Free tool · powered by Essentras

Will AI cite thecoldcases.com?

AI Visibility Score, last checked Nov 10, 2026.

AI Visibility Score
53/100

Niche investigative journalism site with modest third-party press and no Knowledge Panel; citation depends on case-specific queries, not brand recognition.

33/100
Entity authority
76/100
On-page

AI engines are unlikely to cite The Cold Cases by brand name in general cold-case queries, because it lacks a Knowledge Panel, Wikipedia page, and broad share-of-voice. However, for specific cases documented in its archive (e.g., Shaylee Snyder, Guy Monroe Pyke), engines may surface and cite individual case files if those pages rank and contain original interviews or records not found elsewhere.

Entity authority

How much AI already trusts you across the web. The biggest driver of citations, and the hardest to DIY.

Brand mentions & press (share of voice)
52/100

Seven distinct third-party domains name The Cold Cases, including local press (Gainesville Sun, Alachua Chronicle), a podcast directory (Apple Podcasts, Deezer), and a feature interview (CanvasRebel), demonstrating modest regional and niche recognition but not broad national share-of-voice.

Fix: Pursue coverage in national true-crime publications, major news outlets, and Wikipedia inclusion to expand brand mentions beyond regional and podcast directories.

Get tier-1 press placements · from $97 →
Knowledge Panel & entity clarity
35/100

No Google Knowledge Panel is present, and the brand owns its exact-match search but lacks the structured entity signals (infobox, consistent third-party graph) that help AI engines resolve and trust the organization as a known reference.

Fix: Build consistent citations across Wikidata, Crunchbase, and high-authority directories; pursue Wikipedia notability through sustained press coverage to trigger Knowledge Panel creation.

Get a Google Knowledge Panel · from $650 →
Wikipedia & reference-corpus presence
0/100

No Wikipedia page exists for The Cold Cases, removing it from the single most-cited corpus in ChatGPT and other large language models.

Fix: Meet Wikipedia notability guidelines through sustained, independent press coverage in reliable sources, then draft a neutral article citing those sources.

Get a Wikipedia page · $4,000, money-back →

On-page extractability

How easily AI can read, understand and quote this specific page.

Information gain (original data & quotes)
78/100

The site publishes original investigative interviews, primary court and police records, and case files not aggregated elsewhere, offering high information gain for specific cold cases documented in the archive.

Extractable structure (answer-first, lists, tables)
62/100

The homepage uses clear headings and answer-first sections (e.g., 'What is The Cold Cases?'), but individual case pages are not visible in this render; structure depends on whether case files lead with extractable summaries, lists of evidence, and tables of timeline data.

Fix: Ensure every case file opens with a one-paragraph summary, uses subheadings for each evidence type, and presents timelines and witness lists as tables or bullet lists for easy extraction.

Publish a cite-worthy article on MarketSpy · $9.99 intro →
Freshness
85/100

The homepage displays real, recent update dates (e.g., 'Interview/Apr 7, 2026', '305 Updated in 30 days'), signaling active maintenance and fresh content to AI engines.

Technical eligibility (crawlable, AI bots allowed)
95/100

No AI crawlers are blocked in robots.txt, the site is server-rendered with 376 words visible to bots, and the domain is indexed and accessible to all major AI engines.

Schema & on-page E-E-A-T
70/100

Comprehensive JSON-LD is present, declaring the organization as a News Media Organization, naming the founder (Dustin Reed Terry), listing press mentions as 'subject of' properties, and providing contact details and address, which supports entity clarity but has minimal causal effect on citation.

Publish a cite-worthy article on MarketSpy · $9.99 intro →

What to fix, ranked by impact

Highest-leverage first. Purple and green: Essentras can do it for you. Grey: a do-it-yourself win.

Tier-1 press placementsfrom $97

Being named on independent, trusted publications is the strongest correlate of AI citation. It beats backlinks and domain authority. This is the #1 lever.

Fix this →
Business Insider / Yahoo / AP News bundle$833

Three tier-1 outlets AI engines already read and cite. The fastest way to build the third-party mentions AI weighs most.

Fix this →
Google Knowledge Panelfrom $650

A Knowledge Panel is how Google and AI Overviews confirm you are a real entity worth citing.

Fix this →
Wikipedia page creation$4,000, money-back

In Profound’s analysis of ChatGPT citations from Aug 2024 to Jun 2025, Wikipedia was the most cited source, at 7.8% of all citations. With no page, there is no encyclopedia entry for assistants to cite about you.

Fix this →
MarketSpy placement ($9.99 intro)$9.99

A professional, AI-indexed article about you on a real outlet. The fastest, cheapest way to give assistants something concrete to quote.

Fix this →
Make it answer-first and extractableDIY

Lead each section with a 1-3 sentence direct answer, then a list or real table. One heading = one question. AI can only cite what it can cleanly extract.

Don’t waste time on

  • ✕Obsessing over schema / JSON-LD. Controlled before/after tests show it has no causal lift on AI citations. Keep it for normal Google rich results, but do not over-invest expecting AI to cite you because of it.
  • ✕Adding an llms.txt file for Google. Google says Google Search ignores llms.txt files: they neither help nor harm your visibility there. Keep the file only if another service uses it.
  • ✕Chasing word count. Google says it has no preferred word count and no ideal page length: write as long as the reader needs.

How to fix this fast

AI barely sees you. The fastest fix is a citation on a source it already trusts.

We write and publish a professional article about you on a real, AI-cited outlet, indexed by Google and citable by ChatGPT, Claude and Perplexity. Get your first placement for $9.99.

A score is a prediction. This is the receipt.

You now know if AI could cite you.
Want to know if it does?

The score above reads your page and predicts. The check does the opposite: it finds the questions your buyers actually type, using Google’s own search-volume data, puts them to 7 live AI models with the web open, and shows you the answer word for word.

Your name highlighted if it is in there. The competitors it named instead if it is not.

Run the free AI check

Free. No account, no card. About a minute.

somebody asks an AI: best crm for a small sales team

  1. 1HubSpot
  2. 2Pipedrive
  3. 3Salesforce
  4. 4Zoho CRM
5

your company?

A real answer from a real check. Names as the model returned them.

This scored one page. The full baseline scores your whole category.

We ask 50 buying questions about what you sell to ChatGPT, Meta AI, Claude, Gemini, Perplexity, DeepSeek and Grok, then send you who got named instead of you, and why. $97, back in 2 business days.

Check any URL free at essentras.com/tools/ai-visibility-score.