# INGEST report — croutons.ai
> Machine comprehension measurement. Not an SEO score. UNKNOWN stays UNKNOWN.
- **URL:** https://croutons.ai
- **Report ID:** `f7d7dfba-add4-42b2-a281-d7d64873ddea`
- **Tested:** 2026-11-07T05:21:54.025Z
- **Duration:** 2.1s
- **Contract:** 1.0.0
- **Coverage:** 13/13 measured
- **Composite:** 99 / 100
- **Critical:** 0 · **Warnings:** 2
## Question

Can a machine retrieve, parse, identify, extract, verify, relate, and trust the important facts on this page without unnecessary inference?

## Scorecard
| Component | Score |
| --- | --- |
| Fetch health | 100 |
| Crawler access | 100 |
| Raw HTML quality | 100 |
| JS dependency | 100 |
| Structured data | 100 |
| Fact parity | 100 (8/51 groups compared) |
| Fact recovery cost | 100 |
| Entity coherence | 100 |
| Provenance | 100 |
| Freshness | 100 |
| Salience | 86 |
| Indexability | 100 |
| Discovery | 100 |
| AI readiness | 100 |
| Search interpretation (v2) | — |
| Machine ingestion (composite) | 99 |
## Critical findings

_None._

## Warnings

### llms.txt dead URL

https://croutons.ai/api/availability?session={slug}&from=YYYY-MM-DD&to=YYYY-MM-DD → HTTP 400

### llms.txt dead URL

https://croutons.ai/api/book → HTTP 404

## Crawler access

| Agent | HTTP | Robots | Usable | Blocked |
| --- | --- | --- | --- | --- |
| Default HTTP Client | 200 | yes | yes | no |
| Googlebot | 200 | yes | yes | no |
| Googlebot Smartphone | 200 | yes | yes | no |
| Bingbot | 200 | yes | yes | no |
| OAI-SearchBot | 200 | yes | yes | no |
| GPTBot | 200 | yes | yes | no |
| ClaudeBot | 200 | yes | yes | no |
| Claude-User | 200 | yes | yes | no |
| PerplexityBot | 200 | yes | yes | no |
| Perplexity-User | 200 | yes | yes | no |
| Applebot | 200 | yes | yes | no |
| Applebot-Extended | 200 | yes | yes | no |
| Common Crawl | 200 | yes | yes | no |

## Rendering

- **JS dependency:** LOW
- **Content added:** 0 chars
- **Content removed:** 0 chars
- **Schema injected:** no
- **Canonical changed:** no

## Fact parity

- Matched: 7
- Contradictory: 0
- Ambiguous: 1
- Stale: 0
- Human-only: 0
- Machine-only: 43

_Fact parity scores agreement across the 8 of 51 fact groups asserted in both layers. The other 43 are one-sided — a coverage gap, not a disagreement, and they do not move the score._

| Status | Visible | Machine |
| --- | --- | --- |
| AMBIGUOUS | Croutons — See What Your AI Costs, Fix What It Breaks \| Your AI, measured. | Croutons — Your AI, measured. |
| MACHINE_ONLY |  | Croutons shows where your company’s AI spends money, where it makes mistakes and… |
| MACHINE_ONLY |  | https://croutons.ai/ |
| MACHINE_ONLY |  | Croutons |
| MACHINE_ONLY |  | https://croutons.ai/ |
| MACHINE_ONLY |  | Croutons is an AI inference management layer. It shows where a company’s AI spen… |
| MACHINE_ONLY |  | Every model call. Every agent. Every route. Every outcome. Structured. |
| MACHINE_ONLY |  | hi@croutons.ai |
| MACHINE_ONLY |  | 2025 |
| MACHINE_ONLY |  | Worldwide |
| MACHINE_ONLY |  | Neural Command, LLC |
| MACHINE_ONLY |  | Neural Command, LLC |
| MACHINE_ONLY |  | https://croutons.ai/logo.png |
| MACHINE_ONLY |  | https://croutons.ai/logo.png |
| MACHINE_ONLY |  | 512 |
| MACHINE_ONLY |  | 512 |
| MACHINE_ONLY |  | Croutons logo |
| MACHINE_ONLY |  | croutons.ai |
| MACHINE_ONLY |  | en-US |
| MACHINE_ONLY |  | 2026 |
| MACHINE_ONLY |  | Agent C |
| MACHINE_ONLY |  | Agent C by Croutons |
| MACHINE_ONLY |  | https://agentc.croutons.ai/ |
| MACHINE_ONLY |  | macOS, iOS |
| MACHINE_ONLY |  | BusinessApplication |
| MACHINE_ONLY |  | Agent C checks whether ChatGPT, Perplexity and Gemini recommend your business, f… |
| MACHINE_ONLY |  | https://croutons.ai/ |
| MACHINE_ONLY |  | Croutons — AI inference management layer |
| MACHINE_ONLY |  | Croutons is an AI inference management layer. It shows where a company’s AI spen… |
| MACHINE_ONLY |  | en-US |
| MACHINE_ONLY |  | 2026-06-03 |
| MACHINE_ONLY |  | 2026-11-04 |
| MACHINE_ONLY |  | AI inference management |
| MACHINE_ONLY |  | AI inference management is the process of measuring, routing, governing, and opt… |
| MACHINE_ONLY |  | The five Crouton Units |
| MACHINE_ONLY |  | AI Layer Diagnosis Call |
| MACHINE_ONLY |  | https://croutons.ai/book/ai-layer-diagnosis |
| MACHINE_ONLY |  | 0.00 |
| MACHINE_ONLY |  | Evidence Brief Review Call |
| MACHINE_ONLY |  | https://croutons.ai/book/evidence-brief-review |

_Showing 40 of 44 rows needing attention._

## Fact ledger

| Subject | Predicate | Object | Source | Provenance | Cost |
| --- | --- | --- | --- | --- | --- |
| https://croutons.ai | hasTitle | Croutons — See What Your AI Costs, Fix What It Breaks | visible_html | PROVENANCE_KNOWN | 0 |
| https://croutons.ai | hasDescription | Croutons shows where your company’s AI spends money, where it makes mistakes and… | meta | PROVENANCE_KNOWN | 0 |
| https://croutons.ai | canonicalUrl | https://croutons.ai/ | meta | PROVENANCE_KNOWN | 0 |
| https://croutons.ai | hasHeading | Your AI, measured. | visible_html | PROVENANCE_KNOWN | 0 |
| https://croutons.ai | ogTitle | Croutons — Your AI, measured. | open_graph | PROVENANCE_KNOWN | 0 |
| What does Croutons do, in plain words? | answer | Croutons looks at how your company uses AI and shows three things: where the mon… | visible_html | PROVENANCE_KNOWN | 0 |
| How much does it cost to get started? | answer | The first step is a free 30-minute diagnosis call. Paid work after that is quote… | visible_html | PROVENANCE_KNOWN | 0 |
| 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,… | visible_html | PROVENANCE_KNOWN | 0 |
| How fast do we get results? | answer | You leave the call with the top issues we spotted. A written follow-up arrives w… | visible_html | PROVENANCE_KNOWN | 0 |
| Is our data safe with you? | answer | Sample data is used only for the agreed engagement and kept only as long as that… | visible_html | PROVENANCE_KNOWN | 0 |
| agree | doesNotOffer | personal information | visible_html | PROVENANCE_KNOWN | 0 |
| Can my AI assistant book a call for me? | answer | Yes. This site exposes its prices, open times and booking as tools that AI agent… | visible_html | PROVENANCE_KNOWN | 0 |
| Croutons | name | Croutons | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons | url | https://croutons.ai/ | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons | description | Croutons is an AI inference management layer. It shows where a company’s AI spen… | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons | slogan | Every model call. Every agent. Every route. Every outcome. Structured. | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons | email | hi@croutons.ai | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons | foundingDate | 2025 | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons | areaServed | Worldwide | json_ld | PROVENANCE_KNOWN | 0 |
| Neural Command, LLC | name | Neural Command, LLC | json_ld | PROVENANCE_KNOWN | 0 |
| Neural Command, LLC | legalName | Neural Command, LLC | json_ld | PROVENANCE_KNOWN | 0 |
| https://croutons.ai/#logo | url | https://croutons.ai/logo.png | json_ld | PROVENANCE_KNOWN | 0 |
| https://croutons.ai/#logo | contentUrl | https://croutons.ai/logo.png | json_ld | PROVENANCE_KNOWN | 0 |
| https://croutons.ai/#logo | width | 512 | json_ld | PROVENANCE_KNOWN | 0 |
| https://croutons.ai/#logo | height | 512 | json_ld | PROVENANCE_KNOWN | 0 |
| https://croutons.ai/#logo | caption | Croutons logo | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons | alternateName | croutons.ai | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons | description | Croutons helps companies see, route, govern and measure the AI they already use. | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons | inLanguage | en-US | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons | copyrightYear | 2026 | json_ld | PROVENANCE_KNOWN | 0 |
| Agent C | name | Agent C | json_ld | PROVENANCE_KNOWN | 0 |
| Agent C | alternateName | Agent C by Croutons | json_ld | PROVENANCE_KNOWN | 0 |
| Agent C | url | https://agentc.croutons.ai/ | json_ld | PROVENANCE_KNOWN | 0 |
| Agent C | operatingSystem | macOS, iOS | json_ld | PROVENANCE_KNOWN | 0 |
| Agent C | applicationCategory | BusinessApplication | json_ld | PROVENANCE_KNOWN | 0 |
| Agent C | description | Agent C checks whether ChatGPT, Perplexity and Gemini recommend your business, f… | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons — AI inference management layer | url | https://croutons.ai/ | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons — AI inference management layer | name | Croutons — AI inference management layer | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons — AI inference management layer | description | Croutons is an AI inference management layer. It shows where a company’s AI spen… | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons — AI inference management layer | inLanguage | en-US | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons — AI inference management layer | datePublished | 2026-06-03 | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons — AI inference management layer | dateModified | 2026-11-04 | json_ld | PROVENANCE_KNOWN | 0 |
| AI inference management | name | AI inference management | json_ld | PROVENANCE_KNOWN | 0 |
| AI inference management | description | AI inference management is the process of measuring, routing, governing, and opt… | json_ld | PROVENANCE_KNOWN | 0 |
| The five Crouton Units | name | The five Crouton Units | json_ld | PROVENANCE_KNOWN | 0 |
| AI Layer Diagnosis Call | name | AI Layer Diagnosis Call | json_ld | PROVENANCE_KNOWN | 0 |
| AI Layer Diagnosis Call | url | https://croutons.ai/book/ai-layer-diagnosis | json_ld | PROVENANCE_KNOWN | 0 |
| AI Layer Diagnosis Call | price | 0.00 | json_ld | PROVENANCE_KNOWN | 0 |
| Evidence Brief Review Call | name | Evidence Brief Review Call | json_ld | PROVENANCE_KNOWN | 0 |
| Evidence Brief Review Call | url | https://croutons.ai/book/evidence-brief-review | json_ld | PROVENANCE_KNOWN | 0 |
| Evidence Brief Review Call | price | 0.00 | json_ld | PROVENANCE_KNOWN | 0 |
| AI Rollout Risk Review Call | name | AI Rollout Risk Review Call | json_ld | PROVENANCE_KNOWN | 0 |
| AI Rollout Risk Review Call | url | https://croutons.ai/book/ai-rollout-risk-review | json_ld | PROVENANCE_KNOWN | 0 |
| AI Rollout Risk Review Call | price | 0.00 | json_ld | PROVENANCE_KNOWN | 0 |
| What does Croutons do, in plain words? | answer | Croutons looks at how your company uses AI and shows three things: where the mon… | json_ld | PROVENANCE_KNOWN | 0 |
| How much does it cost to get started? | answer | The first step is a free 30-minute diagnosis call. Paid work after that is quote… | json_ld | PROVENANCE_KNOWN | 0 |
| 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,… | json_ld | PROVENANCE_KNOWN | 0 |
| How fast do we get results? | answer | You leave the call with the top issues we spotted. A written follow-up arrives w… | json_ld | PROVENANCE_KNOWN | 0 |
| Is our data safe with you? | answer | Sample data is used only for the agreed engagement and kept only as long as that… | json_ld | PROVENANCE_KNOWN | 0 |
| agree | doesNotOffer | personal information | json_ld | PROVENANCE_KNOWN | 0 |
| Can my AI assistant book a call for me? | answer | Yes. This site exposes its prices, open times and booking as tools that AI agent… | json_ld | PROVENANCE_KNOWN | 0 |

## Structured data

- Block 0 (script[type="application/ld+json"]:nth-of-type(1)): parse ok; intended value survives

## Entities

- Croutons (`https://croutons.ai/#organization`)
- Neural Command, LLC (`https://croutons.ai/#neural-command`)
- ImageObject (`https://croutons.ai/#logo`)
- Croutons (`https://croutons.ai/#website`)
- Agent C (`https://agentc.croutons.ai/#app`)
- Croutons — AI inference management layer (`https://croutons.ai/#webpage`)
- AI inference management (`https://croutons.ai/docs#term-ai-inference-management`)
- The five Crouton Units (`https://croutons.ai/#crouton-units`)
- AI Layer Diagnosis Call (`https://croutons.ai/book/ai-layer-diagnosis#service`)
- Evidence Brief Review Call (`https://croutons.ai/book/evidence-brief-review#service`)
- AI Rollout Risk Review Call (`https://croutons.ai/book/ai-rollout-risk-review#service`)
- FAQPage (`https://croutons.ai/#faq`)
- https://croutons.ai#Thing-12 (`https://croutons.ai#Thing-12`)

Relations:

- https://croutons.ai/#organization —url→ https://croutons.ai/
- https://croutons.ai/#organization —logo→ https://croutons.ai/#logo
- https://croutons.ai/#organization —image→ https://croutons.ai/#logo
- https://croutons.ai/#organization —parentOrganization→ https://croutons.ai/#neural-command
- https://croutons.ai/#organization —brand→ Croutons
- https://croutons.ai/#organization —knowsAbout→ https://croutons.ai/docs#term-ai-inference-management
- https://croutons.ai/#organization —knowsAbout→ https://croutons.ai/docs#term-inference
- https://croutons.ai/#organization —knowsAbout→ https://croutons.ai/docs#term-crouton-unit
- https://croutons.ai/#organization —knowsAbout→ https://croutons.ai/docs#term-ai-layer-diagnosis
- https://croutons.ai/#organization —knowsAbout→ https://croutons.ai/docs#term-evidence-brief
- https://croutons.ai/#organization —knowsAbout→ https://croutons.ai/docs#term-model-routing
- https://croutons.ai/#organization —knowsAbout→ https://croutons.ai/docs#term-agent-fan-out
- https://croutons.ai/#organization —knowsAbout→ https://croutons.ai/docs#term-webmcp
- https://croutons.ai/#organization —sameAs→ https://github.com/malwarescan/croutons-FE
- https://croutons.ai/#organization —sameAs→ https://agentc.croutons.ai/
- https://croutons.ai/#organization —contactPoint→ https://croutons.ai/book
- https://croutons.ai/#organization —contactPoint→ https://croutons.ai/contact
- https://croutons.ai/#organization —contactPoint→ https://croutons.ai/privacy
- https://croutons.ai/#organization —contactPoint→ https://croutons.ai/terms
- https://croutons.ai/#organization —hasOfferCatalog→ https://croutons.ai/book#catalog
- https://croutons.ai/#organization —owns→ https://agentc.croutons.ai/#app
- https://croutons.ai/#organization —potentialAction→ Book a free diagnosis call
- https://croutons.ai/#neural-command —subOrganization→ https://croutons.ai/#organization
- https://croutons.ai/#logo —url→ https://croutons.ai/logo.png
- https://croutons.ai/#logo —contentUrl→ https://croutons.ai/logo.png
- https://croutons.ai/#website —url→ https://croutons.ai/
- https://croutons.ai/#website —publisher→ https://croutons.ai/#organization
- https://croutons.ai/#website —copyrightHolder→ https://croutons.ai/#neural-command
- https://agentc.croutons.ai/#app —url→ https://agentc.croutons.ai/
- https://agentc.croutons.ai/#app —publisher→ https://croutons.ai/#organization
- https://croutons.ai/#webpage —url→ https://croutons.ai/
- https://croutons.ai/#webpage —isPartOf→ https://croutons.ai/#website
- https://croutons.ai/#webpage —publisher→ https://croutons.ai/#organization
- https://croutons.ai/#webpage —primaryImageOfPage→ https://croutons.ai/og/croutons-share.jpg
- https://croutons.ai/#webpage —about→ https://croutons.ai/#organization
- https://croutons.ai/#webpage —about→ https://croutons.ai/docs#term-ai-inference-management
- https://croutons.ai/#webpage —mainEntity→ https://croutons.ai/#organization
- https://croutons.ai/#webpage —significantLink→ https://croutons.ai/book/ai-layer-diagnosis
- https://croutons.ai/#webpage —significantLink→ https://croutons.ai/book/evidence-brief-review
- https://croutons.ai/#webpage —significantLink→ https://croutons.ai/book/ai-rollout-risk-review

_Showing 40 of 57 relations._

## Indexability

- **State:** INDEXABLE

## Tickets

### P2 — llms.txt dead URL on /

https://croutons.ai/api/availability?session={slug}&from=YYYY-MM-DD&to=YYYY-MM-DD → HTTP 400

- **Current:** (see evidence)
- **Expected:** Machine-readable, consistent, first-HTML representation of the fact
- **Acceptance:** ingest audit https://croutons.ai — check MACHINE-FILE must not FAIL

### P2 — llms.txt dead URL on /

https://croutons.ai/api/book → HTTP 404

- **Current:** (see evidence)
- **Expected:** Machine-readable, consistent, first-HTML representation of the fact
- **Acceptance:** ingest audit https://croutons.ai — check MACHINE-FILE must not FAIL

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