How Chicago Reader appears in ChatGPT, Perplexity, Claude, and Google AI Overviews
A free AI-visibility snapshot for Chicago Reader (chicagoreader.com) — a alt-weekly based in Chicago, IL.
Overall AI visibility
chicagoreader.com
59/100
Grade D
Across the four AI engines we audit (ChatGPT, Perplexity, Claude, and Google AI Overviews), Chicago Reader is rarely cited by the engines we tested, with an overall 59/100 score. The largest open lift is on the engines below where Chicago Reader's articles are missing structured signals other alt-weekly sites of the same size already publish.
ChatGPT
56
Crawler: GPTBot
GPTBot is allowed but article-level structured data is thin.
Perplexity
37
Crawler: PerplexityBot
PerplexityBot blocked or paywalled before the lede.
Claude
81
Crawler: ClaudeBot
ClaudeBot crawls clean HTML; Anthropic citations appear for evergreen pieces.
Google AI Overviews
62
Crawler: Google-Extended
AIO surfaces the site occasionally; missing FAQ + speakable hurts.
What Chicago Reader can ship this week
- Publish a `/llms.txt` at the root that maps your beats, reporter bios, and the canonical URL for each topic.
- Mark paywalled body content with `cssSelector` exclusions but leave the lede + first 200 words free — that's what answer engines quote.
- Server-render every article. JS-only shells fail GPTBot's HTML fetch and quietly drop you out of citations.
- Add `<script type="application/ld+json">` NewsArticle schema with `speakable`, `dateline`, and `isAccessibleForFree` to every story page.
- Add an XML sitemap entry for every article within an hour of publish so crawl latency for AI bots stays under 60 minutes.
If you work at Chicago Reader — or any other alt-weekly — the same audit, but live and continuous on every article you publish, is what Mani does.
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