--- source_url: "https://laurenceobryan.substack.com/p/publishingreinvented-334-the-bgs" title: "#PublishingReinvented 334 - The BGS Amazon Algorithm 2026 Book Description Upgrader" mirrored_at: 2026-08-26T15:02:26.719Z host: laurenceobryan.substack.com cited_in_42a: true mirror_canonical: "https://index.42a.ai/laurenceobryan.substack.com/p/publishingreinvented-334-the-bgs" --- > **Original source:** https://laurenceobryan.substack.com/p/publishingreinvented-334-the-bgs This post is about how to create book descriptions optimized for Amazon’s search engine to get your book ready for the competitive book market in 2026. You see Amazon’s search engine is changing. What we see on the page after we search for something is decided by an algorithm. There are different names given to Amazon algorithms and they are constantly evolving too. What is clear is that the algorithm which serves books to people, when they put in a search term, is evolving. It’s becoming more focused. My aim with this post is to help you enhance your book’s discoverability by feeding Amazon algorithms with clear, indexable data while preserving the emotional and factual core. This methodology is built on several components that have emerged as key to getting a book seen: a noun-led hook, clearly defined character stakes, a central “collision moment,” a “trope stack” (all these for fiction,) a benefit statement and author data (for nonfiction) and a data block and search-compliant comparative author/title statements (“comps”). This revised approach for 2026 removes “algorithm-risky fluff” and testimonials, reframing them as explicit promises to the reader. By anchoring the story to specific moments and making characters indexable (e.g., “healer,” “enemy”), we seek to create a description that is compelling to both human readers and platform algorithms that make or break discoverability. The updated BGS 2026 Blurb process is a systematic approach to crafting book descriptions that balances marketing effectiveness with algorithmic compliance. Its foundational principles are designed to maximize visibility and reader engagement within Amazon’s ecosystem. - **Algorithmic Optimization:** The primary goal is to feed the platform AIs, explicitly “COSMO + Rufus,” with clear and parsable information. This includes specific tropes, character archetypes, and structured metadata. - **Elimination of “Fluff”:** The methodology requires the removal of what some term “semi-banned fluff and testimonial overload.” This suggests that subjective praise and non-structured descriptive language are now considered detrimental or “risky” by the algorithm. The reason for that is that they are not explicit enough to answer a search query that a potential buyer has put in. - **Implicit Promise over Explicit Claims:** Instead of using fluffy testimonials to praise the book, the framework reframes these qualities as an explicit allowing the narrative elements to speak clearly. - **Indexable Entities:** Characters and settings are defined using clear, searchable nouns (e.g., “orphan healer,” “fallen king’s son,” “conquered planet”). This makes the core elements of the story easily indexable by an AI. - **Anchoring in Data:** The story is anchored to specific, recognizable data points, which are noted as being understandable to AI. Yes, we are serving the algorithm ever more clearly in 2026. A detailed breakdown of each distinct component of the methodology follows, without any boring AI fluff. We prefer a concise, 14-18 word, noun-led, statement designed to capture immediate attention by presenting the core benefit and/or the central conflict. This narrative section establishes the setting, introduces the main characters, and outlines the primary plot points and stakes. It details the “collision moment” where the characters’ paths intertwine and the central conflict is set in motion. For non fiction this provides limited backstory/authenticity statement. This section explicitly lists the key experiences and emotional tones a reader can expect from the book. It functions as a summary of the book’s appeal. Mention of recognizable story tropes. This component is crucial for algorithmic discoverability, as it directly populates the platform’s understanding of the book’s sub-genre and content, targeting readers who search for or enjoy these specific themes. - **Example Tropes:** **[Reluctant Hero](https://www.google.com/search?q=Reluctant+Hero&rlz=1C1GCEA_enIE933IE938&oq=list+fiction+tropes&gs_lcrp=EgZjaHJvbWUyBggAEEUYOTIICAEQABgWGB4yCAgCEAAYFhgeMggIAxAAGBYYHjINCAQQABiGAxiABBiKBTINCAUQABiGAxiABBiKBTINCAYQABiGAxiABBiKBTIKCAcQABiABBiiBNIBCDY5OTFqMGo3qAIIsAIB8QVjkl7HWUws2vEFY5Jex1lMLNo&sourceid=chrome&ie=UTF-8&mstk=AUtExfDpdlmT0b8cGT3pLohOloFl4Fd6g_bxB5d8_SZ-uKbG2RuPNBb8nCfUonWp4QoRFZgS2ImYJuhQIRCNlNdH3FMf1aJ2ttxVdC_jmw3etMWXHcOTxBN2HbPDhksoieRQ5pBCOckKImFmzdpdd61qf9tQImthz_pLJ96F69iOSK-yX7c&csui=3&ved=2ahUKEwiMra3q37-RAxXSXEEAHXSOIZYQgK4QegQIARAC), [Enemies-to-Lovers](https://www.google.com/search?q=Enemies-to-Lovers&rlz=1C1GCEA_enIE933IE938&oq=list+fiction+tropes&gs_lcrp=EgZjaHJvbWUyBggAEEUYOTIICAEQABgWGB4yCAgCEAAYFhgeMggIAxAAGBYYHjINCAQQABiGAxiABBiKBTINCAUQABiGAxiABBiKBTINCAYQABiGAxiABBiKBTIKCAcQABiABBiiBNIBCDY5OTFqMGo3qAIIsAIB8QVjkl7HWUws2vEFY5Jex1lMLNo&sourceid=chrome&ie=UTF-8&mstk=AUtExfDpdlmT0b8cGT3pLohOloFl4Fd6g_bxB5d8_SZ-uKbG2RuPNBb8nCfUonWp4QoRFZgS2ImYJuhQIRCNlNdH3FMf1aJ2ttxVdC_jmw3etMWXHcOTxBN2HbPDhksoieRQ5pBCOckKImFmzdpdd61qf9tQImthz_pLJ96F69iOSK-yX7c&csui=3&ved=2ahUKEwiMra3q37-RAxXSXEEAHXSOIZYQgK4QegQIARAD), [Forbidden Love](https://www.google.com/search?q=Forbidden+Love&rlz=1C1GCEA_enIE933IE938&oq=list+fiction+tropes&gs_lcrp=EgZjaHJvbWUyBggAEEUYOTIICAEQABgWGB4yCAgCEAAYFhgeMggIAxAAGBYYHjINCAQQABiGAxiABBiKBTINCAUQABiGAxiABBiKBTINCAYQABiGAxiABBiKBTIKCAcQABiABBiiBNIBCDY5OTFqMGo3qAIIsAIB8QVjkl7HWUws2vEFY5Jex1lMLNo&sourceid=chrome&ie=UTF-8&mstk=AUtExfDpdlmT0b8cGT3pLohOloFl4Fd6g_bxB5d8_SZ-uKbG2RuPNBb8nCfUonWp4QoRFZgS2ImYJuhQIRCNlNdH3FMf1aJ2ttxVdC_jmw3etMWXHcOTxBN2HbPDhksoieRQ5pBCOckKImFmzdpdd61qf9tQImthz_pLJ96F69iOSK-yX7c&csui=3&ved=2ahUKEwiMra3q37-RAxXSXEEAHXSOIZYQgK4QegQIARAE), the [Quest](https://www.google.com/search?q=Quest&rlz=1C1GCEA_enIE933IE938&oq=list+fiction+tropes&gs_lcrp=EgZjaHJvbWUyBggAEEUYOTIICAEQABgWGB4yCAgCEAAYFhgeMggIAxAAGBYYHjINCAQQABiGAxiABBiKBTINCAUQABiGAxiABBiKBTINCAYQABiGAxiABBiKBTIKCAcQABiABBiiBNIBCDY5OTFqMGo3qAIIsAIB8QVjkl7HWUws2vEFY5Jex1lMLNo&sourceid=chrome&ie=UTF-8&mstk=AUtExfDpdlmT0b8cGT3pLohOloFl4Fd6g_bxB5d8_SZ-uKbG2RuPNBb8nCfUonWp4QoRFZgS2ImYJuhQIRCNlNdH3FMf1aJ2ttxVdC_jmw3etMWXHcOTxBN2HbPDhksoieRQ5pBCOckKImFmzdpdd61qf9tQImthz_pLJ96F69iOSK-yX7c&csui=3&ved=2ahUKEwiMra3q37-RAxXSXEEAHXSOIZYQgK4QegQIARAF), [Chosen One](https://www.google.com/search?q=Chosen+One&rlz=1C1GCEA_enIE933IE938&oq=list+fiction+tropes&gs_lcrp=EgZjaHJvbWUyBggAEEUYOTIICAEQABgWGB4yCAgCEAAYFhgeMggIAxAAGBYYHjINCAQQABiGAxiABBiKBTINCAUQABiGAxiABBiKBTINCAYQABiGAxiABBiKBTIKCAcQABiABBiiBNIBCDY5OTFqMGo3qAIIsAIB8QVjkl7HWUws2vEFY5Jex1lMLNo&sourceid=chrome&ie=UTF-8&mstk=AUtExfDpdlmT0b8cGT3pLohOloFl4Fd6g_bxB5d8_SZ-uKbG2RuPNBb8nCfUonWp4QoRFZgS2ImYJuhQIRCNlNdH3FMf1aJ2ttxVdC_jmw3etMWXHcOTxBN2HbPDhksoieRQ5pBCOckKImFmzdpdd61qf9tQImthz_pLJ96F69iOSK-yX7c&csui=3&ved=2ahUKEwiMra3q37-RAxXSXEEAHXSOIZYQgK4QegQIARAG), [Damsel in Distress](https://www.google.com/search?q=Damsel+in+Distress&rlz=1C1GCEA_enIE933IE938&oq=list+fiction+tropes&gs_lcrp=EgZjaHJvbWUyBggAEEUYOTIICAEQABgWGB4yCAgCEAAYFhgeMggIAxAAGBYYHjINCAQQABiGAxiABBiKBTINCAUQABiGAxiABBiKBTINCAYQABiGAxiABBiKBTIKCAcQABiABBiiBNIBCDY5OTFqMGo3qAIIsAIB8QVjkl7HWUws2vEFY5Jex1lMLNo&sourceid=chrome&ie=UTF-8&mstk=AUtExfDpdlmT0b8cGT3pLohOloFl4Fd6g_bxB5d8_SZ-uKbG2RuPNBb8nCfUonWp4QoRFZgS2ImYJuhQIRCNlNdH3FMf1aJ2ttxVdC_jmw3etMWXHcOTxBN2HbPDhksoieRQ5pBCOckKImFmzdpdd61qf9tQImthz_pLJ96F69iOSK-yX7c&csui=3&ved=2ahUKEwiMra3q37-RAxXSXEEAHXSOIZYQgK4QegQIARAH), [Fake Relationship](https://www.google.com/search?q=Fake+Relationship&rlz=1C1GCEA_enIE933IE938&oq=list+fiction+tropes&gs_lcrp=EgZjaHJvbWUyBggAEEUYOTIICAEQABgWGB4yCAgCEAAYFhgeMggIAxAAGBYYHjINCAQQABiGAxiABBiKBTINCAUQABiGAxiABBiKBTINCAYQABiGAxiABBiKBTIKCAcQABiABBiiBNIBCDY5OTFqMGo3qAIIsAIB8QVjkl7HWUws2vEFY5Jex1lMLNo&sourceid=chrome&ie=UTF-8&mstk=AUtExfDpdlmT0b8cGT3pLohOloFl4Fd6g_bxB5d8_SZ-uKbG2RuPNBb8nCfUonWp4QoRFZgS2ImYJuhQIRCNlNdH3FMf1aJ2ttxVdC_jmw3etMWXHcOTxBN2HbPDhksoieRQ5pBCOckKImFmzdpdd61qf9tQImthz_pLJ96F69iOSK-yX7c&csui=3&ved=2ahUKEwiMra3q37-RAxXSXEEAHXSOIZYQgK4QegQIARAI), [Wise Mentor](https://www.google.com/search?q=Wise+Mentor&rlz=1C1GCEA_enIE933IE938&oq=list+fiction+tropes&gs_lcrp=EgZjaHJvbWUyBggAEEUYOTIICAEQABgWGB4yCAgCEAAYFhgeMggIAxAAGBYYHjINCAQQABiGAxiABBiKBTINCAUQABiGAxiABBiKBTINCAYQABiGAxiABBiKBTIKCAcQABiABBiiBNIBCDY5OTFqMGo3qAIIsAIB8QVjkl7HWUws2vEFY5Jex1lMLNo&sourceid=chrome&ie=UTF-8&mstk=AUtExfDpdlmT0b8cGT3pLohOloFl4Fd6g_bxB5d8_SZ-uKbG2RuPNBb8nCfUonWp4QoRFZgS2ImYJuhQIRCNlNdH3FMf1aJ2ttxVdC_jmw3etMWXHcOTxBN2HbPDhksoieRQ5pBCOckKImFmzdpdd61qf9tQImthz_pLJ96F69iOSK-yX7c&csui=3&ved=2ahUKEwiMra3q37-RAxXSXEEAHXSOIZYQgK4QegQIARAJ), and [Secret Identit](https://www.google.com/search?q=Secret+Identity&rlz=1C1GCEA_enIE933IE938&oq=list+fiction+tropes&gs_lcrp=EgZjaHJvbWUyBggAEEUYOTIICAEQABgWGB4yCAgCEAAYFhgeMggIAxAAGBYYHjINCAQQABiGAxiABBiKBTINCAUQABiGAxiABBiKBTINCAYQABiGAxiABBiKBTIKCAcQABiABBiiBNIBCDY5OTFqMGo3qAIIsAIB8QVjkl7HWUws2vEFY5Jex1lMLNo&sourceid=chrome&ie=UTF-8&mstk=AUtExfDpdlmT0b8cGT3pLohOloFl4Fd6g_bxB5d8_SZ-uKbG2RuPNBb8nCfUonWp4QoRFZgS2ImYJuhQIRCNlNdH3FMf1aJ2ttxVdC_jmw3etMWXHcOTxBN2HbPDhksoieRQ5pBCOckKImFmzdpdd61qf9tQImthz_pLJ96F69iOSK-yX7c&csui=3&ved=2ahUKEwiMra3q37-RAxXSXEEAHXSOIZYQgK4QegQIARAK)y.** This is explicitly designed for the Amazon AI system named “Rufus.” It provides objective, filterable data points about the book’s content and style. This data can be structured into a couple of sentences covering the key points, such as: Category Heat Level Tone Series Type Ending - such as HFN (Happy For Now) Content - such as war violence, executions, betrayal. This section provides “compliant comps,” or comparative titles, positioning the book for readers of established authors in the same genre. This helps frame the book’s style and subject matter. - **Example Comps:** “Readers who enjoy Elizabeth Chadwick’s epics or Sharon Kay Penman’s political historical fiction, and character-driven stories set during moments of national upheaval will enjoy this.” A final, engaging sentence that directly invites the potential reader into the world of the story. This methodology can be further developed and adapted for various secondary purposes, including: - Building a comprehensive “Trope Stack Keywords” section for test advertising and metadata. - Adapting the core copy for different formats, beyond the Amazon detail page, a physical book’s back cover for instance, and ad copy. - Creating a “series-ready variant” if the story expands beyond a standalone novel. - Crafting video, blog posts, or audio material to support a non-fiction book To subscribe to this newsletter, for those who may have delved into this email as a trial, click below for monthly and annual options: