What is AI web readiness?

AI web readiness measures how well a website can be discovered, parsed, and cited by AI agents and large language models. It covers signals like /llms.txt, structured data, robots.txt AI crawler permissions, server-side rendering, and OpenGraph metadata.

What is /llms.txt and why does it matter?

/llms.txt is a plain text file placed at the root of a website that tells AI agents what the site is about, what it offers, and which pages to prioritize. Without it, AI agents have to guess your site's structure and purpose. It is the most impactful single change you can make for AI visibility.

How is the AI readiness score calculated?

The score is calculated across 20 weighted checks, each representing a signal that AI agents use when reading, classifying, or citing a website. Each check is a pass, partial, or fail, and the points add up to a score out of 100. The checks cover indexability (10 pts), /llms.txt (10 pts), structured data (9 pts), robots.txt AI permissions (8 pts), and further signals totalling 100 core points, plus four optional bonus checks.

Is AI readiness the same as SEO?

They overlap but are distinct. Traditional SEO optimizes for search engine crawlers and ranking algorithms. AI readiness optimizes for large language models and AI agents that read, summarize, and cite content directly. Many SEO best practices (structured data, fast load times, clear content) also help AI readiness, but AI-specific signals like /llms.txt have no SEO equivalent.

Which AI crawlers does the tool check for?

The tool checks for explicit permissions in robots.txt for GPTBot (OpenAI), ClaudeBot (Anthropic), PerplexityBot, Google-Extended, anthropic-ai, cohere-ai, and meta-externalagent, among others.

Is this tool free to use?

Yes, AI Web Readiness is completely free to use. No account or sign-up is required. Simply enter a URL and get a full report in seconds.

workinpilot.org - 82/100 Good

expand

Grade

Good

Solid foundation. A few targeted fixes will push you to excellent.

Score

+2 / 7 bonus

Passed

Partial

Failed

↓-9 ptsregression from previous scan (91 → 82)

Not sure where to start?

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Page-level checks used the homepage plus 2 inner pages: /privacy_policy.html, /terms_of_service.html

Inner page notes (shown for information, they do not lower your score)

/privacy_policy.html: Social and citation metadata scored 0 of 4. No OpenGraph tags found.
/terms_of_service.html: Social and citation metadata scored 0 of 4. No OpenGraph tags found.
/privacy_policy.html: Page identity signals scored 0 of 7. title: missing, description: missing.
/terms_of_service.html: Page identity signals scored 0 of 7. title: missing, description: missing.
/privacy_policy.html: Canonical authority scored 0 of 4. No <link rel="canonical"> tag found.
/terms_of_service.html: Canonical authority scored 0 of 4. No <link rel="canonical"> tag found.

Check breakdown13 passed · 1 partial · 6 failed

✓

AI agent manifest

/llms.txt found (1482 bytes).

10 / 10

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✓

llms.txt quality

Has a title, a summary, 2 sections, 3 links, links on your own domain, working links.

6 / 6

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Full-content AI feed

No /llms-full.txt found (status 404).

0 / 3

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✓

Indexability

The homepage can be indexed: no noindex directive, and robots.txt does not block search crawlers.

10 / 10

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Structured data

1 JSON-LD block(s) found but none parse as valid JSON.

0 / 9

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Attribution schema

No Organization or Person entity, and no author or publisher property, found in JSON-LD structured data.

0 / 5

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✓

Readable content ratio

7701 chars of text, 11.0% text-to-HTML ratio. Page scores (homepage first): 7, 7, 7 of 7. Inner pages can raise this score but never lower it.

7 / 7

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✓

Crawler-visible content

7740 chars server-rendered, 1 H1, 11 H2, 36 substantial paragraph(s). Page scores (homepage first): 8, 8, 8 of 8. Inner pages can raise this score but never lower it.

8 / 8

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✓

AI crawler permissions

Open to all 14 tracked AI agents.

8 / 8

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✓

Page index

Valid sitemap at /sitemap.xml with 2 URL entries.

6 / 6

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✓

Social and citation metadata

Present: og:title, og:description, og:image, og:site_name. Page scores (homepage first): 4, 0, 0 of 4. Inner pages can raise this score but never lower it.

4 / 4

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Page identity signals

title: 53 chars, description: 206 chars. Note: the description is long enough to be truncated. Titles of 40-70 and descriptions of 50-160 characters score full marks. Page scores (homepage first): 6.5, 0, 0 of 7. Inner pages can raise this score but never lower it.

6.5 / 7

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✓

Canonical authority

Canonical: https://workinpilot.org/. Page scores (homepage first): 4, 0, 0 of 4. Inner pages can raise this score but never lower it.

4 / 4

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✓

Redirect and host health

Good: http redirects to https, www.workinpilot.org redirects to the main host, no redirect needed.

4 / 4

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✓

Accessibility and speed

HTTPS confirmed, homepage downloaded in 441ms.

3 / 3

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✓

Semantic structure

One H1, an ordered heading hierarchy, a <main> landmark, a lang attribute, alt text on images, and a viewport tag. Page scores (homepage first): 6, 3, 3 of 6. Inner pages can raise this score but never lower it.

6 / 6

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Q&A schemabonus

No FAQPage or HowTo schema found. Adding structured Q&A can significantly increase AI citations. Counted across the homepage and 2 inner pages.

0 / 2

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Content feedbonus

No RSS or Atom feed detected. A content feed signals an actively updated site that agents should re-index.

0 / 1

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Agent discovery endpointsbonus

No agent discovery documents found (MCP server card, A2A agent card, API catalog, agents.json, or OpenAPI description).

0 / 2

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✓

Content freshnessbonus

2 date signal(s) found. Most recent: 01-Sep-2026.

2 / 2

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Fix this with AI

A complete brief covering all 7 outstanding issues, with the reason each one matters and the exact fix. Copy it into Claude, ChatGPT, Cursor, or any coding agent working on workinpilot.org.

# AI readiness fixes for workinpilot.org

Audit by AI Web Readiness (https://aiwebreadiness.com) on 2026-10-30. Full report: https://aiwebreadiness.com/report/AtBDLFLBk4
Current score: 82/100 (Good). 13 of 20 checks at full marks.

## Your task

You are working on the website https://workinpilot.org. An automated audit measured how well this site can be discovered, parsed, and cited by AI agents and LLM-powered search engines. The issues it found are listed below, ordered by how many points each is worth.

Work through them in order, highest value first. For each issue, make the change in this site's codebase or CMS using the stack and conventions already in use. Where a fix needs copy, facts, or URLs you cannot verify from the existing site, ask me rather than inventing them.

There are 17.5 points on the table across these 4 issues. Fixing all of them reaches 100/100. If you only have time for the top 3, that alone is worth 17 points and takes the score to 99/100.

---

## Issues to fix (4)

### 1. Structured data (9 points available)

**What the scan found:** 1 JSON-LD block(s) found but none parse as valid JSON.

**Why it matters:** JSON-LD states plainly, in a format machines read without guessing, who you are, what you offer and how your pages relate to each other. Search engines and AI systems use it to build their understanding of an entity and to decide what to show or quote. Without it, they must infer meaning from layout and wording, and the inference is often wrong or shallow. Richer, more specific types give agents more facts they can use with confidence.

**How to fix it:** Add a <script type="application/ld+json"> block to your homepage <head>. At minimum include @context, @type (e.g. Organization, WebSite, or Article), name, url, and description. For higher scores add richer types like BreadcrumbList, Article, or Product on the relevant pages. Google's Structured Data Markup Helper is a good starting point.

### 2. Attribution schema (5 points available)

**What the scan found:** No Organization or Person entity, and no author or publisher property, found in JSON-LD structured data.

**Why it matters:** When an AI assistant quotes or recommends a source, it needs to know who stands behind the content. Clear attribution data lets it credit you by name, connect your site to your profiles and reputation, and trust that the content comes from a real, identifiable author or organization. Anonymous content is easier to ignore, and harder to cite with confidence.

**How to fix it:** Add an Organization (or Person) entity to your JSON-LD with a name, a url, a logo, and sameAs links to your official profiles (LinkedIn, Wikipedia, social accounts). On articles and content pages, add author and publisher properties that reference those entities.

### 3. Full-content AI feed (3 points available)

**What the scan found:** No /llms-full.txt found (status 404).

**Why it matters:** Where llms.txt is a map, llms-full.txt is the whole territory: the full text of your key pages in one place. An agent with limited time or a limited context window can read your content in a single request, with no page-by-page crawling and no risk of missing something behind navigation or scripts. It is a small file to publish, and it lets AI tools represent your content accurately and completely.

**How to fix it:** Create /llms-full.txt at your site root containing the full text of your most important pages, concatenated in order. Each page should be separated by a clear heading. Many static site generators and CMS platforms have plugins that generate this automatically.

### 4. Page identity signals (0.5 points available, currently scoring 6.5 of 7)

**What the scan found:** title: 53 chars, description: 206 chars. Note: the description is long enough to be truncated. Titles of 40-70 and descriptions of 50-160 characters score full marks. Page scores (homepage first): 6.5, 0, 0 of 7. Inner pages can raise this score but never lower it.

**Why it matters:** The title and description are the first things a search engine or an AI agent reads to decide what a page is about and whether it is relevant to a question. Missing or vague ones make the page harder to classify, and overlong ones get truncated in search results and citations. A clear, specific title and description improve how often your page is chosen and how accurately it is described.

**How to fix it:** Write a descriptive <title> tag of 40-70 characters that clearly names the page and your brand. Add a <meta name="description"> of 50-160 characters that summarises what the page offers. Longer values get truncated. Both should be unique per page, specific rather than generic, and written for humans.

---

## Optional bonus checks

These are scored separately from the 100-point core and do not change the headline score. They only apply if they fit the site. Skip any that do not make sense for what this site is.

- **Q&A schema** (up to 2 more points): No FAQPage or HowTo schema found. Adding structured Q&A can significantly increase AI citations. Counted across the homepage and 2 inner pages. How: On any page that contains questions and answers, add a FAQPage JSON-LD block with Question and Answer entities. Each Question needs a name (the question text) and an acceptedAnswer with a text property. For step-by-step content, use HowTo schema instead. Google's Rich Results Test can validate your implementation.
- **Agent discovery endpoints** (up to 2 more points): No agent discovery documents found (MCP server card, A2A agent card, API catalog, agents.json, or OpenAPI description). How: Publish at least one machine-readable discovery document that applies to you, for example /.well-known/mcp.json for an MCP server, /.well-known/agent-card.json for an A2A agent, /.well-known/api-catalog for your APIs, or /openapi.json for a REST API. Two or more earn full marks.
- **Content feed** (up to 1 more points): No RSS or Atom feed detected. A content feed signals an actively updated site that agents should re-index. How: Create an RSS or Atom feed at /feed.xml or /rss.xml listing your most recent content with title, link, description, and pubDate per item. Add a <link rel="alternate" type="application/rss+xml" href="/feed.xml"> tag to your <head> so agents can discover it automatically. A feed that exists but is not advertised earns partial credit.

---

## Ready-to-deploy /llms.txt

This draft was generated from the site's own metadata and links. Review the wording, correct anything inaccurate, then save it as a plain text file at the site root so it resolves at https://workinpilot.org/llms.txt

```
# WorkInPilot FlightPlan

> WorkInPilot removes financial and knowledge barriers that prevent talented individuals from securing meaningful employment. Built on your real experience, never fabricated.

## Key Pages
- [Privacy Policy.Html](https://workinpilot.org/privacy_policy.html)
- [Terms Of Service.Html](https://workinpilot.org/terms_of_service.html)

## About
This file follows the /llms.txt convention, which provides AI agents and language models with a structured map of this site. Learn more at https://llmstxt.org.
```

---

## Already passing, do not regress

These signals are already at full marks. Preserve them while making the changes above:

- **AI agent manifest** (10 pts): /llms.txt found (1482 bytes).
- **llms.txt quality** (6 pts): Has a title, a summary, 2 sections, 3 links, links on your own domain, working links.
- **Indexability** (10 pts): The homepage can be indexed: no noindex directive, and robots.txt does not block search crawlers.
- **Readable content ratio** (7 pts): 7701 chars of text, 11.0% text-to-HTML ratio. Page scores (homepage first): 7, 7, 7 of 7. Inner pages can raise this score but never lower it.
- **Crawler-visible content** (8 pts): 7740 chars server-rendered, 1 H1, 11 H2, 36 substantial paragraph(s). Page scores (homepage first): 8, 8, 8 of 8. Inner pages can raise this score but never lower it.
- **AI crawler permissions** (8 pts): Open to all 14 tracked AI agents.
- **Page index** (6 pts): Valid sitemap at /sitemap.xml with 2 URL entries.
- **Social and citation metadata** (4 pts): Present: og:title, og:description, og:image, og:site_name. Page scores (homepage first): 4, 0, 0 of 4. Inner pages can raise this score but never lower it.
- **Canonical authority** (4 pts): Canonical: https://workinpilot.org/. Page scores (homepage first): 4, 0, 0 of 4. Inner pages can raise this score but never lower it.
- **Redirect and host health** (4 pts): Good: http redirects to https, www.workinpilot.org redirects to the main host, no redirect needed.
- **Accessibility and speed** (3 pts): HTTPS confirmed, homepage downloaded in 441ms.
- **Semantic structure** (6 pts): One H1, an ordered heading hierarchy, a <main> landmark, a lang attribute, alt text on images, and a viewport tag. Page scores (homepage first): 6, 3, 3 of 6. Inner pages can raise this score but never lower it.
- **Content freshness** (2 pts): 2 date signal(s) found. Most recent: 01-Sep-2026.

---

## When you are done

Deploy the changes, then rescan workinpilot.org at https://aiwebreadiness.com to confirm the score moved. The report tracks the delta between scans automatically.

Click the box to select all · 9,272 characters

/llms.txt draft

Ready-to-deploy file. Drop it in your site root so AI agents can find a structured map of what you offer.

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