ProseLint Editorial Compiler & Deslop Gate
Deterministic editorial compiler scanning for 200+ AI lexical markers, verifying sentence burstiness variance, scoring 134-167w passage citability, and transpiling clean WordPress Gutenberg blocks.
What This Metric Means for Your Site
Search engines and AI answer engines increasingly filter out repetitive, uniform AI copy. ProseLint ensures writing sounds natural, contains concrete proof, and structures passages for citation.
How to Improve Your Score (Actionable Fixes)
- Eliminate predictable AI vocabulary tropes (delve, tapestry, testament, landscape) and replace with concrete technical terminology.
- Vary sentence lengths across paragraphs to maintain high cadence burstiness (standard deviation >= 6.5).
- Format primary answers in self-contained 134 to 167-word passage chunks optimized for AI answer engine citation.
- Enforce clean typographic invariants by replacing em-dashes with standard hyphens, colons, or commas.
Deep-Dive Editorial Guides
Empirical benchmarks and implementationHow to Make Your Website Citational in ChatGPT, Perplexity, and Copilot
Traditional search optimizes for 10 blue links: generative search engines extract structured semantic claims. Here is how to configure JSON-LD entity graphs, llms.txt endpoints, and answer-ready passage formatting for AI crawlers.
AI Search and llms.txt: The Technical Specification You Need to Know
How AI search engines like Perplexity, ChatGPT, and Copilot discover and cite technical web documentation. Implement llms.txt and llms-full.txt.
Website Autopsy #001: A Full Mobile Performance Teardown
Target: High-Growth SaaS Landing Page (Next.js / Tailwind) (March 2026)
GEO Citability & AI Crawler Auditor
Audit content citability for Google AI Overviews, ChatGPT Search, and Perplexity based on Princeton KDD 2024 research.
VitalsSniper PRO In-Tab Forensics
Isolate exact DOM elements, generate white label PDF audit summaries, and export outreach lead lists in 50ms from any live Chromium tab.