AI Engineering from Scratch

aiengineeringfromscratch.com

PDF Activate team

INVISIBLE

Apr 24, 02:06 PM · 26.8s

Monthly leak

Estimated

Issues

Ranked by $

AI bot access

0 / 14

14 AI crawlers checked

Runtime cite rate

Panel skipped

Crawler access

14 AI crawlers checked.

All major AI crawlers can read your site.

14/14allowed

GPTBot

OpenAI

ClaudeBot

Anthropic

PerplexityBot

Perplexity

Google-Extended

Google

ChatGPT-User

OpenAI

Meta-ExternalAgent

Can the AI engines find you?

We ran 5 synthesized questions across each configured engine and watched whether your domain was cited.

Panel skipped.

Need at least 2 engines to run runtime. Configure OPENAI_API_KEY, PERPLEXITY_API_KEY, or GOOGLE_AI_API_KEY in addition to Anthropic.

Claude

off

Engine not configured.

ChatGPT

off

Engine not configured.

Perplexity

off

Engine not configured.

Gemini

off

Engine not configured.

Dimension scores

9 dimensions of AI search visibility

How each signal stack scored on this scan. Pass, warn, or fail is decided by the weighted threshold for that dimension.

Content Structure2 issues

10 / 20

Citation Density2 issues

5 / 20

Crawler Access1 issue

7 / 15

Schema Markup3 issues

0 / 15

Entity Clarity4 issues

0 / 10

Agent Readiness9 issues

1 / 10

llms.txt1 issue

0 / 10

Freshness

5 / 5

Off-site Authority (proxy)

1 / 5

Diagnostic layers (non-scoring)· 8

Template Coverage1

Content Decay1

Negative Signals1

Web Verification

Trust Stack4

Prompt Injection

Platform Profiles4

Content Gap Opportunities2

Top findings

Ordered by the money on the table.

Biggest revenue leaks first. Copy the fix prompt into Claude Code, or let AGNT draft the PR for you.

01highcrawler~$1,000/mo· high confidence
No robots.txt found
Publish a /robots.txt that explicitly allows GPTBot, ClaudeBot, PerplexityBot, Google-Extended and other AI crawlers.
02highschemaAuto-fix~$500/mo· medium
FAQ section exists but is not marked up as FAQPage JSON-LD
Wrap the FAQ with a FAQPage JSON-LD block so AI engines can lift the Q/A pairs verbatim.
03highagent_readiness~$500/mo· low
No API or OpenAPI entrypoint detected
Expose a public API reference or OpenAPI document at /docs/api, /openapi.json, or an equivalent developer URL so agents can understand callable surfaces.
04highcitations~$413/mo· medium
External links exist but none hit the authoritative allowlist
Cite at least one .edu/.gov, Wikipedia, IETF/W3C spec, or tier-1 publication near your flagship claims.
05highcitations~$413/mo· medium
Statistical claims are unsourced
Every % / 'X customers' / stat deserves an inline citation link to the origin study or publication.
06criticalschemaAuto-fix~$400/mo· medium
No valid Organization JSON-LD
Add <script type='application/ld+json'> with @type:Organization including name, url, logo, and sameAs (≥3 social profiles).
07mediumagent_readinessAuto-fix~$400/mo· low
No agent discovery file detected
Publish /llms.txt and, when relevant, a .well-known agent/plugin manifest that points agents at docs, APIs, MCP endpoints, and support policies.
08mediumagent_readiness~$400/mo· low
No agent skills or action manifest detected
Document the skills, actions, tools, or capabilities agents can use. Include names, input schemas, output shapes, auth requirements, and whether each action is read-only or writes data.

Your AI team playbook

What each agent would fix first.

Each agent owns a lane. Here's the queue — sorted by dollars recovered per month.

The Guardian

Nova

$2,425

/mo recoverable

01
No robots.txt found
crawler · ~$1,000/mo
02
FAQ section exists but is not marked up as FAQPage JSON-LD
schema · ~$500/mo
03
No valid Organization JSON-LD
schema · ~$400/mo
+ 2 more in queue

Activate Nova →

The Writer

Echo

$2,480

/mo recoverable

01
Statistical claims are unsourced
citations · ~$413/mo
02
External links exist but none hit the authoritative allowlist
citations · ~$413/mo
03
No definition-lead opener in the first 150 tokens
structure · ~$325/mo
+ 7 more in queue

Activate Echo →

The Front Desk

Orbit

$3,300

/mo recoverable

01
No API or OpenAPI entrypoint detected
agent_readiness · ~$500/mo
02
No agent discovery file detected
agent_readiness · ~$400/mo
03
No agent skills or action manifest detected
agent_readiness · ~$400/mo
+ 6 more in queue

Activate Orbit →

The Strategist

Atlas

$1,205

/mo recoverable

01
Volatile content lacks update signals
content_decay · ~$225/mo
02
Popup or overlay patterns may suppress clean extraction
negative_signals · ~$125/mo
03
Template coverage is limited in homepage-only scans
template_coverage · ~$95/mo
+ 8 more in queue

AI Engineering from Scratch

14 AI crawlers checked.

Can the AI engines find you?

Ordered by the money on the table.

No robots.txt found

FAQ section exists but is not marked up as FAQPage JSON-LD

No API or OpenAPI entrypoint detected

External links exist but none hit the authoritative allowlist

Statistical claims are unsourced

No valid Organization JSON-LD

No agent discovery file detected

No agent skills or action manifest detected

What each agent would fix first.

Nova

Echo

Orbit

Atlas

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