The diagnosis
Your book needs work — likely reader search language such as "cozy mystery", "cozy mystery series book 1", and 2 more high-intent terms isn't reflected in your listing.
Weakest area: keyword alignment (50%). The fixes below are ranked by impact.
Murder at the Lighthouse Café · scored 2026-05-05
How your 100-point Book Discoverability Score breaks down. All shown as % (higher is better). Same for every book, so scores are comparable.
Conversion Strength is made up of:
Your 5-step action plan
— work through these in orderCompetitor Benchmark
You're punching below your weight in this category. The book itself sounds well-loved (4.5★) but the listing is missing every standard cozy-mystery signal — genre label, series number, comp authors, recipe callout — that competitors use to claim shelf space. Fixing the listing alone would likely double your click-through.
The literal phrase 'cozy mystery' appears in every competitor's listing and is missing from yours.
No series banner, no comp authors, no recipe callout — reviewers say all three are what they love, but new shoppers can't see it.
Mood is right; genre vocabulary (illustrated cat, coffee cup) is missing.
The 4 competitors we benchmarked
Murder at the Lavender Inn (Coastal Cozy Mysteries Book 1)
Positioning
Series label in the subtitle, 'for fans of Joanne Fluke' in line 1 of the blurb. Recipe callout on the cover.
Cover
Illustrated cottage with a cat in the window — textbook cozy.
A Scone to Pick (Bakery Cozy Mysteries Book 1)
Positioning
Pun title + series number; subtitle says 'A Cozy Mystery with Recipes'.
Cover
Illustrated scones and a steaming mug — instantly readable as cozy.
Death by the Harbor: A Coastal Whodunit
Positioning
Strong setting hook but doesn't label itself as cozy or as a series.
Cover
Photographic harbor cover — moodier than typical cozy, but still readable.
The Cat Who Solved the Pier Mystery
Positioning
Long-running series leveraging a recognizable formula; subtitle calls out 'Book 7 in the bestselling cozy mystery series'.
Cover
Illustrated cat on a pier — quintessential cozy vocabulary.
Keywords you're missing
- 4/4
cozy mystery
The single highest-intent category keyword — and one your listing currently doesn't clearly signal.
- 3/4
book 1 of a series
Series-readers filter for openers — surfacing 'Book 1' captures a high-value buyer segment.
- 2/4
cozy mystery with recipes
Niche but high-loyalty audience; you have the recipe but don't advertise it.
What to copy
Put the series name and 'Book 1' in the subtitle, the way every stronger competitor does.
From "Murder at the Lavender Inn (Coastal Cozy Mysteries Book 1)" — Surfaces the series-opener signal to the cozy reader actively looking for new series to start.
Add a 'for fans of [comp authors]' line as the first or second sentence of the blurb.
From "Murder at the Lavender Inn (Coastal Cozy Mysteries Book 1)" — Cozy readers self-identify by author affinity — this line converts faster than plot description.
Surface the recipe bonus on the cover or in an A+ module.
From "A Scone to Pick (Bakery Cozy Mysteries Book 1)" — It's a differentiator your reviewers already love but new shoppers can't see.
What to avoid
- Stacking generic words like 'charming, delightful, page-turner' — every cozy uses these and they don't differentiate.
- Photographic moody covers (harbor, lighthouse-only) in this category — they signal literary, not cozy, to the scrolling shopper.
Oversaturated terms
Sample uses a fictional listing, so competitor covers are shown as placeholders. Your real report pulls live cover thumbnails from Amazon for every benchmarked book.
Benchmark uses live Amazon search results for "Murder at the Lighthouse Café" and similar titles. Results refresh every 24 hours.
This is a sample report generated from a fictional cozy mystery listing — real reports use your actual title, subtitle, description, and A+ content.