AI Fiction Lab

AI Fiction Lab

Home
Notes
Atlas Of My Heart
Post-Apoc
Military Sci-Fi
Fantasy/Romance
The Lab
Kid's books
Author's Haven
Archive
About

Stop Keyword Stuffing. Start Intent Modeling.

The indie author's guide to surviving Amazon in 2026.

Marcin Pilarczyk's avatar
Marcin Pilarczyk
Jan 12, 2026
Cross-posted by AI Fiction Lab
"Hello, my fellow Author Gold subscribers! I know many of you are working on increasing your online visibility and your reach to new readers. The reality is this is an algorithmic world. This post by AI Fiction Lab provides some great guidance in how it works behind the scenes, so you can strategize and work with the system, not against it. Happy reading! "
- Author Gold

If you are still trying to game the Amazon algorithm like it’s 2022, you aren’t just losing sales. You’re invisible.

For a decade, the game was mechanical. Find the high-volume keywords. Stuff them into your subtitle. Run ads until the “velocity” kicks in. It was a math problem.

AI Fiction Lab is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.

But in 2026, the math changed.

Amazon isn’t just a search engine anymore. It’s a knowledge engine. It doesn’t care if your title matches a search string. It cares if your book answers a question. It’s no longer asking, “Does this book have the word ‘mystery’ in the title?” It’s asking, “Is this book the best answer for a user who wants a cozy, low-stress escape for a rainy weekend?”

That distinction is everything. Here is how to get seen without burning out.

1. The “Use-Case” Audit

We used to obsess over the what – the plot, the characters, the tropes. But the new algorithm (COSMO) builds its understanding on common sense relationships. It connects a book to a human need, not just a genre tag.

You have to stop describing your book and start explaining its function.

If you look at the old way of doing things, descriptions focused on the product: “A gripping sci-fi thriller about a colonist on Mars.”

That doesn’t work as well now. You need to weave in the use case: “A distraction-free sci-fi survival story for fans of engineering puzzles.”

Go through your book description right now. Are you telling the machine what the book is, or what it does for the reader? Phrases like “perfect for a weekend binge” or “emotional comfort read” are now better SEO than generic genre tags.

2. Your Cover is Now Data

People used to say “don’t judge a book by its cover,” but the algorithm literally does exactly that.

Amazon’s search is multimodal now. It “sees” your cover image as data. If your metadata says “Romance,” but your cover uses the dark, moody color palette of a Thriller, the AI gets confused. It calls this “Relevance Confusion.”

And a confused algorithm is a silent one. It won’t show your book because it thinks the user will bounce.

Before you finalize a cover, run it through a vision AI tool. Ask it what genre the image conveys. If it doesn’t scream your genre back at you, you are fighting an uphill battle.

3. The “Search Everywhere” Strategy

The journey to your book often starts outside of Amazon.

Readers are asking Answer Engines like Perplexity and ChatGPT things like, “What are the best historical fiction novels about the French Revolution published in 2026?”

If your author website is just a pretty picture and a newsletter signup form, these engines can’t “read” you. You need to structure your content so machines can cite you.

Use the “Inverted Pyramid” style on your site. Answer questions directly. Use headers like “What is [Book Title] about?” followed by a clear, factual summary. Make it easy for the robots to recommend you.

4. The “Owned” Audience

While everyone fights for rank, we ignore the only asset on Amazon we actually own: The Follow Button.

When a reader follows you, they get an email when you release a new book. That email is gold. It drives a spike of traffic from “warm” leads, which signals to the system that your book is anticipated.

Don’t just hope people click it. Ask them. Put a graphic in your Premium A+ Content pointing to the Follow button. Remind them in your back matter. Treat that button with the same reverence you treat your newsletter.

The Elephant in the Room

You might be wondering about TikTok. Or those shoppable videos right on the product page.

You are right to ask. The Amazon Influencer program – from Storefronts to Shoppable Videos – has become the single strongest lever for driving traffic in 2026. It isn’t about sending free books to random BookTokers anymore; it is a structured, commercial marketplace.

But that topic is massive. It requires a completely different approach to outreach. So I am going to deep dive into exactly how to handle Amazon Influencers in another article. We will cover how to find them, how to pitch them, and why “Shoppable Videos” beat text reviews every time.

Final Thought

The new era of visibility isn’t about tricking the system. It’s about teaching the librarian. The algorithm wants to connect readers to the right book. Your job is simply to give it the clear, consistent signals it needs to realize that your book is the answer.


Buy me a coffee!

No posts

© 2026 Marcin Pilarczyk · Privacy ∙ Terms ∙ Collection notice
Start your SubstackGet the app
Substack is the home for great culture