Nabil Asofi

Library / LLM API

SEO Editor

Hand it a draft and the audit findings, get back an edit that fixes the page without flattening the voice.

Setup time
20 min
Stack
LLM APIGoogle Sheets
Replaces
the pass where you rewrite the same paragraph three times and then give up

What it does, in order

SEO Editor — pipeline of 4 steps Pipeline of 4 steps: 1. Load draft and findings (Google Sheets); 2. Restructure the sections (LLM API); 3. Cut the restatements (LLM API); 4. Return a reviewable diff (LLM API). 01 Load draft and findings Google Sheets 02 Restructure the sections LLM API 03 Cut the restatements LLM API 04 Return a reviewable diff LLM API SEO Editor — pipeline of 4 steps Pipeline of 4 steps: 1. Load draft and findings (Google Sheets); 2. Restructure the sections (LLM API); 3. Cut the restatements (LLM API); 4. Return a reviewable diff (LLM API). 01 Load draft and findings Google Sheets 02 Restructure the sections LLM API 03 Cut the restatements LLM API 04 Return a reviewable diff LLM API
4 steps. The final node is the artifact you end up with.

What this does

An editing pass with one job: make the page match the query it targets without turning it into a template. It takes the draft plus the findings from the auditor, then works through the page in order — leading each section with its answer, cutting the paragraphs that only restate the heading, fixing heading hierarchy, and placing the target phrase where it belongs rather than everywhere.

The instruction set is deliberately constrained. It may restructure and cut. It may not add facts, invent statistics, or smooth your opinion into neutrality.

What you get

  • The editor prompt, annotated instruction by instruction
  • The constraint list, which is the part that matters — what the editor is forbidden to touch
  • A diff workflow, so you review changes instead of accepting a rewrite
  • A title and meta description pass that respects their length limits

What it replaces

The third and fourth reread. Most drafts have one structural problem and twenty sentences left over from an earlier version. Finding them is mechanical. Deciding what the page should say is not.

Honest limits

It edits what exists. If the draft has nothing worth saying, a better-structured version of nothing is still nothing — and it will read cleanly enough to be published to nobody.

It cannot verify facts and must not be trusted to. Every number in the draft is treated as yours; if you invented it, the edit preserves the invention. Source your claims before you run this, not after.