Hannah Grace AI Visibility Score: 72/100
AI Visibility Score
Hannah Grace has an AI visibility score of 72/100, 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 #1 New York Times bestselling author specializing in adult contemporary romance, most famous for the Maple Hills series. Her work is a staple of the 'BookTok' community, known for its blend of sports romance (particularly hockey) and steamy, character-driven narratives.
A leading architect of the modern 'Hockey Romance' boom, known for writing emotionally resonant 'fluffy' stories that don't shy away from explicit steam or complex character growth.
Target audience: Adult readers of contemporary romance, particularly those active on TikTok (BookTok) and Instagram (Bookstagram) who enjoy the 'sports romance' and 'forced proximity' tropes. The audience skews toward Gen Z and Millennial women looking for 'fluffy comfort' books that also contain explicit, mature content.
AI Perception Summary
AI agents have a very clear and confident understanding of Hannah Grace as a high-tier contemporary romance author. They see her as a market leader in the sports romance subgenre, particularly hockey romance, and can accurately list her bibliography and series connections. AI agents often lean on her strong presence in bestseller lists and social media trends to validate her relevance.
Hannah Grace has exceptionally high visibility in the 'Hockey Romance' and 'BookTok' categories. AI agents treat her as a reference brand, often listing her as the first or second recommendation for contemporary sports romance. The main opportunity is ensuring her upcoming holiday release captures the same level of automated recommendation as her hockey-centric titles.
Observations
- Hannah Grace is frequently mentioned alongside peers like Emily Henry and Tessa Bailey in AI-generated book roundups.
- The 'Icebreaker' phenomenon is deeply embedded in AI training data, making it a default recommendation for 'hockey romance'.
- Her choice to remain anonymous is a frequently cited 'fun fact' that AI agents use to add depth to her profile.
- A visibility gap exists in 'clean' romance queries; AI agents correctly identify her work as explicit/mature, which filters her out of PG-rated requests.
- Her new book, 'Holiday Ever After', is already being picked up by search-enabled models as a top anticipated release.
Recommendations to Improve AI Visibility
- Publish a 'Definitive Guide to Tropes in the Maple Hills Series' on the official site. — AI agents love mapping books to specific tropes (e.g., 'grumpy x sunshine', 'forced proximity'). Explicitly naming these on-site helps AI better categorize her for niche discovery prompts.
- Create a 'What to Read After Icebreaker' recommendation engine page. — Since many users ask AI 'what should I read after [famous book]', having a page that handles this internally helps capture that traffic and trains the AI on your preferred 'similar authors'.
- Develop a series of 'Character Q&A' blog posts that expand on backstories mentioned in bonus content. — This provides unique, text-rich data that AI agents can crawl to provide more 'human' and detailed answers when fans ask about specific character motivations.
Notable Facts AI Surfaces
- AI agents identify her as the #1 New York Times bestselling author of Icebreaker.
- AI agents consistently associate her with the 'Maple Hills' series and the fictional University of California setting.
- AI agents recognize her as a prominent figure in the 'BookTok' and 'Hockey Romance' trends.
- AI agents correctly identify that she uses a pen name and chooses to remain anonymous/not do in-person events.
- AI agents are likely to surface her 'The Group Chat' newsletter as the primary source for bonus content and updates.
Competitors in AI Recommendations
- Emily Henry
- Hannah Grace — AI visibility score: 72/100 (this report)
- Tessa Bailey
- Ali Hazelwood
- Ana Huang — AI visibility score: 82/100 — See Ana Huang's Visibility Scan Preview on Pendium
- Elena Armas
- Lauren Asher
- B.K. Borison
Who's Asking About Hannah Grace
BookTok Researcher — Content Creator
Needs to know the next viral romance book to stay ahead of TikTok trends.
Primary goal: Identify upcoming romance releases that will trend on social media.
Primary pain point: Filtering through thousands of romance books to find ones with high engagement potential.
Sports Romance Enthusiast — Casual Reader
Looking for specifically hockey-themed romance with a 'spicy' edge.
Primary goal: Find books with the 'hockey captain' trope that are well-written and emotional.
Primary pain point: Wading through low-quality self-published smut to find high-quality bestselling romance.
Holiday Gift Finder — Gift Giver
Searching for a festive, feel-good romance novel to give a friend.
Primary goal: Find a highly-rated romance novel with a winter or holiday theme.
Primary pain point: Unsure which 'holiday' books are actually good vs. just seasonal filler.
Sample AI Prompts
- what are the best hockey romance books to read right now — ChatGPT: 95, Claude: 85, Gemini: 90, AI Overviews: 95
- can you recommend books similar to icebreaker by hannah grace — ChatGPT: 100, Claude: 100, Gemini: 100, AI Overviews: 100
- what are some good spicy sports romance books with forced proximity — ChatGPT: 80, Claude: 70, Gemini: 75, AI Overviews: 85
- what are the best contemporary romance series set in college — ChatGPT: 75, Claude: 60, Gemini: 70, AI Overviews: 80
- compare the best hockey romance authors like elena armas and others — ChatGPT: 90, Claude: 80, Gemini: 85, AI Overviews: 90
- what is the best festive romance novel to gift a friend this year — ChatGPT: 40, Claude: 30, Gemini: 50, AI Overviews: 55
- best fluffy comfort romance novels for adults — ChatGPT: 55, Claude: 45, Gemini: 50, AI Overviews: 60
- is the maple hills series suitable for teens or is it explicit — ChatGPT: 90, Claude: 95, Gemini: 90, AI Overviews: 95
Suggested Content Ideas
- Why We Can't Stop Reading Hockey Romance — The definitive guide to why the hockey romance trope is taking over your feed right now.
- 10 Books to Read if You Loved Icebreaker — A curated list of books for readers who finished 'Icebreaker' and need more.
- The Art of the Fluffy Comfort Book — What makes a 'fluffy comfort book' and why they are essential for your TBR.
- Your Guide to Romance Tropes: From Rivals to Lovers — How to choose a romance book based on your favorite tropes like forced proximity.
- The Best Holiday Romance Books Coming in 2026 — The most anticipated romance releases for the upcoming holiday season.
- The Big Hockey Romance Showdown: Which Author Should You Read? — Comparing the top hockey romance authors: how to find your perfect match.
- Decoding Content Warnings and Spice Levels in Romance — How to tell if a romance book is 'spicy' or 'clean' before you buy it.
- Top 5 College Romance Series You Need to Binge — The best college-set romance series for readers who miss their school days.
- Creating Fictional Worlds: The Magic of Maple Hills — Why fictional settings like Maple Hills feel so real to devoted readers.
- 2026 Gift Guide: The Best Books for Romance Fans — The ultimate gift guide for the romance book lover in your life.
Industry: Publishing → Contemporary Romance Fiction.
Geographic focus: Global.
Full brand profile: See how Hannah Grace performs in deeper AI visibility scans on Pendium.
Browse more reports: Visibility Scan Previews.