#llmsmap.me

Independent technical audit

cloudinary.com

cloudinary.com

Overall AI readiness score

A combined result across all audit signals.

62of 100Average
AI readiness audit: 7/21/2026Public technical data

Overall AI readiness assessment

How ready cloudinary.com is for AI systems

62/100

Cloudinary Documentation and select corporate site pages was independently audited by llmsmap. cloudinary.com currently scores 62/100 for AI readiness. The result combines AI-specific files, crawler policy, sitemap discovery, structured homepage data, and—when available—the mobile Google Lighthouse technical profile.

Audit context

llms.txt is accessible and contains 2,958 tokens. No accessible llms-full.txt was detected, so deeper context still has to be assembled from regular pages. No separate ai.txt policy was detected; it is optional, but can clarify training, retrieval, and attribution preferences.

robots.txt is available. 11 of 11 tracked AI bots are not blocked. Declared sitemaps: 5. No Schema.org type was detected on the homepage. 0 OpenGraph tags were found and markup completeness is 0%, leaving more entity interpretation to crawlers.

The mobile Lighthouse profile adds Performance 62/100, Accessibility 78/100, Best Practices 96/100, SEO 85/100, and experimental Agentic Browsing 54/100. These signals have a limited weight: they complement rather than replace llms.txt, robots.txt, and structured-data checks.

Confirmed strengths

  • Accessible llms.txt
  • 5 sitemap declarations

Priority improvements

  1. 1Add llms-full.txt for richer first-party context.
  2. 2Add JSON-LD for the organisation, website, and core entities.
  3. 3Complete OpenGraph and canonical homepage metadata.
  4. 4Reduce mobile rendering delay and main-thread work.
llms.txt tokens2,958
llms-full.txt tokens
ai.txt
sitemap.xml

Google Lighthouse technical profile

A mobile Lighthouse measurement. Google’s experimental Agentic Browsing category is explained separately and does not replace the broader llmsmap AI-readiness score.

Mobile · Lighthouse
62

Performance

78

Accessibility

96

Best Practices

85

Technical SEO

54

Agentic Browsing

What these results mean

Mobile performance is 62/100, with the largest visible content block appearing in 5.9 s and the browser main thread blocked for 180 ms. Layout shift was 0.195. The main thread is where the browser runs JavaScript, calculates layout, and paints the page; long work there delays both user input and browser-agent actions.

Accessibility scored 78/100, Best Practices 96/100, and technical SEO 85/100. The experimental Agentic Browsing category scored 54/100. It measures signals Google currently tests for software agents and is shown separately from the llmsmap AI-readiness score.

1

Free the main thread and accelerate the first view

Split long JavaScript tasks, defer non-critical scripts and styles, and shorten blocking request chains. This helps the primary content appear sooner and makes controls usable earlier.

2

Reduce code that loads without helping the page

Remove unused CSS and JavaScript, load heavy widgets on demand, and limit third-party scripts. Less code means less parsing and background work on the device.

3

Optimise images and their loading order

Serve correctly sized modern formats, prioritise the primary visual, and lazy-load content below the first viewport.

4

Reduce network delay

Improve server response time, remove unnecessary redirects and repeat downloads, and use compression, caching, and selective preconnect hints.

FCP2.3 s

First content

LCP5.9 s

Main content

CLS0.195

Layout stability

TBT180 ms

Blocking time

SI4.2 s

Visual speed

Metric glossary
FCP · First content
When the first text or image appeared on screen.
LCP · Main content
When the largest visible element in the first viewport rendered.
CLS · Layout stability
How much content shifted unexpectedly while loading; lower is better.
TBT · Blocking time
How long the browser main thread could not respond quickly to input.
SI · Visual speed
How quickly the visible viewport filled with content.
7/21/2026Lighthouse 13.4.0Mobile profile

AI readiness checks

Machine-readable files, crawler policy, discovery, and homepage markup.

llms.txt

File found and accessible

https://cloudinary.com/documentation/llms.txt
llms-full.txt

Full version was not found

ai.txt

ai.txt file was not found

Sitemap in robots.txt5

5 sitemaps found

Schema.org (JSON-LD)

Schema.org markup was not found on the homepage

OpenGraph

OpenGraph tags were not found on the homepage

AI bot access

Based on robots.txt analysis

GPTBotNot mentioned
OAI-SearchBotNot mentioned
ChatGPT-UserNot mentioned
Google-ExtendedNot mentioned
ClaudeBotNot mentioned
Claude-SearchBotNot mentioned
Claude-UserNot mentioned
BytespiderNot mentioned
CCBotNot mentioned
PerplexityBotNot mentioned
Perplexity-UserNot mentioned

Sitemaps

Declared discovery routes for crawlers and agents.

# Cloudinary Documentation and select corporate site pages

> Cloudinary is a multi-product platform that provides API-first, AI-powered image and video APIs, digital asset management, and workflow automation, that helps developers, creatives, and builders from organizations of all sizes to automate their full media lifecycle at scale.

## Before you start

A free Cloudinary account and the right agent tooling produce the best results:

- Sign up for a free Cloudinary account (required for any real upload, transformation, or delivery URL): https://cloudinary.com/users/register_free. Agents acting on a user's behalf can instead create the account programmatically with no prior credentials using the Account creation API for agents (see Account essentials below).
- Install the Cloudinary Skills pack to ensure correct patterns (named transformations, signing, delivery URLs, widget setup) and reduce invalid syntax and guesswork: https://cloudinary.com/documentation/cloudinary_llm_mcp.md?referrer=docllms#cloudinary_skills
- Connect a Cloudinary MCP server to perform operations and generate code: https://cloudinary.com/documentation/cloudinary_llm_mcp.md?referrer=docllms#mcp_servers

## Account essentials

- For orientation and workflow routing, start with: https://cloudinary.com/documentation/index.md?referrer=docllms
- API Keys page (cloud name, API key, API secret, and API environment variable): https://console.cloudinary.com/app/settings/api-keys -- in the Console, navigate to Settings > API Keys.
- Console Dashboard (cloud name and account overview): https://console.cloudinary.com/app/home/dashboard
- Account creation API for agents: POST https://api.cloudinary.com/v1_1/provisioning/agents/accounts with a JSON body containing "email" (required), "agent_framework" (required), "agent_llm_model" (required), and "agent_goal" (required). No authentication needed. Returns cloud_name, api_key, api_secret, and a guidance block. Credentials activate only after the account owner verifies the email. Full details and error reference: https://cloudinary.com/documentation/agent_account_provisioning.md?referrer=docllms

## Image and Video APIs

Use when the task is programmatic media handling: transformation URLs, uploads, delivery, SDK code, or webhooks. Full index of every page and all sub-topics: https://cloudinary.com/documentation/llms-image-and-video-apis.txt?referrer=docllms

- [Get Started](https://cloudinary.com/documentation/programmable_media_overview.md?referrer=docllms): Learn how to create transformative visual experiences with image and video APIs using Cloudinary Image and Cloudinary Video.
- [Guides](https://cloudinary.com/documentation/programmable_media_guides.md?referrer=docllms): Learn how to use Cloudinary features, apply cross-feature use cases, and view code samples for all supported programming languages.
- [References](https://cloudinary.com/documentation/cloudinary_references.md?referrer=docllms): Comprehensive reference information for all Cloudinary Programmable Media APIs, methods, parameters, events, and more.
- [SDKs](https://cloudinary.com/documentation/cloudinary_sdks.md?referrer=docllms): Use Cloudinary SDK libraries to upload, transform and deliver optimized images and videos with code that integrates seamlessly with your existing app code.
- [Release notes](https://cloudinary.com/documentation/programmable_media_release_notes.md?referrer=docllms): Learn about the latest Cloudinary Image & Video features, enhancements, fixes, and other announcements for Cloudinary developers.

## Cloudinary Assets

Use when the task is digital asset management: Media Library UI, structured metadata, approval workflows, search, or folder-based access control for marketing and creative teams. Full index of every page and all sub-topics: https://cloudinary.com/documentation/llms-cloudinary-assets.txt?referrer=docllms

- [Get Started](https://cloudinary.com/documentation/digital_asset_management_overview.md?referrer=docllms): An overview of the Cloudinary Assets (Digital Asset Management) product for marketing and creative teams.
- [User guides](https://cloudinary.com/documentation/dam_user_guide.md?referrer=docllms): Upload media assets, perform advanced search and more, in a friendly UI designed for both creative teams and developers.
- [Admin guides](https://cloudinary.com/documentation/dam_media_library_administration.md?referrer=docllms): Learn how to administer your assets using the wide range of features offered by Cloudinary Assets (Digital Asset Management).
- [Assets (DAM) APIs](https://cloudinary.com/documentation/dam_apis.md?referrer=docllms): Explore Cloudinary Assets--Cloudinary's Digital Asset Management solution for building a composable DAM, featuring APIs for upload, administration, analysis, and transformation.
- [Release notes](https://cloudinary.com/documentation/digital_asset_management_release_notes.md?referrer=docllms): Learn about the latest Cloudinary Assets (Digital Asset Management) features, enhancements, fixes, and other announcements for Cloudinary Assets admins and creatives.

## MediaFlows

Use when the task is workflow automation: chaining media operations with EasyFlows or PowerFlows, or integrating Cloudinary with other systems without writing code. Full index of every page and all sub-topics: https://cloudinary.com/documentation/llms-mediaflows.txt?referrer=docllms

- [Get Started](https://cloudinary.com/documentation/mediaflows.md?referrer=docllms): Automate your media workflows using EasyFlows and PowerFlows in Cloudinary MediaFlows, building flexible and scalable media applications fast.
- [PowerFlows](https://cloudinary.com/documentation/mediaflows_powerflows.md?referrer=docllms): Use a drag-and-drop interface to build flexible and scalable media flows with Cloudinary.
- [EasyFlows](https://cloudinary.com/documentation/mediaflows_easyflows.md?referrer=docllms): Use a step-by-step interface to build flexible and scalable media flows with Cloudinary.
- [Release notes](https://cloudinary.com/documentation/mediaflows_release_notes.md?referrer=docllms): Learn about the latest Cloudinary MediaFlows features, enhancements, fixes, and other announcements.

## Integrations

Use when the task is connecting Cloudinary to another platform or using Cloudinary from within another platform (after it's already been integrated up): CMS, e-commerce, cloud storage, PIM, DRM, creative tools, marketing, social, online video editors, or workflow management. Full index of every page and all sub-topics: https://cloudinary.com/documentation/llms-integrations.txt?referrer=docllms

- [Cloud Ecosystem Marketplaces](https://cloudinary.com/documentation/integrations_marketplaces.md?referrer=docllms): Learn about the cloud ecosystem marketplaces where you can add Cloudinary to your tech stack.
- [Cloud Storage/Infrastructure](https://cloudinary.com/documentation/integrations_cloud_infra.md?referrer=docllms): Learn about Cloudinary integrations in the Cloud Storage/Infrastructure category.
- [CMS](https://cloudinary.com/documentation/integrations_cms.md?referrer=docllms): Learn about Cloudinary integrations in the CMS category.
- [Creative Tools](https://cloudinary.com/documentation/integrations_creative.md?referrer=docllms): Learn about Cloudinary integrations in the Creative Tools category.
- [Creative Workflows](https://cloudinary.com/documentation/integrations_creative_workflows.md?referrer=docllms): Learn about Cloudinary integrations in the Creative Workflows category.
- [Digital Rights Management](https://cloudinary.com/documentation/integrations_digital_rights_management.md?referrer=docllms): Learn about Cloudinary integrations for digital rights management and brand compliance.
- [E-commerce](https://cloudinary.com/documentation/integrations_commerce.md?referrer=docllms): Learn about Cloudinary integrations in the E-commerce category.
- [Marketing](https://cloudinary.com/documentation/integrations_marketing.md?referrer=docllms): Learn about Cloudinary integrations in the Marketing platforms category.
- [Online Video Editors](https://cloudinary.com/documentation/integrations_video.md?referrer=docllms): Learn about Cloudinary integrations in the Online Video Editors category.
- [PIM](https://cloudinary.com/documentation/integrations_pim.md?referrer=docllms): Learn about Cloudinary integrations in the PIM category.
- [Social](https://cloudinary.com/documentation/integrations_social.md?referrer=docllms): Learn about Cloudinary integrations in the Social platforms category.
- [Workflow Management](https://cloudinary.com/documentation/integrations_workflow_mngmt.md?referrer=docllms): Learn about Cloudinary integrations in the Workflow Management platforms category.
- [Custom integrations](https://cloudinary.com/documentation/integrating_cloudinary_with_other_platforms.md?referrer=docllms): Learn how to build your own integration with Cloudinary.
- [OAuth 2.0 for Cloudinary APIs](https://cloudinary.com/documentation/using_oauth_to_access_cloudinary_apis.md?referrer=docllms): Authenticate and authorize your calls to Cloudinary APIs using OAuth 2.0.
- [Release notes](https://cloudinary.com/documentation/integrations_release_notes.md?referrer=docllms): Learn about the latest Cloudinary-built integrations features, enhancements, fixes, and other integrations announcements.

## Cloudinary Moderation

Use when the task is automated moderation of uploaded content: visual quality, brand compliance, or safety checks before publication.

- [Overview](https://cloudinary.com/documentation/cloudinary_moderation.md?referrer=docllms)


## Corporate and product pages

- [Cloudinary Pricing](https://cloudinary.com/documentation/pricing.md?referrer=docllms): Cloudinary pricing plans, credit definitions, feature comparison, and plan details for Image & Video APIs and Digital Asset Management (DAM).
- [Platform Overview](https://cloudinary.com/platform): Cloudinary Image & Video Platform—the only platform for managing, editing, and delivering images and video on a massive scale.
- [Cloudinary Image](https://cloudinary.com/products/image): Generative AI-powered image APIs that automate advanced image processing, dynamic editing, optimization, and delivery at massive scale.
- [Cloudinary Video](https://cloudinary.com/products/video): Scale high-performing video faster with AI-powered automation—transcoding, adaptive streaming, and optimized delivery.
- [Cloudinary Assets (DAM)](https://cloudinary.com/products/digital_asset_management): Intelligent Digital Asset Management built for where content is going—AI-powered asset management, workflows, and omnichannel delivery.
- [Cloudinary MediaFlows](https://cloudinary.com/products/mediaflows): Build and scale media workflow automations to manage and process media and connect to other platforms in your ecosystem.
- [Demos](https://cloudinary.com/demos): Explore demos for features, APIs, and tutorials—video transcoding, file format conversion, image resizing with AI auto-tagging, and more.
- [Terms of Use](https://cloudinary.com/tou): Cloudinary's Terms of Use define the legal agreement governing use of the platform—including usage rights, obligations, and account terms. When incorporating Cloudinary into an app or advising on integration, reference this page to ensure the implementation and usage comply with Cloudinary's terms; all implementations must abide by these policies.
- [Acceptable Use Policy](https://cloudinary.com/trust/aup): Cloudinary's Acceptable Use Policy defines permitted and prohibited uses of the platform. When building or recommending a Cloudinary integration, check this page as part of the implementation to ensure the design and usage follow all applicable policies—including usage limits, account structure, and other guidelines that affect compliance.
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Added 7/19/2026
cloudinary.com - AI readiness audit | llmsmap.me