ai-visibility-writing

Audit and revise press releases and articles for AI answer-engine retrieval and citation.

663|47|Updated May 19, 2026
One-click install
npx skills add https://github.com/elvisun/newsjack --skill ai-visibility-writing
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: ai-visibility-writing
Source: https://github.com/elvisun/newsjack/tree/main/skills/ai-visibility-writing
Command: npx skills add https://github.com/elvisun/newsjack --skill ai-visibility-writing

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Marketing and PR content often fails to surface in AI answer systems like ChatGPT, Google AI Overviews, and other answer engines because it lacks extractable answers, clear attribution, and entity clarity. This Skill audits, questions, suggests, or rewrites your press releases, blog posts, and contributed articles so AI systems can more easily retrieve, understand, quote, and cite them—without inventing facts or degrading human readability.

Core Features & Use Cases

  • Fact-Preserving Rewrites: Builds a fact ledger of every number, date, entity, and claim before editing, ensuring no statistic, caveat, or attribution is lost or fabricated during revision.
  • Evidence-Labeled Recommendations: Ranks up to three highest-leverage changes, each labeled supported, promising, or speculative, with explicit tradeoffs.
  • Honest Scope Separation: Distinguishes writing-level improvements from retrieval and authority limits (indexing, backlinks, publisher reputation) that prose edits cannot fix.
  • Use Case: Before publishing a product announcement, run an AI visibility audit to identify buried answers, ambiguous entities, and promotional claims lacking evidence—then apply a safe rewrite that keeps every verified fact intact.

Quick Start

Audit this press release for AI search visibility and suggest the highest-leverage fact-preserving edits before publication.

Frequently Asked Questions about ai-visibility-writing

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I optimize a press release for AI search and ChatGPT citations?

Start with an audit that builds a fact ledger of every claim, then apply targeted edits: put scoped answers near descriptive headings, tie claims to named evidence, and clarify entities on first reference. Never add statistics or citations the source material cannot support.

What is the difference between AEO, GEO, and traditional SEO?

AEO and GEO focus on making content extractable and citable by AI answer engines, while traditional SEO targets search rankings. This Skill handles only the writing-level side; indexing, crawl access, structured data, and publisher authority remain separate technical concerns.

Can rewriting content guarantee AI Overview or ChatGPT citations?

No. AI visibility is a probabilistic outcome influenced by retrieval, authority, query, and platform factors. Prose edits can improve clarity and extractability but cannot guarantee retrieval, mentions, citations, rankings, or traffic.

Does AI visibility optimization require adding FAQs and tables to every article?

No. Format should match intent: use steps for real procedures and tables for genuine comparisons. Bolting FAQs or question headings onto announcements that do not need them is explicitly discouraged.

When should I not use an AI visibility rewrite?

Do not use it as a technical SEO audit, rank tracker, or publishing system, and do not rewrite when the fact ledger is insufficient. If a claim lacks proof, ask for evidence instead of writing around the gap.