croutons.ai
Test complete··2.3s
https://croutons.ai
99readiness
- 0 fail
- 2 warn
- 0 info
Pipeline complete
Crawler access
public crawler identity × robots policy × HTTP delivery × usability
13 agents
| agent | robots | http | usable | challenge | captcha | waf | bytes |
|---|---|---|---|---|---|---|---|
| Default HTTP Clientother | A | 200 | ● | ● | ● | ! | 25,889 |
| Googlebotsearch | A | 200 | ● | ● | ● | ! | 25,889 |
| Googlebot Smartphonesearch | A | 200 | ● | ● | ● | ! | 25,889 |
| Bingbotsearch | A | 200 | ● | ● | ● | ! | 25,889 |
| OAI-SearchBotai | A | 200 | ● | ● | ● | ! | 25,889 |
| GPTBotai | A | 200 | ● | ● | ● | ! | 25,889 |
| ClaudeBotai | A | 200 | ● | ● | ● | ! | 25,889 |
| Claude-Userai | A | 200 | ● | ● | ● | ! | 25,889 |
| PerplexityBotai | A | 200 | ● | ● | ● | ! | 25,889 |
| Perplexity-Userai | A | 200 | ● | ● | ● | ! | 25,889 |
| Applebotsearch | A | 200 | ● | ● | ● | ! | 25,889 |
| Applebot-Extendedai | A | 200 | ● | ● | ● | ! | 25,889 |
| Common Crawlarchive | A | 200 | ● | ● | ● | ! | 25,889 |
Raw versus rendered
JS dependency LOW
+0 / −0 chars
FieldRaw HTMLRendered DOMClass
TitleCroutons — See What Your AI Costs, Fix What It BreaksCroutons — See What Your AI Costs, Fix What It BreaksUNCHANGED
Canonicalhttps://croutons.ai/https://croutons.ai/UNCHANGED
H1Your AI, measured.Your AI, measured.UNCHANGED
Visible text2,559 chars2,559 charsUNCHANGED
Links4242UNCHANGED
JSON-LD11UNCHANGED
Fact parity
Visible HTML ↔ machine representations · status definitions
7 matched · 46 machine-only
visible html
parity
machine layer
https://croutons.ainame
Croutons — See What Your AI Costs, Fix What It Breaks | Your AI, measured.
AMBIGUOUS
Croutons — Your AI, measured.
https://croutons.aidescription
absent
MACHINE ONLY
Croutons shows where your company’s AI spends money, where it makes mistakes and what to fix first. Start with a free 30-minute diagnosis call, booked on this site.
https://croutons.aicanonicalurl
absent
MACHINE ONLY
https://croutons.ai/
what does croutons do in plain words?answer
Croutons looks at how your company uses AI and shows three things: where the money goes, where the AI makes mistakes, and what to fix first. It turns scattered AI activity into small, tidy records your team can act on.
MATCHED
Croutons looks at how your company uses AI and shows three things: where the money goes, where the AI makes mistakes, and what to fix first. It turns scattered AI activity into small, tidy records your team can act on.
how much does it cost to get started?answer
The first step is a free 30-minute diagnosis call. Paid work after that is quoted in writing before anything starts: a fixed quote for a one-time diagnosis, or a monthly quote for ongoing management.
MATCHED
The first step is a free 30-minute diagnosis call. Paid work after that is quoted in writing before anything starts: a fixed quote for a one-time diagnosis, or a monthly quote for ongoing management.
do we need to connect our systems first?answer
No. The first diagnosis runs on samples you choose to share, such as a few logs, a workflow description, an invoice export or a list of URLs. No production integration is required.
MATCHED
No. The first diagnosis runs on samples you choose to share, such as a few logs, a workflow description, an invoice export or a list of URLs. No production integration is required.
how fast do we get results?answer
You leave the call with the top issues we spotted. A written follow-up arrives within two business days.
MATCHED
You leave the call with the top issues we spotted. A written follow-up arrives within two business days.
is our data safe with you?answer
Sample data is used only for the agreed engagement and kept only as long as that engagement needs it, unless you agree otherwise in writing. We do not sell personal information.
MATCHED
Sample data is used only for the agreed engagement and kept only as long as that engagement needs it, unless you agree otherwise in writing. We do not sell personal information.
agreedoesnotoffer
personal information
MATCHED
personal information
can my ai assistant book a call for me?answer
Yes. This site exposes its prices, open times and booking as tools that AI agents can call directly, through WebMCP in the browser and a public MCP endpoint. Agent bookings are confirmed by a link sent to your email.
MATCHED
Yes. This site exposes its prices, open times and booking as tools that AI agents can call directly, through WebMCP in the browser and a public MCP endpoint. Agent bookings are confirmed by a link sent to your email.
croutonsname
absent
MACHINE ONLY
Croutons
croutonsurl
absent
MACHINE ONLY
https://croutons.ai/
croutonsdescription
absent
MACHINE ONLY
Croutons is an AI inference management layer. It shows where a company’s AI spends money, where it makes mistakes, and what to route, check, reuse or fix first. | Croutons helps companies see, route, govern and measure the AI they already use.
croutonsslogan
absent
MACHINE ONLY
Every model call. Every agent. Every route. Every outcome. Structured.
croutonsemail
absent
MACHINE ONLY
hi@croutons.ai
croutonsfoundingdate
absent
MACHINE ONLY
2025
croutonsareaserved
absent
MACHINE ONLY
Worldwide
neural command llcname
absent
MACHINE ONLY
Neural Command, LLC
neural command llclegalname
absent
MACHINE ONLY
Neural Command, LLC
https://croutons.ai/#logourl
absent
MACHINE ONLY
https://croutons.ai/logo.png
https://croutons.ai/#logocontenturl
absent
MACHINE ONLY
https://croutons.ai/logo.png
https://croutons.ai/#logowidth
absent
MACHINE ONLY
512
https://croutons.ai/#logoheight
absent
MACHINE ONLY
512
https://croutons.ai/#logocaption
absent
MACHINE ONLY
Croutons logo
croutonsalternatename
absent
MACHINE ONLY
croutons.ai
croutonsinlanguage
absent
MACHINE ONLY
en-US
croutonscopyrightyear
absent
MACHINE ONLY
2026
agent cname
absent
MACHINE ONLY
Agent C
agent calternatename
absent
MACHINE ONLY
Agent C by Croutons
agent curl
absent
MACHINE ONLY
https://agentc.croutons.ai/
agent coperatingsystem
absent
MACHINE ONLY
macOS, iOS
agent capplicationcategory
absent
MACHINE ONLY
BusinessApplication
agent cdescription
absent
MACHINE ONLY
Agent C checks whether ChatGPT, Perplexity and Gemini recommend your business, finds gaps in your Google search traffic and proposes changes for your approval.
croutons — ai inference management layerurl
absent
MACHINE ONLY
https://croutons.ai/
croutons — ai inference management layername
absent
MACHINE ONLY
Croutons — AI inference management layer
croutons — ai inference management layerdescription
absent
MACHINE ONLY
Croutons is an AI inference management layer. It shows where a company’s AI spends money, where it makes mistakes, and what to route, check, reuse or fix first.
croutons — ai inference management layerinlanguage
absent
MACHINE ONLY
en-US
croutons — ai inference management layerdatepublished
absent
MACHINE ONLY
2026-06-03
croutons — ai inference management layerdatemodified
absent
MACHINE ONLY
2026-11-04
ai inference managementname
absent
MACHINE ONLY
AI inference management
solid wire = agreeddashed = present on one side onlyred = contradiction
Fact ledger
64 subject · predicate · object
0 unknown provenance·0 high recovery cost
| subject | predicate | object | source | representation | assertion | recovery |
|---|---|---|---|---|---|---|
| https://croutons.ai | hasTitle | Croutons — See What Your AI Costs, Fix What It Breaks | visible html | visible | explicit | |
| https://croutons.ai | hasDescription | Croutons shows where your company’s AI spends money, where it makes mistakes and what to fix first. Start with a free 30-minute diagnosis call, booked on this site. | meta | machine only | explicit | |
| https://croutons.ai | canonicalUrl | https://croutons.ai/ | meta | machine only | explicit | |
| https://croutons.ai | hasHeading | Your AI, measured. | visible html | visible | explicit | |
| https://croutons.ai | ogTitle | Croutons — Your AI, measured. | open graph | machine only | explicit | |
| What does Croutons do, in plain words? | answer | Croutons looks at how your company uses AI and shows three things: where the money goes, where the AI makes mistakes, and what to fix first. It turns scattered AI activity into small, tidy records your team can act on. | visible html | visible | explicit | |
| How much does it cost to get started? | answer | The first step is a free 30-minute diagnosis call. Paid work after that is quoted in writing before anything starts: a fixed quote for a one-time diagnosis, or a monthly quote for ongoing management. | visible html | visible | explicit | |
| Do we need to connect our systems first? | answer | No. The first diagnosis runs on samples you choose to share, such as a few logs, a workflow description, an invoice export or a list of URLs. No production integration is required. | visible html | visible | explicit | |
| How fast do we get results? | answer | You leave the call with the top issues we spotted. A written follow-up arrives within two business days. | visible html | visible | explicit | |
| Is our data safe with you? | answer | Sample data is used only for the agreed engagement and kept only as long as that engagement needs it, unless you agree otherwise in writing. We do not sell personal information. | visible html | visible | explicit | |
| agree | doesNotOffer | personal information | visible html | visible | explicit | |
| Can my AI assistant book a call for me? | answer | Yes. This site exposes its prices, open times and booking as tools that AI agents can call directly, through WebMCP in the browser and a public MCP endpoint. Agent bookings are confirmed by a link sent to your email. | visible html | visible | explicit | |
| Croutons | name | Croutons | json ld | machine only | explicit | |
| Croutons | url | https://croutons.ai/ | json ld | machine only | explicit | |
| Croutons | description | Croutons is an AI inference management layer. It shows where a company’s AI spends money, where it makes mistakes, and what to route, check, reuse or fix first. | json ld | machine only | explicit | |
| Croutons | slogan | Every model call. Every agent. Every route. Every outcome. Structured. | json ld | machine only | explicit | |
| Croutons | hi@croutons.ai | json ld | machine only | explicit | ||
| Croutons | foundingDate | 2025 | json ld | machine only | explicit | |
| Croutons | areaServed | Worldwide | json ld | machine only | explicit | |
| Neural Command, LLC | name | Neural Command, LLC | json ld | machine only | explicit | |
| Neural Command, LLC | legalName | Neural Command, LLC | json ld | machine only | explicit | |
| https://croutons.ai/#logo | url | https://croutons.ai/logo.png | json ld | machine only | explicit | |
| https://croutons.ai/#logo | contentUrl | https://croutons.ai/logo.png | json ld | machine only | explicit | |
| https://croutons.ai/#logo | width | 512 | json ld | machine only | explicit | |
| https://croutons.ai/#logo | height | 512 | json ld | machine only | explicit | |
| https://croutons.ai/#logo | caption | Croutons logo | json ld | machine only | explicit | |
| Croutons | alternateName | croutons.ai | json ld | machine only | explicit | |
| Croutons | description | Croutons helps companies see, route, govern and measure the AI they already use. | json ld | machine only | explicit | |
| Croutons | inLanguage | en-US | json ld | machine only | explicit | |
| Croutons | copyrightYear | 2026 | json ld | machine only | explicit | |
| Agent C | name | Agent C | json ld | machine only | explicit | |
| Agent C | alternateName | Agent C by Croutons | json ld | machine only | explicit | |
| Agent C | url | https://agentc.croutons.ai/ | json ld | machine only | explicit | |
| Agent C | operatingSystem | macOS, iOS | json ld | machine only | explicit | |
| Agent C | applicationCategory | BusinessApplication | json ld | machine only | explicit | |
| Agent C | description | Agent C checks whether ChatGPT, Perplexity and Gemini recommend your business, finds gaps in your Google search traffic and proposes changes for your approval. | json ld | machine only | explicit | |
| Croutons — AI inference management layer | url | https://croutons.ai/ | json ld | machine only | explicit | |
| Croutons — AI inference management layer | name | Croutons — AI inference management layer | json ld | machine only | explicit | |
| Croutons — AI inference management layer | description | Croutons is an AI inference management layer. It shows where a company’s AI spends money, where it makes mistakes, and what to route, check, reuse or fix first. | json ld | machine only | explicit | |
| Croutons — AI inference management layer | inLanguage | en-US | json ld | machine only | explicit | |
| Croutons — AI inference management layer | datePublished | 2026-06-03 | json ld | machine only | explicit | |
| Croutons — AI inference management layer | dateModified | 2026-11-04 | json ld | machine only | explicit | |
| AI inference management | name | AI inference management | json ld | machine only | explicit | |
| AI inference management | description | AI inference management is the process of measuring, routing, governing, and optimizing the model calls used by AI applications, agents, and automated workflows. | json ld | machine only | explicit | |
| The five Crouton Units | name | The five Crouton Units | json ld | machine only | explicit | |
| AI Layer Diagnosis Call | name | AI Layer Diagnosis Call | json ld | machine only | explicit | |
| AI Layer Diagnosis Call | url | https://croutons.ai/book/ai-layer-diagnosis | json ld | machine only | explicit | |
| AI Layer Diagnosis Call | price | 0.00 | json ld | machine only | explicit | |
| AI Visibility Diagnosis Call | name | AI Visibility Diagnosis Call | json ld | machine only | explicit | |
| AI Visibility Diagnosis Call | url | https://croutons.ai/book/ai-visibility-diagnosis | json ld | machine only | explicit | |
| AI Visibility Diagnosis Call | price | 0.00 | json ld | machine only | explicit | |
| Evidence Brief Review Call | name | Evidence Brief Review Call | json ld | machine only | explicit | |
| Evidence Brief Review Call | url | https://croutons.ai/book/evidence-brief-review | json ld | machine only | explicit | |
| Evidence Brief Review Call | price | 0.00 | json ld | machine only | explicit | |
| AI Rollout Risk Review Call | name | AI Rollout Risk Review Call | json ld | machine only | explicit | |
| AI Rollout Risk Review Call | url | https://croutons.ai/book/ai-rollout-risk-review | json ld | machine only | explicit | |
| AI Rollout Risk Review Call | price | 0.00 | json ld | machine only | explicit | |
| What does Croutons do, in plain words? | answer | Croutons looks at how your company uses AI and shows three things: where the money goes, where the AI makes mistakes, and what to fix first. It turns scattered AI activity into small, tidy records your team can act on. | json ld | machine only | explicit | |
| How much does it cost to get started? | answer | The first step is a free 30-minute diagnosis call. Paid work after that is quoted in writing before anything starts: a fixed quote for a one-time diagnosis, or a monthly quote for ongoing management. | json ld | machine only | explicit | |
| Do we need to connect our systems first? | answer | No. The first diagnosis runs on samples you choose to share, such as a few logs, a workflow description, an invoice export or a list of URLs. No production integration is required. | json ld | machine only | explicit |
Structured data integrity
parse · serialization · graph identity · intent survives
1 blocks · verdict PASS
| # | Standard parse | One unescape | Values agree | Intent survives | Issues |
|---|---|---|---|---|---|
| 00 | PASS | PASS | yes | yes | — |
Entity identity
14 nodes · 63 relationships
- Croutonshttps://croutons.ai/#organization
- urlhttps://croutons.ai/
- logohttps://croutons.ai/#logo
- imagehttps://croutons.ai/#logo
- parentOrganizationhttps://croutons.ai/#neural-command
- brandCroutons
- knowsAbouthttps://croutons.ai/docs#term-ai-inference-management
- knowsAbouthttps://croutons.ai/docs#term-inference
- knowsAbouthttps://croutons.ai/docs#term-crouton-unit
- knowsAbouthttps://croutons.ai/docs#term-ai-layer-diagnosis
- knowsAbouthttps://croutons.ai/docs#term-ai-visibility-layer
- Neural Command, LLChttps://croutons.ai/#neural-command
- subOrganizationhttps://croutons.ai/#organization
- ImageObjecthttps://croutons.ai/#logo
- urlhttps://croutons.ai/logo.png
- contentUrlhttps://croutons.ai/logo.png
- Croutonshttps://croutons.ai/#website
- urlhttps://croutons.ai/
- publisherhttps://croutons.ai/#organization
- copyrightHolderhttps://croutons.ai/#neural-command
- Agent Chttps://agentc.croutons.ai/#app
- urlhttps://agentc.croutons.ai/
- publisherhttps://croutons.ai/#organization
- Croutons — AI inference management layerhttps://croutons.ai/#webpage
- urlhttps://croutons.ai/
- isPartOfhttps://croutons.ai/#website
- publisherhttps://croutons.ai/#organization
- primaryImageOfPagehttps://croutons.ai/og/croutons-share.jpg
- abouthttps://croutons.ai/#organization
- abouthttps://croutons.ai/docs#term-ai-inference-management
- mainEntityhttps://croutons.ai/#organization
- significantLinkhttps://croutons.ai/book/ai-layer-diagnosis
- significantLinkhttps://croutons.ai/book/ai-visibility-diagnosis
- significantLinkhttps://croutons.ai/book/evidence-brief-review
- AI inference managementhttps://croutons.ai/docs#term-ai-inference-management
- inDefinedTermSethttps://croutons.ai/docs#glossary
- The five Crouton Unitshttps://croutons.ai/#crouton-units
- AI Layer Diagnosis Callhttps://croutons.ai/book/ai-layer-diagnosis#service
- urlhttps://croutons.ai/book/ai-layer-diagnosis
- providerhttps://croutons.ai/#organization
- offershttps://croutons.ai/book/ai-layer-diagnosis#offer
- AI Visibility Diagnosis Callhttps://croutons.ai/book/ai-visibility-diagnosis#service
- urlhttps://croutons.ai/book/ai-visibility-diagnosis
- providerhttps://croutons.ai/#organization
- offershttps://croutons.ai/book/ai-visibility-diagnosis#offer
- Evidence Brief Review Callhttps://croutons.ai/book/evidence-brief-review#service
- urlhttps://croutons.ai/book/evidence-brief-review
- providerhttps://croutons.ai/#organization
- offershttps://croutons.ai/book/evidence-brief-review#offer
- AI Rollout Risk Review Callhttps://croutons.ai/book/ai-rollout-risk-review#service
- urlhttps://croutons.ai/book/ai-rollout-risk-review
- providerhttps://croutons.ai/#organization
- offershttps://croutons.ai/book/ai-rollout-risk-review#offer
- FAQPagehttps://croutons.ai/#faq
- isPartOfhttps://croutons.ai/#webpage
- mainEntityhttps://croutons.ai/#q1
- mainEntityhttps://croutons.ai/#q2
- mainEntityhttps://croutons.ai/#q3
- mainEntityhttps://croutons.ai/#q4
- mainEntityhttps://croutons.ai/#q5
- mainEntityhttps://croutons.ai/#q6
- https://croutons.ai#Thing-13https://croutons.ai#Thing-13
Critical fact byte depth
deeper = higher ingestion risk · what this measures
01.0 KB25.3 KB
title166 B
canonical446 B
primary JSON-LD2.6 KB
H1882 B
log scale · depth of each critical fact inside the initial HTML payload
Measurement components
Leaf components that explain the composite. Null stays null. Glossary
Composite 99 / 100
Evidence
2 findings
0 critical · 2 warnings
machine_filesllms.txt dead URLwarn
- check
- MACHINE-FILE
- confidence
- HIGH
- why
- https://croutons.ai/api/availability?session={slug}&from=YYYY-MM-DD&to=YYYY-MM-DD → HTTP 400
- url
- https://croutons.ai/api/availability?session={slug}&from=YYYY-MM-DD&to=YYYY-MM-DD
- source
- machine file
- status
- 400
- observed
- 2026-11-06T11:57:12.986Z
No raw evidence payload attached.
machine_filesllms.txt dead URLwarn
- check
- MACHINE-FILE
- confidence
- HIGH
- why
- https://croutons.ai/api/book → HTTP 404
- url
- https://croutons.ai/api/book
- source
- machine file
- status
- 404
- observed
- 2026-11-06T11:57:12.986Z
No raw evidence payload attached.
Developer handoff
Derived from 2 finding-backed tickets
P2
llms.txt dead URL on /
https://croutons.ai/api/availability?session={slug}&from=YYYY-MM-DD&to=YYYY-MM-DD → HTTP 400
Expected — Machine-readable, consistent, first-HTML representation of the fact
From check MACHINE-FILE · Inspect evidence →
P2
llms.txt dead URL on /
https://croutons.ai/api/book → HTTP 404
Expected — Machine-readable, consistent, first-HTML representation of the fact
From check MACHINE-FILE · Inspect evidence →