Compound Engineering

every.to

PDF Activate team

INVISIBLE

Apr 24, 03:37 PM · 23.9s

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.

Citation Density2 issues

0 / 20

Content Structure3 issues

5 / 20

Schema Markup3 issues

0 / 15

Crawler Access

15 / 15

Entity Clarity2 issues

5 / 10

Agent Readiness5 issues

5.2 / 10

llms.txt2 issues

6 / 10

Off-site Authority (proxy)

3 / 5

Freshness

3 / 5

Diagnostic layers (non-scoring)· 8

Platform Profiles4

Content Gap Opportunities2

Trust Stack3

Template Coverage1

Content Decay

Negative Signals1

Prompt Injection

Web Verification

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.

01highschemaAuto-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.
02highagent_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.
03highcitations~$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.
04highcitations~$413/mo· medium
Statistical claims are unsourced
Every % / 'X customers' / stat deserves an inline citation link to the origin study or publication.
05criticalschemaAuto-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).
06highstructure~$325/mo· medium
No definition-lead opener in the first 150 tokens
Open the homepage with '<Brand> is a <category> that <differentiator>' — this is the single biggest lever for AI citability.
07lowagent_readiness~$320/mo· low
No CLI or command-line workflow detected
Add CLI install/use docs when your product can be operated from CI, terminals, or coding agents. Include copy-paste commands and JSON output examples.
08lowagent_readiness~$320/mo· low
No Portal visit layer detected
If the service supports temporary agent visits, publish a Portal manifest at /portal with tool metadata and a call endpoint, then link it from docs and llms.txt.

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

$1,470

/mo recoverable

01
FAQ section exists but is not marked up as FAQPage JSON-LD
schema · ~$500/mo
02
No valid Organization JSON-LD
schema · ~$400/mo
03
4 linked URL(s) in llms.txt return non-200
llmstxt · ~$250/mo
+ 2 more in queue

Activate Nova →

The Writer

Echo

$2,370

/mo recoverable

01
External links exist but none hit the authoritative allowlist
citations · ~$413/mo
02
Statistical claims are unsourced
citations · ~$413/mo
03
No definition-lead opener in the first 150 tokens
structure · ~$325/mo
+ 6 more in queue

Activate Echo →

The Front Desk

Orbit

$1,780

/mo recoverable

01
No API or OpenAPI entrypoint detected
agent_readiness · ~$500/mo
02
No Portal visit layer detected
agent_readiness · ~$320/mo
03
No CLI or command-line workflow detected
agent_readiness · ~$320/mo
+ 2 more in queue

Activate Orbit →

The Strategist

Atlas

$885

/mo recoverable

01
Popup or overlay patterns may suppress clean extraction
negative_signals · ~$125/mo
02
Safety trust layer is weak
trust_stack · ~$95/mo
03
Perplexity readiness is underdeveloped
platform_profiles · ~$95/mo
+ 6 more in queue

Compound Engineering

14 AI crawlers checked.

Can the AI engines find you?

Ordered by the money on the table.

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 definition-lead opener in the first 150 tokens

No CLI or command-line workflow detected

No Portal visit layer detected

What each agent would fix first.

Nova

Echo

Orbit

Atlas

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