What Drives AI Citations? FAQ isn't what drives ChatGPT citations
Comments on “What Drives AI Citations? FAQ isn't what drives ChatGPT citations”
3 judges. Scored by all three judges. Only the day’s top stories get the claim check. How far stories are checked
A study of 158,099 generative-search answers across two 90-day collections (consumer home internet and small B2B software) finds that ChatGPT citations depend mainly on the engine's own retrieval step, not on page features.
Why it ranked
No. 81 of 127 with a score of 0.60. The panel rated it highest on substantiated (0.93) and new information (0.92), lowest on significance (0.66). Older work: a freshness penalty of 0.100. Placed No. 81, No. 72 by score alone: the 28th AI & machine learning story of the day (−0.080). The placement terms move stories; they are not part of the score.
- AI judgeJudge 2claude-haiku-5-5
- Large measurement study of generative search citations with within-website design, API replay and controlled experiments; highly relevant to growth and AI builders, with strong evidence and new findings, though it is an academic paper with limited broad significance.
- AI judgeJudge 3gpt-5.6-luna
- A large, longitudinal, primary measurement study with released data and code explains how retrieval, model priors, and source ordering drive AI citations. It is highly actionable for AI, search, content, and product teams, with strong evidence and limited overclaiming.
Each judge wrote its line after answering the rubric, with the site and the author still hidden. Every answer behind this is in the table under Score.
Score
0.60total under rubric v2.3
- Significance0.66
- Reader interest0.76
- Audience breadth0.68
- Practical relevance0.68
- Substantiated0.93
- Technical depth0.90
- New information0.92
- Counts against: Promotional0.04
- Counts against: Overclaim0.20
Each judge’s answer per question (0–1), their mean and spread, and what the question adds to the score (weight × mean).
| Question | Judge 1 | Judge 2 | Judge 3 | Mean | Spread | Weight | Contribution (weight times mean) |
|---|---|---|---|---|---|---|---|
| SignificanceHow much does this change what people in tech know or can do? | 0.66 | 0.55 | 0.78 | 0.66 | 0.23 | +0.24 | +0.159 |
| Reader interestWould a well-informed senior engineer or tech founder want to read this today, and likely pass it on? | 0.59 | 0.80 | 0.90 | 0.76 | 0.31 | +0.26 | +0.198 |
| Audience breadthHow many people who build technology does it concern? | 0.66 | 0.60 | 0.78 | 0.68 | 0.18 | +0.13 | +0.089 |
| Practical relevanceHow useful is it to someone who builds software or tech products? | 0.53 | 0.75 | 0.76 | 0.68 | 0.23 | +0.22 | +0.150 |
| SubstantiatedHow well is it backed? Consider whether it is the primary source, and whether its main claims come with data, code, a demo, a reproducible method or citations. | 1.00 | 0.85 | 0.95 | 0.93 | 0.15 | +0.05 | +0.047 |
| Technical depthHow technically substantive is it? | 0.97 | 0.80 | 0.92 | 0.90 | 0.17 | +0.05 | +0.045 |
| New informationDoes it contain information absent from the stories covered in the last 7 days (list provided)? | 0.87 | 0.90 | 0.98 | 0.92 | 0.11 | +0.05 | +0.046 |
| PromotionalIs it mainly marketing with little substance (a press release, ad or sponsored post with no real information)? A launch post that carries real news is not promotional. | 0.06 | 0.05 | 0.01 | 0.04 | 0.05 | −0.19 | −0.008 |
| OverclaimDo the headline or conclusions claim more than the body supports? | 0.22 | 0.30 | 0.08 | 0.20 | 0.22 | −0.11 | −0.022 |
| Sum of contributions | +0.704 | ||||||
| Freshness penalty | −0.100 | ||||||
| Claim-check penalty | 0.000 | ||||||
| Total, as published | 0.604 | ||||||
Spread is the highest minus the lowest judge answer. marks a spread above 0.40: the judges disagree, and the story is marked contested. The freshness penalty is for older work: this one was first published 10 Oct 2026.
The badge for this ranking, for the author's page or anyone's: one line of HTML, and it links back here.
<a href="https://rubric.hrih.si/editions/2026-10-30/81/"><img src="https://rubric.hrih.si/badge/2026-10-30/81.svg" alt="Ranked #81 on Rubric, 30 Oct 2026" width="245" height="28"></a>Also covered by
No other coverage was clustered with this story.
Elsewhere
Elsewhere: HN 2 pts, not on front page
Recorded for context only, checked 30 Oct 2026, 05:47 UTC. It played no part in the ranking.