geo-compare

GEO 月度增量报告生成器

用途

对于 GEO 代理机构来说，这是最强大的留存工具：向客户准确展示 自开始与你合作以来有哪些进步。GEO 评分的每一点提升，都是价值的证明。此技能会生成“看看你们的进展”报告。

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命令

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

示例：

/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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工作流

步骤 1：查找审计文件

如果只提供了域名：

1. 在 ~/.geo-prospects/audits/ 中查找与 <domain>-*.md 匹配的文件
2. 按日期排序
3. 使用最早的文件作为基准，最新的文件作为当前状态
4. 如果只有一个文件：将其用作基准，并运行一次新的快速审计作为当前状态
5. 如果没有文件：建议先运行 /geo prospect audit <domain>

步骤 2：解析两份审计

从每份审计文件中提取：

• GEO 总评分
• 各类别评分（6 个类别）
• 各平台评分（5 个平台）
• AI 爬虫状态（14 个爬虫）
• 严重问题列表
• 带状态的待办事项列表

步骤 3：计算增量

对于每项指标：

• 增量 = 当前值 - 基准值
• 趋势 = ▲（提升）、▼（下降）、──（不变）
• 报告中的颜色编码：绿色（+）、红色（-）、灰色（=）

步骤 4：生成月度报告

输出到 ~/.geo-prospects/reports/<domain>-monthly-<date>.md

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报告模板

生成以下文档：

# 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

GEO 总评分

基准 [▓▓▓▓░░░░░░░░░░░░░░░░] 32/100 （严重） 当前 [▓▓▓▓▓▓▓▓░░░░░░░░░░░░] 44/100 （低于平均水平） 变化 ▲ +12 分（+37.5%）

目标： 第 6 个月达到 65/100（进展顺利 ✓）

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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]** | **[▲/▼]** |

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## 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."]

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## 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]

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## 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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增量计算逻辑

解析两份审计文件时，请查找以下模式：

Score markers to extract:
- "GEO Score: XX/100"
- "Overall Score: XX"
- "AI Citability: XX/100"
- "Brand Authority: XX/100"
- "Technical: XX/100"
- "Schema: XX/100"
- "Platform: XX/100"
- "Content: XX/100"
- "GPTBot: Allowed/Blocked"
- "ClaudeBot: Allowed/Blocked"

如果审计文件中没有找到确切评分，请根据书面调查结果进行上下文分析，依据所描述的问题估算大致评分。

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趋势解读

增量	趋势符号	含义
+5 或更多	▲▲	大幅提升
+1 到 +4	▲	提升
0	──	没有变化
-1 到 -4	▼	略有下降
-5 或更低	▼▼	明显下降——需要讨论

下降不一定是坏事——这可能意味着在新审计中发现了之前未能看到的新问题。请将下降描述为“新发现的机会”。

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输出

1. 将报告保存到 ~/.geo-prospects/reports/<domain>-monthly-<YYYY-MM>.md
2. 打印包含关键统计信息的确认消息：

   ✓ Monthly report generated: ~/.geo-prospects/reports/electron-srl.com-monthly-2026-03.md
   
   SUMMARY:
   GEO Score: 32 → 44 (+12 points) ▲
   Quick wins completed: 3/5 (60%)
   New issues found: 2 (minor)
   On track for Month 6 target: YES (65/100)
   

3. 建议下一步操作：“分享给客户，或运行 /geo report-pdf 生成可视化版本”