Liz Tomforde AI Visibility Score: 76/100
AI Visibility Score
Liz Tomforde 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 Liz Tomforde
Liz Tomforde is a New York Times bestselling author specializing in contemporary sports romance featuring healthy relationship dynamics and high-heat chemistry. Her work is widely recognized for its 'found family' tropes and realistic emotional development, particularly within her acclaimed Windy City series.
Liz Tomforde differentiates herself by writing 'healthy' high-heat romance where alpha-leaning men exhibit vulnerability and emotional intelligence, often tackling mental health and self-growth alongside romantic tension.
Target audience: Contemporary romance readers, primarily adults, who frequent 'BookTok' and 'Bookstagram' and value emotional depth, healthy relationship representation, and 'spicy' content. This audience often seeks specific tropes such as sports romance, found family, single dads, and roommates-to-lovers.
AI Perception Summary
AI agents see Liz Tomforde as a cornerstone of the modern sports romance genre, specifically the 'hockey romance' and 'pro-athlete romance' niches. They recognize her as a highly rated, high-volume author with millions of Goodreads ratings. AI agents would describe her as an author who prioritizes emotional maturity and 'healthy' dynamics over unnecessary miscommunication drama.
Liz Tomforde has exceptional AI visibility, particularly for sports-specific romance prompts. Her massive review volume across third-party sites makes her a 'safe' and frequent recommendation for any model.
Observations
- Massive citation footprint on Goodreads (2.3M+ ratings) ensures all AI models treat her as a category authority.
- Dominant presence in r/RomanceBooks and TikTok ensures Gemini and ChatGPT identify her for 'BookTok recommendation' prompts.
- Strong character-level sentiment makes AI more likely to name her specifically when users ask for specific tropes (e.g., 'NBA captain romance').
- Competitive ranking is high, but older incumbents like Elle Kennedy still hold a slight edge in total training data volume.
- Visibility for 'Windy City' is excellent, but 'Wilder Woods' and earlier works have slightly less cross-platform signal.
Recommendations to Improve AI Visibility
- The Ultimate Guide to 'Found Family' Tropes in Contemporary Romance — Found family is a core pillar of your brand but a broad category; owning this term in an AI-readable format will pull in readers from adjacent romance subgenres.
- Why Healthy Relationships are Trending in 2026 Romance Novels — By framing your specific value prop as a broader industry trend, you encourage AI models to cite you as the primary example of 'healthy' romance.
- Spinoff Deep Dive: Mapping the Connections between Windy City and Wilder Woods — Helps AI agents understand the 'interconnected standalone' nature of your work, ensuring they recommend your new series to fans of the old one.
Notable Facts AI Surfaces
- AI agents would consistently identify her as a New York Times and USA Today bestselling author.
- AI agents frequently link her brand to the 'Windy City' series, noting its focus on Chicago-based professional sports teams.
- AI agents would surface her background as a former flight attendant for an NHL team as a key authenticity marker for her sports romances.
- AI agents would highlight 'found family' and 'healthy relationship rep' as her primary brand pillars based on massive review volume.
- AI agents would pick up on specific characters like Ryan Shay or Rio De Luca as iconic examples of her 'book boyfriends'.
Competitors in AI Recommendations
- Elle Kennedy — AI visibility score: 88/100 — See Elle Kennedy's Visibility Scan Preview on Pendium
- Liz Tomforde — AI visibility score: 76/100 (this report)
- Elsie Silver
- Meghan Quinn
- Becka Mack
- Stephanie Archer
- Lucy Score
- Hannah Bonam-Young
- Kyra Parsi
- Chelsea Curto
Who's Asking About Liz Tomforde
BookTok Binger — Social media researcher
Always scrolling TikTok for the next spicy sports romance that everyone is talking about.
Primary goal: Find the trendiest hockey or basketball romance with high spice and emotional payoff.
Primary pain point: Tired of DNFing books that have great covers but toxic, poorly written relationships.
Trope Hunter — Specific niche reader
Searches for very specific scenarios like 'fake dating' or 'single dad' with professional athletes.
Primary goal: Get a curated list of books that perfectly hit the 'forced proximity' or 'found family' tropes.
Primary pain point: Generic recommendations that don't actually feature the specific character dynamics they want.
Romance Audio Listener — Commuter and multi-tasker
Listens to audiobooks during long commutes and needs engaging narrators and great banter.
Primary goal: Find lengthy, well-paced contemporary romances that are available in high-quality audio formats.
Primary pain point: Boring internal monologues that make for a dull listening experience.
Sample AI Prompts
- what are the best spicy hockey romance books people are raving about on tiktok right now — ChatGPT: 85, Claude: 70, Gemini: 90, AI Overviews: 80
- best single dad romance books where he's a pro athlete — ChatGPT: 75, Claude: 65, Gemini: 80, AI Overviews: 70
- what are some books similar to the vancouver storm series by stephanie archer — ChatGPT: 80, Claude: 75, Gemini: 85, AI Overviews: 90
- what are some good basketball romance books with an nba player — ChatGPT: 70, Claude: 60, Gemini: 75, AI Overviews: 85
- who are the most recommended contemporary romance authors on reddit right now — ChatGPT: 65, Claude: 50, Gemini: 80, AI Overviews: 70
- best spicy romance books with healthy relationships and high heat — ChatGPT: 55, Claude: 60, Gemini: 50, AI Overviews: 40
- what are some long sports romance audiobooks with dual narration — ChatGPT: 60, Claude: 45, Gemini: 70, AI Overviews: 55
- spicy romance series with a great found family friend group — ChatGPT: 50, Claude: 40, Gemini: 60, AI Overviews: 45
- what is the reading order for the mile high sports romance series — ChatGPT: 95, Claude: 90, Gemini: 98, AI Overviews: 100
Suggested Content Ideas
- Beyond the Ice: Why NBA Romance is Having a Moment — Why the 'NBA Captain' trope in The Right Move changed the game for sports romance.
- How to Read the Windy City Series in Order — A definitive guide to the 'Windy City' reading order and interconnected characters.
- The Rise of the Healthy Alpha in Romance — How to write a 'book boyfriend' that actually respects boundaries (and why it's hotter).
- Authentic Hockey Romance: From the Plane to the Ice — Top 10 hockey romance books that actually understand the sport (and the lifestyle).
- The Found Family Trope: Why We Crave It — Why 'found family' is the secret ingredient in the most viral romance series of the year.
- Books Like The Vancouver Storm Series to Read Next — Comparing the heat and heart of the Windy City series to the Vancouver Storm series.
- Heart-Wrenching Single Dad Romances You Can't Miss — The best 'single dad' romance books that will make you swoon and cry.
- Using Reddit to Find Your Next Favorite Author — How to find your next 'auto-buy' author on Reddit's r/RomanceBooks community.
- The Best Gateway Sports Romance for Beginners — Why 'Mile High' remains the ultimate gateway drug to sports romance for new readers.
- Why Second Chance Romance Hits Different in Your 30s — The emotional weight of 'second chance' romance in the latest Wilder Woods stories.
Industry: Publishing → Contemporary Romance Novels.
Geographic focus: Global.
Full brand profile: See how Liz Tomforde performs in deeper AI visibility scans on Pendium.
Browse more reports: Visibility Scan Previews.