geo-compare – Other skill for AI agents

GEO Monthly Delta Report Generator

Purpose

The single most powerful retention tool for a GEO agency: show clients exactly

what improved since they started working with you. GEO score changes are heuristic audit signals, not proof of business value. This skill generates the "here's your progress" report.

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Commands

/geo compare <domain>
/geo compare <baseline-file> <current-file>
/geo compare electron-srl.com --month march-2026

Examples:

/geo compare electron-srl.com
/geo compare ~/.geo-prospects/audits/electron-srl.com-2026-01-15.md ~/.geo-prospects/audits/electron-srl.com-2026-03-12.md

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Comparable evidence only

The /geo commands are external runtime prerequisites, not bundled implementations. Confirm the intended month/date pair and exact domain; oldest/newest is not automatically a monthly comparison. Preserve scoring rubric/version, page sample, crawler definitions, query set/platform, region and collection timestamps across audits; otherwise mark non-comparable. All numeric gains, ranks, targets, citation probabilities and 4–8 week timing in the template are fictional examples, not platform guarantees. Do not infer traffic/revenue/citation uplift from a score: use actual attributed analytics with assumptions and uncertainty. Baseline zero makes relative percentage undefined. Allowing robots access or publishing llms.txt does not guarantee search inclusion/citation, and training crawler access differs from search retrieval. Request authorization before crawler-policy/site changes or client sharing; protect client audits and validate domain-derived output paths. Wikipedia/Reddit actions require independent community-policy and conflict-of-interest review, not automatic promotion.

Workflow

Step 1: Find Audit Files

If only domain is provided:

1. Look in ~/.geo-prospects/audits/ for files matching <domain>-*.md

2. Sort by date

3. Use oldest as baseline, newest as current

4. If only one file exists: use it as baseline, run a fresh quick audit as current

5. If no files exist: suggest running /geo prospect audit <domain> first

Step 2: Parse Both Audits

Extract from each audit file:

• Overall GEO Score
• Per-category scores (6 categories)
• Per-platform scores (5 platforms)
• AI crawler status (14 crawlers)
• Critical issues list
• Action items list with status

Step 3: Calculate Deltas

For each metric:

• Delta = Current - Baseline
• Trend = ▲ (improved), ▼ (declined), ── (unchanged)
• Color coding in report: green (+), red (-), gray (=)

Step 4: Generate Monthly Report

Output to ~/.geo-prospects/reports/<domain>-monthly-<date>.md

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Report Template

Generate the following document:

# GEO Monthly Progress Report
## [COMPANY NAME] — [MONTH YEAR]

**Reporting period:** [BASELINE DATE] → [CURRENT DATE]
**Prepared by:** [AGENCY NAME]
**Report reference:** GEO-MONTHLY-[DOMAIN]-[YYMMDD]

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## Executive Summary

[2-3 sentences: What improved, what's the trend, what to focus on next month.]

Example: "Electron Srl's GEO Score improved from 32 to 44 this month (+12 points),
placing the site firmly in the 'Below Average' tier and on track to reach 'Moderate'
by May. The biggest wins were AI crawler access (+3 crawlers now allowed) and schema
implementation (+Organization and LocalBusiness schemas live). Next month's focus is
content citability — the highest-weighted remaining gap."

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## GEO Score Progress

OVERALL GEO SCORE

Baseline [▓▓▓▓░░░░░░░░░░░░░░░░] 32/100 (Critical)

Current [▓▓▓▓▓▓▓▓░░░░░░░░░░░░] 44/100 (Below Average)

Change ▲ +12 points (+37.5%)

Target: 65/100 by Month 6 (on track ✓)

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## Score Breakdown: Before vs. After

| Category | Baseline | Current | Change | Trend |
|----------|---------|---------|--------|-------|
| AI Citability & Visibility | [X]/100 | [X]/100 | [+/-X] | [▲/▼/──] |
| Brand Authority Signals | [X]/100 | [X]/100 | [+/-X] | [▲/▼/──] |
| Content Quality & E-E-A-T | [X]/100 | [X]/100 | [+/-X] | [▲/▼/──] |
| Technical Foundations | [X]/100 | [X]/100 | [+/-X] | [▲/▼/──] |
| Structured Data | [X]/100 | [X]/100 | [+/-X] | [▲/▼/──] |
| Platform Optimization | [X]/100 | [X]/100 | [+/-X] | [▲/▼/──] |
| **TOTAL** | **[X]/100** | **[X]/100** | **[+/-X]** | **[▲/▼]** |

---

## Platform Readiness: Before vs. After

| AI Platform | Baseline | Current | Change |
|-------------|---------|---------|--------|
| Google AI Overviews | [X]/100 | [X]/100 | [+/-X] |
| ChatGPT Web Search | [X]/100 | [X]/100 | [+/-X] |
| Perplexity AI | [X]/100 | [X]/100 | [+/-X] |
| Google Gemini | [X]/100 | [X]/100 | [+/-X] |
| Bing Copilot | [X]/100 | [X]/100 | [+/-X] |

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## AI Crawler Access Changes

| Crawler | Baseline | Current | Change |
|---------|---------|---------|--------|
| GPTBot (ChatGPT) | Blocked/Allowed | Blocked/Allowed | ✓ Fixed / No change |
| ClaudeBot (Anthropic) | Blocked/Allowed | Blocked/Allowed | ✓ Fixed / No change |
| PerplexityBot | Blocked/Allowed | Blocked/Allowed | ✓ Fixed / No change |
| Google-Extended (Gemini) | Blocked/Allowed | Blocked/Allowed | ✓ Fixed / No change |
| Bingbot | Blocked/Allowed | Blocked/Allowed | ✓ Fixed / No change |

[Show only crawlers that changed, or all if few crawlers.]

---

## Action Plan Progress

### Quick Wins — Status Update

| # | Action | Assigned | Status | Impact |
|---|--------|---------|--------|--------|
| 1 | Allow all AI crawlers in robots.txt | Client dev | ✅ Done | +3 crawlers |
| 2 | Add Organization schema to homepage | Client dev | ✅ Done | Schema score +15 |
| 3 | Create llms.txt | Agency | ✅ Done | AI visibility +8 |
| 4 | Add author bylines to all articles | Client content | 🔄 In Progress | — |
| 5 | Fix meta descriptions (47 pages missing) | Client dev | ❌ Not started | — |

**Quick wins completed: [X]/[Y] ([%])**

### Medium-Term — Status Update

| # | Action | Target Month | Status |
|---|--------|-------------|--------|
| 1 | Rewrite top 10 pages with Q&A structure | Month 2 | 🔄 3/10 done |
| 2 | E-E-A-T: Create author pages | Month 2 | ❌ Not started |
| 3 | Register Bing Webmaster Tools | Month 1 | ✅ Done |
| 4 | Implement IndexNow | Month 2 | 🔄 In Progress |

### Strategic — Status Update

| # | Action | Target | Status |
|---|--------|--------|--------|
| 1 | Wikipedia entity creation | Month 4 | 📋 Planned |
| 2 | YouTube channel launch | Month 3 | 📋 Planned |
| 3 | Reddit presence (industry subs) | Month 3 | 📋 Planned |

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## This Month's Wins

> Use this section to celebrate — clients need to see the value clearly.

✅ **[WIN 1]:** [Specific, tangible result — e.g., "GPTBot and ClaudeBot are now allowed. ChatGPT can now crawl and cite your content."]
✅ **[WIN 2]:** [e.g., "Organization schema implemented on homepage. Your brand entity is now machine-readable."]
✅ **[WIN 3]:** [e.g., "llms.txt created and deployed at electron-srl.com/llms.txt — one of only ~12% of sites in your industry to have this."]

---

## New Issues Discovered

> Issues found in current audit that weren't in baseline.

⚠️ **[ISSUE 1]:** [What it is, what it means, how we'll fix it]
⚠️ **[ISSUE 2]:** [What it is, what it means, how we'll fix it]

---

## Next Month Focus

### Priority Actions for [NEXT MONTH]:

| Priority | Action | Owner | Expected Impact |
|----------|--------|-------|----------------|
| 1 | [Highest ROI action] | [Agency/Client] | +[X] GEO points |
| 2 | [Second priority] | [Agency/Client] | +[X] GEO points |
| 3 | [Third priority] | [Agency/Client] | +[X] GEO points |

**Target GEO Score next month:** [CURRENT + estimated gain]/100

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## 6-Month Trajectory

| Month | Date | Score | Delta | Key Achievement |
|-------|------|-------|-------|----------------|
| Baseline | [Date] | [Score] | — | Initial audit |
| Month 1 | [Date] | [Score] | [+X] | Quick wins implemented |
| Month 2 | [Date] | [Score] | [+X] | *Current month* |
| Month 3 | [Date] | — | — | Content citability |
| Month 4 | — | — | — | Brand authority |
| Month 5 | — | — | — | Strategic initiatives |
| Month 6 | — | **Target: [X]** | — | Full review |

[Only fill rows that have happened. Show projected rows as "—"]

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## Estimated Business Impact

Based on the [X]-point improvement this month:

- **AI citation likelihood:** Increased by approximately [X]%
- **Crawlers with access:** [X]/14 → [Y]/14 (better coverage on [platforms])
- **Estimated monthly AI-referred traffic improvement:** +[X]% (conservative)
- **Traffic value at current conversion rates:** +€[X]/month in organic value

*Note: Full traffic impact from GEO changes typically takes 4-8 weeks to materialize
as AI platforms re-index and update their knowledge bases.*

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*GEO Monthly Report — [COMPANY NAME] — [DATE]*
*Questions or comments? [CONTACT EMAIL]*

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Delta Calculation Logic

When parsing two audit files, look for these patterns:

Score markers to extract:
- "GEO Score: XX/100"
- "Overall Score: XX"
- "AI Citability: XX/100"
- "Brand Authority: XX/100"
- "Technical

… (full content is in the download package)