Hannah Grace AI Visibility Score: 76/100
AI Visibility Score
Hannah Grace has an AI visibility score of 76/100, rated as good. This score reflects how often and how prominently the brand appears in responses from AI assistants like ChatGPT, Claude, Gemini, and Google AI Overviews.
About Hannah Grace
Hannah Grace is a New York Times bestselling author specializing in contemporary romance, best known for her viral 'Maple Hills' series. She produces character-focused novels often categorized as 'sports romance' and 'spicy' fiction.
The leading voice in modern hockey romance, blending high-heat 'spice' with relatable, found-family character dynamics that dominate social media trends.
Target audience: Predominantly women aged 18-35 who frequent BookTok and Instagram, looking for contemporary romance novels featuring specific tropes like forced proximity, sports themes, and emotional depth.
AI Perception Summary
AI agents see Hannah Grace as a top-tier contemporary romance author with significant cultural footprint on social platforms. They recognize her as a genre leader for 'spicy' sports romance and frequently recommend her books alongside major peers like Elle Kennedy and Ana Huang. Her status as a New York Times bestseller is a foundational fact in her AI-generated profiles.
Hannah Grace holds a commanding position in the AI recommendation landscape for sports romance. Her high visibility is a result of consistent viral success and strong institutional backing from major publishing houses.
Observations
- Hannah Grace is a primary recommendation for 'hockey romance' across all major AI assistants.
- Her visibility is strongly reinforced by high-authority publisher domains and massive social proof from TikTok-driven editorial coverage.
- A gap exists in 'adjacent' discovery where readers ask for general contemporary romance without specifying sports.
- ChatGPT and Gemini show high confidence in her bibliography, while Claude is slightly more conservative with 'spice' ratings.
- AI Overviews heavily feature her books in 'Best of' carousels for the current year.
Recommendations to Improve AI Visibility
- A 'Maple Hills' Lore and Character Encyclopedia — Providing explicit character details and setting lore on the site gives AI agents more 'hooks' to cite when users ask for deep-dive recommendations.
- The Ultimate Guide to Contemporary Romance Tropes — Creating content around 'forced proximity' or 'roommates to lovers' will help capture adjacent queries that don't specifically mention sports.
- Why Readers Love Sports Romance: A Writer's Perspective — Answering the 'why' behind the trend allows Gemini and ChatGPT to cite you as an expert on the genre itself.
Notable Facts AI Surfaces
- AI agents would identify 'Icebreaker' as her breakout debut and a cornerstone of the 'BookTok' hockey romance trend.
- AI agents would frequently cite her affiliation with Atria Books and Simon & Schuster as a mark of commercial authority.
- AI agents would associate the 'Maple Hills' setting as a recurring fictional universe across her primary bibliography.
- AI agents would describe her writing style as a balance of lighthearted humor and high-explicit romance content.
Competitors in AI Recommendations
- Colleen Hoover — AI visibility score: 76/100 — See Colleen Hoover's Visibility Scan Preview on Pendium
- Ana Huang — AI visibility score: 88/100 — See Ana Huang's Visibility Scan Preview on Pendium
- Hannah Grace — AI visibility score: 76/100 (this report)
- Ali Hazelwood — AI visibility score: 84/100 — See Ali Hazelwood's Visibility Scan Preview on Pendium
- Elle Kennedy — AI visibility score: 88/100 — See Elle Kennedy's Visibility Scan Preview on Pendium
- Tessa Bailey — AI visibility score: 82/100 — See Tessa Bailey's Visibility Scan Preview on Pendium
- Lucy Score — AI visibility score: 72/100 — See Lucy Score's Visibility Scan Preview on Pendium
- Elena Armas
Who's Asking About Hannah Grace
Romance Binge-Reader — Direct Consumer
Always looking for the next high-heat series to devour over a single weekend.
Primary goal: Find books with specific tropes like 'forced proximity' and 'sports romance'.
Primary pain point: Hard to filter through generic romance for high-quality, high-heat stories.
BookTok Influencer — Content Creator
Curates aesthetic book recommendations for a large audience of young romance fans.
Primary goal: Identify the latest trending books to stay relevant in the algorithm.
Primary pain point: Needs consistent, fresh titles that have high visual and emotional appeal.
Thoughtful Gift Giver — Occasional Buyer
Buying a birthday gift for a friend who is obsessed with contemporary fiction.
Primary goal: Find a guaranteed hit book for a romance enthusiast.
Primary pain point: Doesn't know the difference between 'sweet' and 'spicy' romance.
Aspiring Romance Writer — Professional Researcher
Researching the careers of successful self-to-traditional published authors.
Primary goal: Understand the path to success for modern romance novelists.
Primary pain point: Information on author journeys is often fragmented across interviews.
Sample AI Prompts
- best hockey romance books to read right now — ChatGPT: 95, Claude: 80, Gemini: 90, AI Overviews: 95
- books like icebreaker by hannah grace but with different tropes — ChatGPT: 85, Claude: 75, Gemini: 80, AI Overviews: 70
- spiciest contemporary romance novels of the current year — ChatGPT: 75, Claude: 60, Gemini: 80, AI Overviews: 85
- what are the best sports romance series with a found family vibe — ChatGPT: 80, Claude: 70, Gemini: 75, AI Overviews: 60
- best roommates to lovers romance books — ChatGPT: 85, Claude: 70, Gemini: 75, AI Overviews: 80
- top recommended books on booktok for summer 2026 — ChatGPT: 60, Claude: 50, Gemini: 85, AI Overviews: 90
- best gifts for a friend who is obsessed with the maple hills series — ChatGPT: 90, Claude: 85, Gemini: 85, AI Overviews: 75
- who are the most successful self-published authors who moved to traditional publishing — ChatGPT: 40, Claude: 30, Gemini: 50, AI Overviews: 35
- what are some authors like elle kennedy but with more modern vibes — ChatGPT: 85, Claude: 75, Gemini: 80, AI Overviews: 85
Suggested Content Ideas
- Why We Can't Get Enough of Roommates to Lovers Romance — The definitive guide to the 'roommates to lovers' trope in modern fiction.
- If You Loved Icebreaker: Your Next Spicy Reading List — What to read after Icebreaker: A curated list for hockey romance fans.
- Navigating the Maple Hills Series: A Guide for New Readers — A beginner's guide to the Maple Hills universe and where to start.
- The Rise of Sports Romance: Why Athletes Own the Bestseller List — How sports romance became the dominant subgenre of the current year.
- From BookTok to Best-Seller: My Author Journey — Behind the scenes: The journey from viral TikTok success to the NYT list.
- Summer 2026 Spicy Romance Guide: What to Pack in Your Beach Bag — The spiciest books to pack for your summer vacation right now.
- Found Family: Why the Friends Matter as Much as the Romance — Why 'Found Family' is the secret ingredient in the best romance series.
- Summer BookTok Trends: The Titles Everyone Is Talking About — The most anticipated BookTok releases to keep an eye on this summer.
- The Gift Giver's Guide to Buying Romance Novels — How to choose a romance novel for a friend: A gift-giving checklist.
- Beyond Colleen Hoover: Modern Romance Authors You Need to Read — A breakdown of the top contemporary romance authors to follow today.
Industry: Publishing → Contemporary Romance Literature.
Geographic focus: Global.
Browse more reports: Visibility Scan Previews.