Rewrite is the Grimpe feature that rewrites an existing page to raise its AI Readiness Score without changing what the page says. Teams working on content optimization and AI citation get a safe rewrite they can measure. Rewrite follows the same fixed rules that score the page, so the rewrite and the score always agree.
Fetching and Robust Extraction
The first step in the optimization process is fetching the live page. Rewrite employs a Server-Side Request Forgery (SSRF) guard that only permits public hosts, ensuring security during the extraction process. Once the page is fetched, it robustly extracts the readable text of the page. Pages with too little extractable content are rejected with an actionable error message. This prevents the generation of meaningless zero-delta runs, ensuring that only substantial content is processed.
Aligned With How Pages Are Evaluated
The rewrite targets Grimpe's GEO best practices, adapted to the selected AI engine and the type of page being optimized. These are the same standards used to evaluate the page, which guarantees that Rewrite's output is not only optimized but also measurable against the same criteria. Importantly, markup-surface rules, such as JSON-LD and meta/OpenGraph tags, are not included in the text rewrite. Instead, these are routed to a separate markup panel that generates structured-data snippets, ensuring that the text remains focused on content optimization.
Modes of Operation
Grimpe offers two modes for rewriting content: minimal and full.
- Minimal Mode: This mode produces an aligned before-and-after diff of the text. It allows users to see exactly what changes have been made without altering the overall structure of the document.
- Full Mode: In contrast, the full mode restructures the document entirely. Regardless of the mode chosen, the results are parsed into semantic blocks (such as headings, paragraphs, and lists) by a deterministic markdown parser. This feature enables the user interface to display block-level diffs, making it easier to understand the changes made during the rewrite.
AI Readiness Score Delta
Every optimization run concludes with a report detailing the before and after AI Readiness Score delta. This headline includes the current page's score alongside the predicted score of the optimized text, both calculated by the same scoring engine. This transparency allows content teams to gauge the effectiveness of the rewrite in real-time.
Key-Point Guards
A significant aspect of Grimpe's Rewrite feature is its commitment to maintaining the meaning of the original content. To achieve this, it verifies every rewrite against the original page: the claims of the source must survive, nothing may be contradicted, and the rewrite may not introduce claims the source does not support. A rewrite that gains score by inventing or omitting facts will be flagged, ensuring that integrity is never compromised for the sake of optimization.
Iterative Improvement
After completing a run, users have the opportunity to iterate on the results through a chat interface. This feature allows users to provide specific instructions for changes, such as "tell me what to change; say apply." Rewrite then regenerates the content based on these instructions while adhering to the same ruleset. This iterative process empowers content teams to refine their pages continually and achieve optimal results.
Conclusion
Grimpe's Rewrite feature is a powerful tool for teams focused on enhancing their web pages for AI citation without losing the essence of the original content. By employing a robust extraction process, a deterministic ruleset, and key-point guards, the feature ensures that rewrites are both effective and faithful to the source material. With features like iterative improvement and clear AI Readiness Score deltas, Grimpe provides a comprehensive solution for content optimization in today's digital landscape.