Seller Reputation Summarizer

WHAT IT DOES

Seller Reputation Summarizer reads seller profiles, feedback, ratings, reviews, and transaction history from marketplace platforms—eBay, Amazon, Etsy, Facebook Marketplace, and others—and uses AI to produce a concise summary of the seller's reputation. It extracts key indicators: overall rating score, number of reviews, positive vs. negative feedback patterns, response time, recent activity, common praise themes (fast shipping, good communication, accurate descriptions, reliable packaging), and common complaints (shipping delays, poor quality, no response, misrepresented items). The AI output is a short bulleted summary with an overall reputation assessment (Excellent/Good/Fair/Poor) and key takeaways for the buyer.

WHERE IT RUNS

This tool runs as a userscript inside the BotGentz extension on any website. All page content is processed locally before being sent to the AI backend—no data is stored or shared beyond the current analysis request. It works on seller profile pages, feedback sections, review pages, and transaction history views.

HOW TO USE

Navigate to any seller profile or feedback page on a marketplace platform. Open the panel and click "Summarize Reputation." The tool will scan the page for seller information, ratings, and reviews, and send the extracted text to the AI for analysis. Within seconds, you'll receive a clear summary with an overall reputation assessment and a list of key points. Use the settings to customize the output: include or exclude recent activity and feedback themes, choose bullet points or plain text format, and select brief or detailed length.

TECHNICAL MECHANISM

The tool uses smart content extraction to locate seller reputation data across diverse marketplace platforms. It scans for common seller selectors (seller-profile, seller-info, seller-details, feedback-section, reviews-section, rating-section) and falls back to keyword-based detection (seller, feedback, rating, review, response time, reputation) when needed. The extracted text is then sent to a dedicated AI backend that identifies and extracts reputation indicators: overall rating, review volume, positive/negative patterns, response time, recent activity, praise themes, and complaint themes. The AI is instructed to return a structured, shopper-friendly summary with an overall assessment under 1,024 tokens—no preamble, just the reputation summary. The response is formatted as a clean bulleted list with the overall assessment highlighted.

THE PANEL

The panel can be dragged anywhere on screen, snapped to the edge, resized, collapsed, and closed with Escape. It remembers its position per site and stays out of your way until you need it.

PLEASE NOTE

This tool requires the free BotGentz extension and an active AI subscription. The AI replies are generated and should be verified against the official seller ratings and reviews before making purchasing decisions. Sites change frequently; if the tool stops working on a particular site, it may need updating. All data processing is local except for the AI request itself—no browsing data is collected or stored.