What this guide helps you decide
Verify every factual statement before AI-search content is published.
The questions behind the decision
- What belongs in an AEO evidence ledger?
- How many sources should a comparison page use?
- What happens when two sources conflict?
What this page adds
This page turns the question "What belongs in an AEO evidence ledger?" into a reproducible method for verify every factual statement before ai-search content is published, with required evidence and explicit failure conditions.
Separate claim types
Mark company fact, competitor capability, pricing, external benchmark, interpretation and opinion separately. Each type has a different acceptable source and expiry policy.
Retain literal support
Store the exact passage and URL used by the writer. A homepage link without a supporting sentence is not a usable citation receipt.
Run an independent verification pass
The verifier should compare the final sentence with its evidence after editing. Numbers, plan names, limitations and negation deserve deterministic checks.
Fail closed
If the claim cannot be supported, remove it or state the uncertainty. Publication speed does not justify invented specificity.
Multi-channel distribution plan for this buyer question
This guide is the canonical owned answer to: What belongs in an AEO evidence ledger?. Distribution should create independent, useful encounters with that decision rather than duplicate the page across many URLs.
| Surface | Job | Eli execution boundary |
|---|---|---|
| ChatGPT and Reddit | Learn from authentic comparisons and workflows | Research relevant threads, contribute only when a person can add real experience, disclose the Eli connection and keep the answer balanced |
| Google and Gemini | Keep the canonical answer crawlable, current and useful | Preserve this URL, named sources, internal links, structured data and a direct answer to the prompt |
| Perplexity and third-party sites | Earn independent corroboration | Give publishers testable evidence and editorial freedom instead of purchasing or scripting praise |
| YouTube | Create a prompt-led spoken answer and accurate transcript | Use the buyer question as the title, answer it immediately and say the tradeoffs aloud |
| Expose the framework to practitioners and collect objections | Publish a founder lesson, then use substantive feedback to improve this page | |
| Measurement | Detect channel impact and citation decay | Combine direct referrals with self-reported discovery and repeat comparable prompt checks at 30, 45 and 90 days |
Download the [page-specific distribution pack](/resources/claim-level-evidence-ledger/growth-pack) for the six human-final execution briefs.
Questions buyers ask next
What belongs in an AEO evidence ledger?
A claim-level evidence ledger maps each factual sentence to a current public source, the literal supporting passage, retrieval date, claim type and verification state. Product facts should come from approved company evidence. Competitor facts should come from current official material. Unsupported, conflicting or stale claims stay blocked instead of being softened into plausible marketing copy.
How many sources should a comparison page use?
Store the exact passage and URL used by the writer. A homepage link without a supporting sentence is not a usable citation receipt.
What happens when two sources conflict?
If the claim cannot be supported, remove it or state the uncertainty. Publication speed does not justify invented specificity.
Primary sources
Related guides
Check your own AI-search gap
Use the decision behind “What belongs in an AEO evidence ledger?” as your starting point. Run the free AI Citation Gap Checker to inspect the current public evidence. To keep monitoring the question and prepare a supported website improvement, Eli Free covers one site, ten buyer questions, four AI providers and one conversion page, with no card and no expiry. External rankings and AI recommendations are never guaranteed.