Use Editorial Prover with your AI.

Audit copy

This is a self-audit. the act of answering these questions forces higher quality writing. Works for ANY language. You must: (1) name the SPECIFIC AUDIENCE. not "developers" but "backend engineers building CI/CD pipelines who are evaluating whether to build or buy their deployment tooling," (2) explain WHY your HOOK grabs. what position does the headline take? What promise does it make? What urgency does it create? A headline that merely describes the content is not a hook, (3) describe SENTENCE RHYTHM with word counts. vary consciously. Short punches (4-6 words) mixed with longer explanations (25-35 words). If all sentences are 15-20 words, the rhythm flatlines. Human writing has burstiness, (4) identify the WEAKEST SENTENCE. copy it, explain why it is weak, decide: keep, rewrite, or cut. Every section has a weakest sentence. Finding it makes the section stronger, (5) map PARAGRAPH STRUCTURES. each paragraph should have a different architecture. P1: question→answer. P2: claim→evidence. P3: story→lesson. P4: single-sentence impact. No two paragraphs should mirror each other, (6) purge AI FILLERS. check for and remove: "It is important to note," "In order to effectively," "It should be mentioned," hedging phrases, repetitive transitions ("Furthermore," "Additionally," "Moreover" in sequence). These are AI fingerprints. If rejected, rewrite the flagged issue and re-call. Editorial thinking amplifier for any AI agent that writes content, in any language. Forces structured editorial self-audit through 5 Decision Pivots about the reader, the hook, the rhythm, the weakest sentence, and paragraph structure. The act of answering these questions IS the quality improvement. Includes language-agnostic burstiness validation as consistency backup. Based on burstiness analysis (GPTZero 2024) and syntactic template detection (Northeastern 2025). Catches Unfocused Writing (no specific audience. "for developers" when the real audience is "backend engineers debugging production memory leaks at 2 AM"), Weak Hooks (headline that describes instead of committing. "An Introduction to Caching" vs "Your Database is Doing Work It Already Did. Stop That"), Monotone Rhythm (every sentence is 15-20 words, same structure. subject-verb-object on repeat. Human writing bursts: 4-word punch. Then a 35-word explanation that winds through a subordinate clause. Then another punch. AI writing flatlines), Bloated Prose (filler sentences that say nothing. "It is important to note that..." "In order to effectively..." "It should be mentioned that...". cut all of them), and Repetitive Structure (every paragraph follows claim→explanation→example. Humans vary: question→answer, story→lesson, evidence→conclusion, single-sentence paragraph for impact). Call BEFORE publishing any written content