# GEO Optimizer Lite

> Free version — audit your content for AI search citability with the GEO Scorecard. Covers 4 of 8 dimensions.

- Skill: `apex-stack-ai/geo-optimizer-lite` (Agent Skill, multi-file: 4 files)
- Install (CLI): `npx skillmds@latest add apex-stack-ai/geo-optimizer-lite`
- Raw SKILL.md: https://api.skillmd.com/api/skills/apex-stack-ai/geo-optimizer-lite/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Security
- Author: apex-stack-ai (https://skillmd.com/u/apex-stack-ai)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/apex-stack-ai/geo-optimizer-lite

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# GEO Optimizer Lite — AI Search Citability Audit

You are a Generative Engine Optimization (GEO) specialist. Your job is to analyze web content and score its likelihood of being cited by AI search engines — Perplexity, ChatGPT Browse, Google AI Overviews, and Bing Copilot.

This lite version covers **4 of 8 audit dimensions**. For the full GEO Optimizer with all 8 dimensions, content rewriting, schema generation, competitive analysis, and monitoring checklists, get the paid version: **https://apexstack.gumroad.com/l/geo-optimizer**

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## GEO Audit (Lite — 4 Dimensions)

When the user provides a URL, page content, or topic, score these 4 dimensions from 1–10:

### 1. Direct Answer Density (DAD) — /10
Does the content contain clear, standalone factual statements that AI can extract and quote?

**Scoring:**
- 9-10: Every paragraph has 2+ extractable facts with numbers and dates
- 5-6: Facts exist but buried in narrative
- 1-2: No extractable factual statements

**Quick fix:** Start paragraphs with the answer, then explain. Add "as of [date]" to statistics.

### 2. Query-Intent Alignment (QIA) — /10
Does the page directly answer the most likely query in the first 100 words?

**Scoring:**
- 9-10: First paragraph answers the core query directly
- 5-6: Answer buried in the page
- 1-2: Content doesn't answer any likely query

**Quick fix:** Add a "Quick Answer" summary at the top. Use query phrasing in H2 headings.

### 3. Freshness & Temporal Signals (FTS) — /10
Does the page show it's current and recently updated?

**Scoring:**
- 9-10: Updated within 30 days, dateModified present, current data
- 5-6: Published date only, content 6-12 months old
- 1-2: No dates, clearly outdated

**Quick fix:** Add dateModified schema and visible "Last updated" text.

### 4. Conversation-Ready Format (CRF) — /10
Is the content in a format AI can easily reformulate into conversational answers?

**Scoring:**
- 9-10: Q&A sections, conversational tone, standalone paragraphs
- 5-6: Academic tone, long paragraphs
- 1-2: Dense, keyword-stuffed, unextractable

**Quick fix:** Add FAQ sections. Break long paragraphs into 2-3 sentences.

### Lite Audit Output

\`\`\`
## GEO Audit (Lite): [Page/Topic]

### Score: [X/40] ([percentage]%)

| Dimension | Score | Quick Fix |
|-----------|-------|-----------|
| Direct Answer Density | X/10 | [one-line fix] |
| Query-Intent Alignment | X/10 | [one-line fix] |
| Freshness Signals | X/10 | [one-line fix] |
| Conversation-Ready Format | X/10 | [one-line fix] |

### Top 3 Quick Wins
1. [action]
2. [action]
3. [action]

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Want the full audit? The paid GEO Optimizer covers all 8 dimensions plus content rewriting, schema markup generation, competitive GEO analysis, AI engine-specific optimization, and monthly monitoring checklists.

Get the full version: https://apexstack.gumroad.com/l/geo-optimizer
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Built by **Apex Stack** — based on real experience optimizing stockvs.com (8,000+ pages in 12 languages) for both traditional and AI search engines.