# AEO Audit for reddit.com

**Target:** https://www.reddit.com/r/singularity/  
**Score:** 20 / 100  
**Generated:** 2026-05-13T06:57:10.272Z  
**Pages crawled:** 2  
**Findings:** 2 pass · 56 warn · 12 fail · 0 unknown

---

## 1. Crawl Summary

- ✅ **Fetched 1 of 2 pages successfully**
  Target: https://www.reddit.com/r/singularity

## 2. Data Found

| Data Point | Found? | Source | Notes |
|---|---:|---|---|
| Pricing | No | — | — |
| Customer logos | No | — | — |
| Social proof | No | — | — |
| Recent launches | No | — | — |
| Blog post activity | No | — | — |
| New hires | No | — | Often only on a /blog/team or LinkedIn page |
| Headline copy | No | — | — |
| Positioning | No | — | — |
| Executive team | No | — | — |
| Product/service descriptions | No | — | — |
| Case studies or testimonials | No | — | — |
| Contact/demo/signup paths | No | — | — |

## 3. Homepage Audit

- ❌ **Homepage could not be fetched**
  HTTP 403

## 4. Schema / Structured Data Audit

- ❌ **No JSON-LD structured data found**
  Add JSON-LD blocks (Organization, SoftwareApplication, FAQPage, BreadcrumbList) so AI answer engines can ingest your data without guessing.

## 5. robots.txt and sitemap.xml Audit

- ❌ **sitemap.xml not found**
  Add /sitemap.xml — required for reliable AI/SERP discovery.
- ⚠️ **robots.txt does not reference a Sitemap**
  Add `Sitemap: https://yoursite.com/sitemap.xml` to robots.txt.
- ✅ **robots.txt present**
  538 chars

## 6. LLM / AI Crawler Accessibility

- ❌ **GPTBot blocked via wildcard**
  User-agent: * is disallowed from / and no explicit rule for GPTBot overrides it.
- ❌ **ClaudeBot blocked via wildcard**
  User-agent: * is disallowed from / and no explicit rule for ClaudeBot overrides it.
- ❌ **PerplexityBot blocked via wildcard**
  User-agent: * is disallowed from / and no explicit rule for PerplexityBot overrides it.
- ❌ **Google-Extended blocked via wildcard**
  User-agent: * is disallowed from / and no explicit rule for Google-Extended overrides it.
- ❌ **OAI-SearchBot blocked via wildcard**
  User-agent: * is disallowed from / and no explicit rule for OAI-SearchBot overrides it.
- ❌ **Applebot-Extended blocked via wildcard**
  User-agent: * is disallowed from / and no explicit rule for Applebot-Extended overrides it.
- ❌ **CCBot blocked via wildcard**
  User-agent: * is disallowed from / and no explicit rule for CCBot overrides it.
- ⚠️ **llms.txt missing**
  Add /llms.txt — a concise, link-rich summary that helps LLMs orient on your site.
- ⚠️ **skill.md missing**
  Add /skill.md describing what your site lets agents do — speeds up agent task routing.
- ⚠️ **/.well-known/security.txt missing**
  Publish a /.well-known/security.txt with at least a Contact: line. Crawlers and security researchers expect it; AI systems use it as a trust signal.

## 7. Positioning Clarity

- ⚠️ **H1 missing or too short to convey value**
  Add a clear, single-sentence H1 like 'We help X do Y.'
- ❌ **No discoverable CTA**
  Add a clearly-labeled Contact, Demo, or Sign up link to the nav or hero.
- ⚠️ **No clear About/Team link**
  Add an About or Team link in the nav or footer so LLMs can identify the company.
- ⚠️ **No pricing/plans link found**
  AI summaries commonly include pricing. Add a /pricing page even if pricing is custom.
- ⚠️ **Value-prop language not detected**
  Pages with phrases like 'we help X', 'platform for Y', 'built for Z' are easier for LLMs to summarize.

## 8. Missing or Hard-to-Find Information

- ❌ **12 data point(s) could not be found from public pages**
  · Pricing
  · Customer logos
  · Social proof
  · Recent launches
  · Blog post activity
  · New hires
  · Headline copy
  · Positioning
  · Executive team
  · Product/service descriptions
  · Case studies or testimonials
  · Contact/demo/signup paths

## 9. Recommended Fixes

- ⚠️ **Allow GPTBot in robots.txt**
  Add an explicit
    User-agent: GPTBot
    Allow: /
  block so this AI crawler can read your site.
- ⚠️ **Allow ClaudeBot in robots.txt**
  Add an explicit
    User-agent: ClaudeBot
    Allow: /
  block so this AI crawler can read your site.
- ⚠️ **Allow PerplexityBot in robots.txt**
  Add an explicit
    User-agent: PerplexityBot
    Allow: /
  block so this AI crawler can read your site.
- ⚠️ **Allow Google-Extended in robots.txt**
  Add an explicit
    User-agent: Google-Extended
    Allow: /
  block so this AI crawler can read your site.
- ⚠️ **Allow OAI-SearchBot in robots.txt**
  Add an explicit
    User-agent: OAI-SearchBot
    Allow: /
  block so this AI crawler can read your site.
- ⚠️ **Allow Applebot-Extended in robots.txt**
  Add an explicit
    User-agent: Applebot-Extended
    Allow: /
  block so this AI crawler can read your site.
- ⚠️ **Allow CCBot in robots.txt**
  Add an explicit
    User-agent: CCBot
    Allow: /
  block so this AI crawler can read your site.
- ⚠️ **Rewrite the homepage H1 to be self-evident**
  Replace clever copy with literal copy. 'We help X do Y' beats 'Reimagine Y'.
- ⚠️ **Add a discoverable CTA**
  Place 'Contact sales' or 'Start free' in the top-right of the nav. LLMs cite the visible label.
- ⚠️ **Publish a sitemap.xml**
  Generate /sitemap.xml automatically (Next.js: app/sitemap.ts). Include every canonical URL.
- ⚠️ **Add JSON-LD structured data**
  Start with Organization on the root layout and SoftwareApplication or Product on /pricing. Add FAQPage on any FAQ section.
- ⚠️ **Add /llms.txt**
  A short Markdown-flavored summary at the root. Include your H1, value prop, top 5–10 links, and pricing summary.
- ⚠️ **Make your About/Team page reachable**
  Add a top-nav or footer link to /about or /team so LLMs can identify the entity behind the site.
- ⚠️ **Add a /pricing page**
  Even contact-us pricing benefits from a /pricing page that LLMs can link to in answers.
- ⚠️ **Add /skill.md**
  Describe what an agent can do with your site (e.g., 'Search docs', 'Look up pricing'). Useful for agentic flows.
- ⚠️ **Publish /.well-known/security.txt**
  A security contact builds trust with crawlers and researchers. Minimal example:
  
  ```
  Contact: mailto:security@yourdomain.com
  Expires: 2027-01-01T00:00:00.000Z
  Preferred-Languages: en
  ```
- ⚠️ **State your audience explicitly**
  Use phrases like 'Built for B2B SaaS marketing teams' on the homepage and About page.
- ⚠️ **Reference your sitemap in robots.txt**
  Add `Sitemap: https://yoursite.com/sitemap.xml` so crawlers don't have to guess.

## 10. Priority To-Do List

- [ ] **P1** — Allow GPTBot in robots.txt
      Add an explicit
        User-agent: GPTBot
        Allow: /
      block so this AI crawler can read your site.
- [ ] **P1** — Allow ClaudeBot in robots.txt
      Add an explicit
        User-agent: ClaudeBot
        Allow: /
      block so this AI crawler can read your site.
- [ ] **P1** — Allow PerplexityBot in robots.txt
      Add an explicit
        User-agent: PerplexityBot
        Allow: /
      block so this AI crawler can read your site.
- [ ] **P1** — Allow Google-Extended in robots.txt
      Add an explicit
        User-agent: Google-Extended
        Allow: /
      block so this AI crawler can read your site.
- [ ] **P1** — Allow OAI-SearchBot in robots.txt
      Add an explicit
        User-agent: OAI-SearchBot
        Allow: /
      block so this AI crawler can read your site.
- [ ] **P1** — Allow Applebot-Extended in robots.txt
      Add an explicit
        User-agent: Applebot-Extended
        Allow: /
      block so this AI crawler can read your site.
- [ ] **P1** — Allow CCBot in robots.txt
      Add an explicit
        User-agent: CCBot
        Allow: /
      block so this AI crawler can read your site.
- [ ] **P1** — Rewrite the homepage H1 to be self-evident
      Replace clever copy with literal copy. 'We help X do Y' beats 'Reimagine Y'.
- [ ] **P1** — Add a discoverable CTA
      Place 'Contact sales' or 'Start free' in the top-right of the nav. LLMs cite the visible label.
- [ ] **P1** — Publish a sitemap.xml
      Generate /sitemap.xml automatically (Next.js: app/sitemap.ts). Include every canonical URL.
- [ ] **P1** — Add JSON-LD structured data
      Start with Organization on the root layout and SoftwareApplication or Product on /pricing. Add FAQPage on any FAQ section.
- [ ] **P2** — Add /llms.txt
      A short Markdown-flavored summary at the root. Include your H1, value prop, top 5–10 links, and pricing summary.
- [ ] **P2** — Make your About/Team page reachable
      Add a top-nav or footer link to /about or /team so LLMs can identify the entity behind the site.
- [ ] **P2** — Add a /pricing page
      Even contact-us pricing benefits from a /pricing page that LLMs can link to in answers.
- [ ] **P3** — Add /skill.md
      Describe what an agent can do with your site (e.g., 'Search docs', 'Look up pricing'). Useful for agentic flows.
- [ ] **P3** — Publish /.well-known/security.txt
      A security contact builds trust with crawlers and researchers. Minimal example:
      
      ```
      Contact: mailto:security@yourdomain.com
      Expires: 2027-01-01T00:00:00.000Z
      Preferred-Languages: en
      ```
- [ ] **P3** — State your audience explicitly
      Use phrases like 'Built for B2B SaaS marketing teams' on the homepage and About page.
- [ ] **P3** — Reference your sitemap in robots.txt
      Add `Sitemap: https://yoursite.com/sitemap.xml` so crawlers don't have to guess.

---

_Report by [CrawlProof](https://crawlproof.com). Reusable after every major website change._