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Will AI cite jimcarlough.com?

AI Visibility Score, last checked 11 Sept 2026.

AI Visibility Score
48/100

Moderate third-party presence (11 domains including Forbes, Des Moines Register) but no Knowledge Panel or Wikipedia limits AI citation reach.

38/100
Entity authority
61/100
On-page

ChatGPT and Perplexity may cite Jim Carlough when answering leadership-identity or Six Pillars queries, drawing on Forbes contributions and press mentions in Des Moines Register and Kitsap Sun. Google AI Overviews and Copilot are less likely without a Knowledge Panel or Wikipedia page to anchor entity resolution, even though the brand owns its SERP and has structured Person schema.

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)
58/100

Eleven distinct third-party domains name Jim Carlough, including Forbes (contributor), Des Moines Register, Kitsap Sun, Buzzsprout, and major social platforms—a solid mid-tier share of voice for a personal brand.

Fix: Pursue more editorial placements in business and leadership publications (Harvard Business Review, Inc., Entrepreneur) and secure podcast guest spots on top-tier shows to broaden corpus presence.

Get tier-1 press placements · from $250
Knowledge Panel & entity clarity
42/100

No Google Knowledge Panel found; the site has comprehensive Person schema with job titles, alumni, and same-as links, but Google has not yet created a panel to disambiguate the entity.

Fix: Claim and optimize the Wikidata item if one exists, ensure consistent name-address-phone across all profiles, and build more high-authority backlinks with anchor text including the full name to trigger panel creation.

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

No Wikipedia page exists for Jim Carlough, removing the single strongest corpus source for ChatGPT and other engines.

Fix: If notability criteria are met (significant coverage in independent reliable sources), draft a neutral Wikipedia article citing the Forbes pieces, press mentions, and book adoption by University of North Texas; otherwise, focus on earning more press to build eligibility.

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)
48/100

The page defines proprietary frameworks (Leadership Identity Gap, Six Pillars, ANCHOR Decision Framework) and cites a University of North Texas curriculum adoption, but lacks original statistics, case-study data, or direct client quotes with measurable outcomes.

Fix: Publish original research or survey data on leadership identity gaps, include specific client transformation metrics (percentage improvements, revenue impact), and add verbatim quotes from named executives describing before-and-after results.

Publish a cite-worthy article on MarketSpy · $9.99 intro
Extractable structure (answer-first, lists, tables)
55/100

The FAQ section provides answer-first definitions of key concepts (Leadership Identity Gap, Six Pillars, ANCHOR), and the page uses clear headings, but much content is promotional prose rather than extractable lists or tables.

Fix: Reformat the Six Pillars and ANCHOR sections into bulleted or numbered lists with one-sentence definitions per item, and add a comparison table (e.g., skill-based vs. identity-based leadership) to improve extractability.

Publish a cite-worthy article on MarketSpy · $9.99 intro
Freshness
72/100

Recent blog posts are dated September 2026 (future dates, likely placeholders or test content), signaling active updates, though the main page body lacks a last-modified timestamp.

Fix: Ensure all dates reflect real publication times, add a visible last-updated date to the homepage or About section, and maintain a regular publishing cadence to reinforce recency signals.

Technical eligibility (crawlable, AI bots allowed)
85/100

No AI crawler blocks detected in robots.txt; the page is client-rendered but the rendered text was successfully fetched, so engines can access the content.

Schema & on-page E-E-A-T
68/100

Comprehensive Person and Organization schema present, including job titles, alumni, awards (Amazon Bestselling Author, Forbes Council Member), and same-as links; named authorship is implicit in the Person schema but not explicitly marked on blog posts.

Fix: Add explicit author schema with credentials to each blog post, and include a brief bio block with Seton Hall alumni and Forbes Council membership visible on the page to reinforce expertise signals.

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

What to fix, ranked by impact

Highest-leverage first. Purple/green = Essentras can do it for you; grey = a do-it-yourself win.

Tier-1 press placementsfrom $250

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$840 (was $1,860)

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

Wikipedia is ~48% of ChatGPT’s cited sources. With no page, AI has no canonical reference 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 →
Add original data or a direct quoteDIY

Information gain is the top causal on-page lever (+22-41% in controlled tests). Add a stat, benchmark, or quote no other page has — restating consensus barely helps.

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. AI crawlers do not read it (Google confirmed; ~0.1% of AI-bot requests hit it). It is speculative, not a ranking factor.
  • Chasing word count. Correlation between length and AI citation is ~0.04 (basically none). Originality and structure beat length every time.

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 citeable by ChatGPT, Claude and Perplexity. Get your first placement for $9.99.

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