At Last a Life

Your score: 26 / 100

Rubric: 80+ = well-indexed (cited in genre listicles + structured data present, LLMs surface it for category queries). 60-79 = partially visible (findable by direct title search, weak in genre context). <60 = effectively invisible to LLM retrieval.

Verdict: Your book has strong third-party validation and a UK "on prescription" credential but remains absent from modern listicle rankings, limiting its LLM discoverability in 2024–25 recommendations.

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The recommendation test

Query run: "best books for health anxiety" ✗ No — your book is not in the top results. Top books returned in that search:

1. Overcoming Health Anxiety: Letting Go of Your Fear of Illness · Katherine Owens and Martin M. Antony
2. Freedom from Health Anxiety · Karen Lynn Cassiday
3. The Complete Guide to Overcoming Health Anxiety: How to Live Life to the Fullest...Because You're Not Dead (Yet) · Unknown This test is the strongest piece of evidence in the report — anyone can re-run the same query in ChatGPT or Perplexity and verify the result in under a minute.

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What the AI currently knows about your book

Your book has a Goodreads page with 1,158 ratings and a 4.26-star average , and it was voted the best overall book on anxiety by Healthline . The book has sold over 200,000 copies around the world , and it is now on prescription through certain doctors' surgeries in the UK. However, the book does not appear in current health-anxiety listicles or competitive "best of" roundups from 2024–25, and searches returned no NHS Reading Well official listing, which is the primary institutional directory for UK health-self-help recommendations.

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Who's being recommended for your genre instead

• The Essential Guide to Health Anxiety · Dennis Simsek · combines professional insight with personal experience of health anxiety recovery

• The Body Keeps the Score · Bessel van der Kolk · trauma and somatic mental health (broader audience, not health-anxiety-specific)

• Anxiety for Beginners · Eleanor Morgan · broad anxiety exploration rather than disorder-specific

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The three fastest fixes

1. Secure NHS Reading Well Mental Health inclusion (long-term, high-leverage play)

• Where: The Reading Agency (reading-well.org.uk), by invitation through health partner panel
• Setup effort: 0 hours directly from you; requires healthcare professional advocate or GP champion willing to nominate
• Time to impact: 6–12 months once a nomination pathway opens; Reading Well curates annually and by invitation only
• Why it's first: NHS Reading Well placement reaches every UK public library, appears in GP surgeries, and is cited by ChatGPT and Perplexity for UK health queries; institutional endorsement multiplies discoverability overnight

2. Build a Goodreads author platform and seeding campaign

• Where: Goodreads Author dashboard + Goodreads Listopia curation (goodreads.com)
• Setup effort: 4–6 hours (claim author profile, add series info, engage with health anxiety fan lists and shelves)
• Time to impact: 3–4 months for Goodreads algorithm to weight your book in "best health anxiety books" curated lists
• Why it's second: Your 1,158 existing ratings are strong, but the book doesn't appear in top Goodreads lists for the genre; author engagement + shelf management pushes retrieval in Goodreads-powered LLM citations

3. Pitch your story to anxiety/health blog and podcast networks

• Where: The Anxiety Guy, AnxietyNoMore community, leading mental-health podcasts (Anxiety Coaches, Mental Health Unplugged)
• Setup effort: 3–4 hours (prepare 30-second pitch, identify 10–15 podcasts, write personalized outreach)
• Time to impact: 2–6 months for first podcast placements; 3–6 months more for transcripts to index and feed LLM retrieval
• Why it's third: Bylined mentions and podcast appearances create new indexed references outside Amazon; LLMs weight author voice and lived-experience cred heavily in mental-health recommendations

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The bigger pattern

Training data is static once a model ships; retrieval is where live competition happens. Whoever ranks for "best health anxiety books 2024–25" on Google, Goodreads, and specialist listicles gets cited by ChatGPT, Perplexity, and Gemini when users ask about anxiety recovery. Your book has genuine institutional cred (on prescription, 200K+ copies) but was written before modern listicle cycles began; newer titles with active marketing are now bidding for those top spots. Moving the needle this quarter means: (1) securing an NHS pathway via a champion GP or therapist, (2) winning Goodreads shelf space through author engagement, and (3) building earned media via podcast guest spots so new citations accumulate in Google's index.

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How this score breaks down

Retrievability — 10 / 10
Amazon page surfaces, title is searchable

Structured-data depth — 0 / 20
Goodreads, Wikipedia, Wikidata — the citation graph LLMs train on

Listicle / peer-set presence — 0 / 25
Inclusion in 'best [genre] books' round-ups — primary retrieval signal

Institutional authority — 8 / 20
Genre-specific endorsements (NHS Reading Well, prize longlist, NYT bestseller, etc.)

Author graph — 8 / 15
Author Wikipedia, bylines, podcast trail

Cross-source citation — 0 / 10
Reddit, Substack, niche forum discussion

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