Controlling LLM Prose

Area IV · Structural & Systemic Constraints

Readability Metrics

Quantified reading level

Target an exact, measurable reading level—grade, sentence length, syllable count.

Definition & mechanics

Readability metrics such as Flesch–Kincaid translate sentence length and syllable count into a numeric grade level. Specifying an exact target—grade level, maximum average sentence length, syllables per word—turns a vague “make it simpler” into a measurable, verifiable constraint.

A curiosity

A grade level is just two numbers in a blender: how long your sentences run and how many syllables your words carry. Shorten either and the score drops.

Example

Flesch–Kincaid grade targets and their audiences.
GradeAvg. sentenceTypical audience
5–6≤ 12 wordsGeneral public, marketing
8–10≤ 18 wordsMainstream journalism
13–16≤ 25 wordsAcademic, professional

Copy-ready prompt

Copyable Prompt
Apply the concept of Readability Metrics (rewrite to hit a Flesch–Kincaid Grade Level of 6, with a maximum average sentence length of 12 words and a strong preference for one- and two-syllable words; preserve all essential meaning) to the provided text and rewrite in place.

Apply the edits directly to the file as a clean, production-ready deliverable. Output ONLY the revised document text without embedding revision notes, changelogs, or meta-commentary in the file itself—put any explanations in your chat response only.