify
- Type
/factcheckin the chat input - Optionally add text after the command (e.g.,
/factcheck verify these) - Press Enter
The factcheck feature extracts claims from the selected node's content and verifies them.
Method 2: Fact-check typed claims¶
- Type
/factcheckfollowed by your claims - Press Enter
Example:
Method 3: Fact-check a numbered list¶
If you have a note node with numbered claims:
- Select the note node containing the numbered list
- Type
/factcheck(or/factcheck verify these) - Press Enter
The feature automatically extracts each numbered item as a separate claim.
Claim selection modal¶
If more than 5 claims are found, a modal appears for you to select which claims to verify:
- Select All / Deselect All - Toggle all claims at once
- Individual checkboxes - Select specific claims
- Warning - If you select more than 5 claims, a warning appears (informational only)
- Execute - Starts verification for selected claims
Verdict types¶
Each claim receives one of these verdicts:
| Verdict | Badge | Meaning |
|---|---|---|
| VERIFIED | ✅ | Claim is accurate and supported by reliable sources |
| PARTIALLY_TRUE | ⚠️ | Claim is mostly correct but contains inaccuracies or missing context |
| MISLEADING | 🔶 | Claim is technically true but presented in a misleading way |
| FALSE | ❌ | Claim is factually incorrect |
| UNVERIFIABLE | ❓ | Cannot determine truth due to lack of reliable sources |
| ERROR | ⚠️ | Verification failed due to an error |
Reading factcheck results¶
The factcheck node displays:
- Claim text - The original claim being verified
- Status badge - Visual indicator of the verdict
- Explanation - Brief explanation of why this verdict was reached (1-2 sentences)
- Sources - Links to supporting evidence (up to 3 sources per claim)
Expanding claims¶
Click on any claim header to expand and see the full explanation and sources. Click again to collapse.
Tips¶
Vague references¶
If you use vague references like "verify this" or "fact check these", the feature will:
- Use the selected node's content as context
- Resolve the vague reference into specific claims
- If resolution fails, use the context directly
Best practices¶
- Be specific - Clear, factual statements work best
- Numbered lists - Automatically extracted as separate claims
- Select nodes - Provides context for vague references
- Multiple claims - Can verify up to 10 claims at once (5 recommended for performance)
Performance¶
- 5 or fewer claims - Verified immediately in parallel
- More than 5 claims - Modal appears for selection (you can still select all)
- Parallel processing - All selected claims are verified simultaneously
Examples¶
Example 1: Simple claim¶
Result: ✅ VERIFIED with explanation and sources.
Example 2: Multiple claims¶
Result: Three claims with different verdicts (✅, ❌, ✅).
Example 3: Numbered list in note¶
- Select a note node containing:
1. The Eiffel Tower was built in 1889
2. Paris is the capital of France
3. The moon is made of cheese
- Type
/factcheck verify these
Result: Three claims extracted and verified (✅, ✅, ❌).
Limitations¶
- Search quality - Verdicts depend on search result quality
- LLM analysis - Verdicts are AI-generated and should be verified
- Source limits - Up to 3 sources per claim
- Search queries - Up to 3 search queries per claim
- Claim limit - Maximum 10 claims per factcheck
Related features¶
- Web search - Simple web search without verification
- Deep research - Comprehensive research reports
- LLM committee - Multi-LLM consultation for complex questions