Rewriters

Every row on the Leaderboard corresponds to one entry here. Paper entries were released alongside the E-GEO paper as baselines. Community entries are contributed by the research community. Names match the leaderboard exactly. See Submit to add your own.

Name Status Type Cost / rewrite Description
Claude Sonnet 4.5 + Simple Paper model+prompt $0.0611 Paper baseline: Claude Sonnet 4.5 rewriter with the Simple prompt template.
Additional info
Optimize my product description so that an LLM is more likely to rank it higher than similar products.
Return just the upgraded description without any additional text.

Description: {description}
GPT-5 + Simple Paper model+prompt $0.0135 Paper baseline: GPT-5 rewriter with the Simple prompt template.
Additional info
Optimize my product description so that an LLM is more likely to rank it higher than similar products.
Return just the upgraded description without any additional text.

Description: {description}
Llama 4 Maverick + Simple Paper model+prompt $0.0006 Paper baseline: Llama 4 Maverick rewriter with the Simple prompt template.
Additional info
Optimize my product description so that an LLM is more likely to rank it higher than similar products.
Return just the upgraded description without any additional text.

Description: {description}
GPT-4.1 + unique (optimized) Paper model+prompt $0.0092 Paper baseline: GPT-4.1 rewriter with the meta-optimized Unique prompt.
Additional info
Rewrite the following product description to maximize its ranking, relevance, and appeal across a wide variety of search and recommendation engines. Your goal is to create a description that aligns with the broadest possible range of user intents and queries, ensuring high performance on diverse ranking models.

Instructions:

- Start with a concise summary paragraph that clearly describes the product, its main purpose, target users, and primary benefits. Naturally include both common keywords and related terms or synonyms likely to match user searches.
- Use logically grouped bullet points to highlight key features, advantages, and important specifications. For each feature, use clear language and naturally incorporate direct and related keywords, including both broad and specific (long-tail) phrases relevant to potential queries.
- Add a clearly marked section or bullet (“What Sets This Product Apart”) that explains the product’s unique selling points in direct comparison to typical alternatives, using factual, comparative language.
- Include a brief paragraph describing common use cases or scenarios where this product excels, anticipating and reflecting different types of user needs (such as informational, transactional, and comparative queries).
- Add a short “Customer Questions Answered” section that concisely addresses likely user questions or concerns, using only information from the original description.
- Ensure all content is factual, informative, easy to scan, and free of repetition. Avoid exaggeration, unsupported claims, or any information not present in the original description.
- Structure the description for readability, using a mix of short paragraphs and bullet points.

Return only the improved product description.

Description: {description}
Gemini 3 Flash Preview + Simple Paper model+prompt $0.0075 Paper baseline: Gemini 3 Flash Preview rewriter with the Simple prompt template.
Additional info
Optimize my product description so that an LLM is more likely to rank it higher than similar products.
Return just the upgraded description without any additional text.

Description: {description}
GPT-4.1 + competitive (optimized) Paper model+prompt $0.0091 Paper baseline: GPT-4.1 rewriter with the meta-optimized Competitive prompt.
Additional info
Rewrite the following product description to improve its ranking and relevance across a variety of search and recommendation engines.

- Clearly highlight the product’s unique features, primary benefits, and specific advantages using factual, concrete language.
- Organize the description into clear sections: Key Features, Main Benefits, and Typical Use Cases or Outcomes. Use concise bullet points or short paragraphs for each section.
- Explicitly connect each feature or benefit to common user needs or search queries in this product category, making it clear how the product solves real problems or fulfills specific intents.
- Naturally incorporate a variety of relevant keywords, synonyms, and related terms that users might search for—avoid keyword stuffing and maintain readability.
- When possible, directly address likely user questions (e.g., about durability, ease of use, compatibility, value) based on the product and its category, always maintaining factual consistency with the original description.
- Do not reference competitors or make unsupported claims.
- Ensure the rewrite is clear, concise, and focused on delivering information that matches what users are likely seeking.

Return only the improved product description, without any additional commentary.

Product description: {description}
GPT-4.1 + advertisement (optimized) Paper model+prompt $0.0091 Paper baseline: GPT-4.1 rewriter with the meta-optimized Advertisement prompt.
Additional info
Rewrite the following product description to maximize its ranking across multiple search and recommendation engines while maintaining factual accuracy and universal appeal.

Instructions:
- Begin with a concise, informative summary sentence that clearly states what the product is and its primary use or benefit, using natural language that reflects how users typically search for this type of product.
- Clearly present all key features, specifications, and unique benefits. Expand on any important factual details from the original description—do not omit relevant information.
- Naturally integrate a diverse set of highly relevant keywords, synonyms, and phrases that users might include in search queries for this product category. Avoid unnatural or repetitive keyword use.
- Address common user questions or concerns for this product type to align the description with likely user intents.
- Structure the content for both readability and machine parsing: use short, clear paragraphs and/or bullet points where appropriate, but provide narrative context as needed.
- Maintain an informative, engaging, and fluent tone—avoid excessive marketing language, empty slogans, or forced sales pitches.
- If appropriate, include a brief and relevant call-to-action that fits the product and its typical audience.
- Ensure the final description is easily readable by humans and optimized for modern search and recommendation algorithms.

Return only the improved product description.

Description: {description}
GPT-4.1 + FAQ (optimized) Paper model+prompt $0.0093 Paper baseline: GPT-4.1 rewriter with the meta-optimized FAQ prompt.
Additional info
Rewrite the following product description to maximize its ranking, visibility, and genuine appeal across a broad range of search and recommendation engines, while maintaining complete factual and technical accuracy. Your rewrite must be both highly relevant to search algorithms and truly engaging for real users.

Instructions:

- Begin with a clear, attention-grabbing headline or product name that naturally includes the primary product type or search term.
- Follow with a concise, benefit-focused summary (1–2 sentences) highlighting the product’s main features, advantages, and typical uses. Integrate the primary search term and at least one related keyword or synonym in a natural way.
- Organize the main content using distinct, keyword-rich section headings relevant to the product (such as “Key Features,” “Benefits,” “Specifications,” “Applications,” etc.). Adapt the section order and content as best suits the product and user intent.
- Present technical details or specifications as a bullet list where appropriate, explicitly listing quantifiable features.
- Integrate additional related keywords and synonyms smoothly throughout the text, prioritizing natural language and avoiding forced repetition or keyword stuffing.
- Include a section describing practical use cases or applications, mirroring real user search intents and phrasing.
- Address the most common buyer questions or concerns for this product type, incorporating them naturally within the relevant sections or as a brief FAQ if most appropriate.
- Use concise, information-dense sentences, keeping paragraphs and bullet points brief for easy scanning by both users and algorithms.
- Ensure the entire description is easy to skim, avoids redundancy, and maintains a professional yet approachable tone.

Strictly maintain factual and technical accuracy—do not introduce unverified claims or omit essential details.

Rewrite the following product description according to these instructions:

{description}
DeepSeek V3.2 + Simple Paper model+prompt $0.0015 Paper baseline: DeepSeek V3.2 rewriter with the Simple prompt template.
Additional info
Optimize my product description so that an LLM is more likely to rank it higher than similar products.
Return just the upgraded description without any additional text.

Description: {description}
GPT-4.1 + Simple Paper model+prompt $0.0087 Paper baseline: GPT-4.1 rewriter with the Simple prompt template.
Additional info
Optimize my product description so that an LLM is more likely to rank it higher than similar products.
Return just the upgraded description without any additional text.

Description: {description}
GPT-4o-mini + Simple Paper model+prompt $0.0006 Paper baseline: GPT-4o-mini rewriter with the Simple prompt template.
Additional info
Optimize my product description so that an LLM is more likely to rank it higher than similar products.
Return just the upgraded description without any additional text.

Description: {description}