#llmsmap.me

Independent technical audit

docs.inkeep.com

docs.inkeep.com

Overall AI readiness score

A combined result across all audit signals.

63of 100Average
AI readiness audit: 10/7/2026Public technical data

Overall AI readiness assessment

How ready docs.inkeep.com is for AI systems

63/100

Inkeep (docs.inkeep.com) received an AI-readiness score of 63/100 in an automated technical audit. llms.txt was accessible, llms-full.txt was accessible, and ai.txt was not found. The robots.txt analysis found 0 explicitly allowed and 0 blocked AI crawlers, with 0 declared sitemaps. Homepage markup completeness was 0%; no Schema.org types were detected and 0 OpenGraph tags were detected. Results reflect the public site response observed on 2026-10-07T02:34:52.957Z.

Audit context

llms.txt is accessible and contains 4,543 tokens. An expanded llms-full.txt is also available with 293,270 tokens, giving agents more direct context. No separate ai.txt policy was detected; it is optional, but can clarify training, retrieval, and attribution preferences.

robots.txt was not found, so explicit crawler policy could not be confirmed. 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 76/100, Accessibility 69/100, Best Practices 96/100, SEO 80/100, and experimental Agentic Browsing 67/100. These signals have a limited weight: they complement rather than replace llms.txt, robots.txt, and structured-data checks.

Confirmed strengths

  • Accessible llms.txt
  • Expanded llms-full.txt

Priority improvements

  1. 1Publish robots.txt with explicit search and AI crawler rules.
  2. 2Declare the current sitemap.xml in robots.txt.
  3. 3Add JSON-LD for the organisation, website, and core entities.
  4. 4Complete OpenGraph and canonical homepage metadata.
llms.txt tokens4,543
llms-full.txt tokens293,270
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
76

Performance

69

Accessibility

96

Best Practices

80

Technical SEO

67

Agentic Browsing

What these results mean

Mobile performance is 76/100, with the largest visible content block appearing in 4.0 s and the browser main thread blocked for 410 ms. Layout shift was 0. 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 69/100, Best Practices 96/100, and technical SEO 80/100. The experimental Agentic Browsing category scored 67/100. 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.

FCP1.7 s

First content

LCP4.0 s

Main content

CLS0

Layout stability

TBT410 ms

Blocking time

SI2.9 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.
10/7/2026Lighthouse 13.5.0Mobile profile

AI readiness checks

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

llms.txt

File found and accessible

https://docs.inkeep.com/llms.txt
llms-full.txt

Full version is available

https://docs.inkeep.com/llms-full.txt
ai.txt

ai.txt file was not found

robots.txt

robots.txt file was not found

Sitemap in robots.txt

Sitemap is not declared in robots.txt

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
# Inkeep

## Docs

- [Core concepts](https://docs.inkeep.com/concepts)

- [The No-Code + Code Agent Builder](https://docs.inkeep.com/overview)

- [Pricing](https://docs.inkeep.com/pricing)

- [Troubleshooting Guide](https://docs.inkeep.com/troubleshooting)

- [Inkeep API](https://docs.inkeep.com/api-reference)

- [Join & Follow](https://docs.inkeep.com/community/inkeep-community)

- [License](https://docs.inkeep.com/community/license)

- [CrewAI vs Inkeep](https://docs.inkeep.com/comparisons/crewai)

- [Lindy vs Inkeep](https://docs.inkeep.com/comparisons/lindy)

- [n8n vs Inkeep](https://docs.inkeep.com/comparisons/n8n)

- [OpenAI AgentKit vs Inkeep](https://docs.inkeep.com/comparisons/openai-agent-kit)

- [Deploy to Vercel](https://docs.inkeep.com/deployment/vercel)

- [Set Up Inkeep for Your IDE](https://docs.inkeep.com/get-started/ai-coding-setup-for-ide)

- [Push / Pull](https://docs.inkeep.com/get-started/push-pull)

- [Quick Start](https://docs.inkeep.com/get-started/quick-start)

- [Live Debugger, Traces, and OTEL Telemetry](https://docs.inkeep.com/get-started/traces)

- [Upgrading your Inkeep version](https://docs.inkeep.com/guides/upgrading)

- [Connect Your Data with Context7](https://docs.inkeep.com/connect-your-data/context7)

- [Connect Your Data with Firecrawl](https://docs.inkeep.com/connect-your-data/firecrawl)

- [Connect Your Data with Inkeep Unified Search](https://docs.inkeep.com/connect-your-data/inkeep)

- [Connecting Your Data](https://docs.inkeep.com/connect-your-data/overview)

- [Connect Your Data with Pinecone](https://docs.inkeep.com/connect-your-data/pinecone)

- [Connect Your Data with Ref](https://docs.inkeep.com/connect-your-data/ref)

- [Talk to your agent via A2A (JSON-RPC)](https://docs.inkeep.com/talk-to-your-agents/a2a)

- [How to call your AI Agent using the Chat API](https://docs.inkeep.com/talk-to-your-agents/chat-api)

- [Logging events with the Events API](https://docs.inkeep.com/talk-to-your-agents/events)

- [MCP Server](https://docs.inkeep.com/talk-to-your-agents/mcp-server)

- [Talk to Your Agents Overview](https://docs.inkeep.com/talk-to-your-agents/overview)

- [Triggers](https://docs.inkeep.com/talk-to-your-agents/triggers)

- [Sub Agent Relationships](https://docs.inkeep.com/typescript-sdk/agent-relationships)

- [Agents & Sub Agents](https://docs.inkeep.com/typescript-sdk/agent-settings)

- [CLI Reference](https://docs.inkeep.com/typescript-sdk/cli-reference)

- [Configure Runtime Limits](https://docs.inkeep.com/typescript-sdk/configure-runtime-limits)

- [Context Fetchers in TypeScript SDK](https://docs.inkeep.com/typescript-sdk/context-fetchers)

- [Data Operations](https://docs.inkeep.com/typescript-sdk/data-operations)

- [Evaluations in TypeScript SDK](https://docs.inkeep.com/typescript-sdk/evaluations)

- [Add External Agents to your Agent](https://docs.inkeep.com/typescript-sdk/external-agents)

- [Headers in TypeScript SDK](https://docs.inkeep.com/typescript-sdk/headers)

- [Conversation Memory](https://docs.inkeep.com/typescript-sdk/memory)

- [Model Configuration](https://docs.inkeep.com/typescript-sdk/models)

- [Project Management](https://docs.inkeep.com/typescript-sdk/project-management)

- [Prompt template variables](https://docs.inkeep.com/typescript-sdk/prompt-template-variables)

- [Skills in TypeScript SDK](https://docs.inkeep.com/typescript-sdk/skills)

- [Workspace Configuration](https://docs.inkeep.com/typescript-sdk/workspace-configuration)

- [Access Control](https://docs.inkeep.com/visual-builder/access-control)

- [Context Fetchers in Visual Builder](https://docs.inkeep.com/visual-builder/context-fetchers)

- [Evaluations in Visual Builder](https://docs.inkeep.com/visual-builder/evaluations)

- [Execution Modes](https://docs.inkeep.com/visual-builder/execution-modes)

- [Headers in Visual Builder](https://docs.inkeep.com/visual-builder/headers)

- [Outbound Webhooks](https://docs.inkeep.com/visual-builder/outbound-webhooks)

- [Skills in Visual Builder](https://docs.inkeep.com/visual-builder/skills)

- [SSO Configuration](https://docs.inkeep.com/visual-builder/sso-configuration)

- [Get started with the Visual Agent Builder](https://docs.inkeep.com/visual-builder/sub-agents)

- [Test Suites](https://docs.inkeep.com/visual-builder/test-suites)

- [Environment Configuration](https://docs.inkeep.com/community/contributing/environment-configuration)

- [Isolated Development Environments](https://docs.inkeep.com/community/contributing/isolated-environments)

- [Working with the manage database (Doltgres)](https://docs.inkeep.com/community/contributing/manage-database)

- [Contribute to Inkeep Open Source project](https://docs.inkeep.com/community/contributing/overview)

- [Data Layer constraints on Project relationships](https://docs.inkeep.com/community/contributing/project-constraints)

- [Spans and Traces](https://docs.inkeep.com/community/contributing/spans)

- [A2A](https://docs.inkeep.com/api-reference/a2a)

- [Agents](https://docs.inkeep.com/api-reference/agents)

- [API Keys](https://docs.inkeep.com/api-reference/api-keys)

- [Apps](https://docs.inkeep.com/api-reference/apps)

- [Artifact Components](https://docs.inkeep.com/api-reference/artifact-components)

- [Auth](https://docs.inkeep.com/api-reference/auth)

- [Branches](https://docs.inkeep.com/api-reference/branches)

- [Channels](https://docs.inkeep.com/api-reference/channels)

- [Chat](https://docs.inkeep.com/api-reference/chat)

- [CLI](https://docs.inkeep.com/api-reference/cli)

- [Context Configs](https://docs.inkeep.com/api-reference/context-configs)

- [Conversations](https://docs.inkeep.com/api-reference/conversations)

- [Credential Gateway](https://docs.inkeep.com/api-reference/credential-gateway)

- [Credential Stores](https://docs.inkeep.com/api-reference/credential-stores)

- [Credentials](https://docs.inkeep.com/api-reference/credentials)

- [Data Components](https://docs.inkeep.com/api-reference/data-components)

- [Entitlements](https://docs.inkeep.com/api-reference/entitlements)

- [Evaluations](https://docs.inkeep.com/api-reference/evaluations)

- [Events](https://docs.inkeep.com/api-reference/events)

- [Executions](https://docs.inkeep.com/api-reference/executions)

- [External Agents](https://docs.inkeep.com/api-reference/external-agents)

- [Feedback](https://docs.inkeep.com/api-reference/feedback)

- [Function Tools](https://docs.inkeep.com/api-reference/function-tools)

- [Functions](https://docs.inkeep.com/api-reference/functions)

- [GitHub](https://docs.inkeep.com/api-reference/github)

- [Improvements](https://docs.inkeep.com/api-reference/improvements)

- [Invitations](https://docs.inkeep.com/api-reference/invitations)

- [MCP Catalog](https://docs.inkeep.com/api-reference/mcp-catalog)

- [MCP](https://docs.inkeep.com/api-reference/mcp)

- [OAuth](https://docs.inkeep.com/api-reference/oauth)

- [Project Members](https://docs.inkeep.com/api-reference/project-members)

- [Project Permissions](https://docs.inkeep.com/api-reference/project-permissions)

- [Projects](https://docs.inkeep.com/api-reference/projects)

- [Refs](https://docs.inkeep.com/api-reference/refs)

- [Scheduled Triggers](https://docs.inkeep.com/api-reference/scheduled-triggers)

- [Skills](https://docs.inkeep.com/api-reference/skills)

- [Slack](https://docs.inkeep.com/api-reference/slack)

- [SubAgents](https://docs.inkeep.com/api-reference/subagents)

- [Third-Party MCP Servers](https://docs.inkeep.com/api-reference/third-party-mcp-servers)

- [Tools](https://docs.inkeep.com/api-reference/tools)

- [Triggers](https://docs.inkeep.com/api-reference/triggers)

- [User Profile](https://docs.inkeep.com/api-reference/user-profile)

- [User Project Memberships](https://docs.inkeep.com/api-reference/user-project-memberships)

- [Users](https://docs.inkeep.com/api-reference/users)

- [Webhooks](https://docs.inkeep.com/api-reference/webhooks)

- [Work Apps](https://docs.inkeep.com/api-reference/work-apps)

- [Workflows](https://docs.inkeep.com/api-reference/workflows)

- [Workspaces](https://docs.inkeep.com/api-reference/workspaces)

- [Configure Authentication](https://docs.inkeep.com/deployment/authentication)

- [Deploy to AWS EC2](https://docs.inkeep.com/deployment/aws-ec2)

- [Deploy to Azure VM](https://docs.inkeep.com/deployment/azure-vm)

- [Build a Custom Docker Image](https://docs.inkeep.com/deployment/docker-build)

- [Deploy using Docker (Local Development)](https://docs.inkeep.com/deployment/docker-local)

- [Configure Email](https://docs.inkeep.com/deployment/email)

- [Deploy to GCP Compute Engine](https://docs.inkeep.com/deployment/gcp-compute-engine)

- [Deploy to Hetzner](https://docs.inkeep.com/deployment/hetzner)

- [Datadog](https://docs.inkeep.com/deployment/add-other-services/datadog-apm)

- [S3 Blob Storage](https://docs.inkeep.com/deployment/add-other-services/s3-blob-storage)

- [Sentry](https://docs.inkeep.com/deployment/add-other-services/sentry)

- [Inkeep Content Writer](https://docs.inkeep.com/deployment/inkeep-enterprise/content-writer)

- [Get Started with Inkeep Enterprise](https://docs.inkeep.com/deployment/inkeep-enterprise/get-started)

- [Agent Engineering Best Practices](https://docs.inkeep.com/guides/agent-engineering)

- [Designing Multiagent Workflows](https://docs.inkeep.com/guides/agent-engineering/multiagent-workflows)

- [Writing High-Quality Prompts](https://docs.inkeep.com/guides/agent-engineering/prompt-structure)

- [Troubleshooting](https://docs.inkeep.com/guides/agent-engineering/troubleshooting)

- [Tuning Agents for Cost and Performance](https://docs.inkeep.com/guides/agent-engineering/tuning-agents)

- [Build an AI SDR chatbot without code](https://docs.inkeep.com/guides/agents/ai-sdr-chatbot)

- [Build a fact finder agent with code](https://docs.inkeep.com/guides/agents/fact-finder)

- [Build an in-product copilot without code](https://docs.inkeep.com/guides/agents/in-product-copilot)

- [Build a meeting prep agent without code](https://docs.inkeep.com/guides/agents/meeting-prep-assistant)

- [CLI Tutorials](https://docs.inkeep.com/guides/cli/overview)

- [Pull from remote Inkeep instance](https://docs.inkeep.com/guides/cli/pull-from-remote)

- [Push to remote Inkeep instance](https://docs.inkeep.com/guides/cli/push-to-remote)

- [Set up a CLI profile](https://docs.inkeep.com/guides/cli/setup-profile)

- [CLI Observability with Langfuse](https://docs.inkeep.com/guides/observability/cli-observability)

- [Using Langfuse for LLM Observability](https://docs.inkeep.com/guides/observability/langfuse-usage)

- [Prompt Caching](https://docs.inkeep.com/guides/observability/prompt-caching)

- [Using SigNoz for Observability](https://docs.inkeep.com/guides/observability/signoz-usage)

- [Leverage Composio MCP Server Library](https://docs.inkeep.com/guides/mcp-servers/composio-mcp-servers)

- [Build Custom MCP Servers](https://docs.inkeep.com/guides/mcp-servers/custom-mcp-servers)

- [Create an OpenAPI-based MCP server](https://docs.inkeep.com/guides/mcp-servers/gram)

- [Connect to Native MCP Servers](https://docs.inkeep.com/guides/mcp-servers/native-mcp-servers)

- [MCP Server Options](https://docs.inkeep.com/guides/mcp-servers/overview)

- [App Credentials](https://docs.inkeep.com/talk-to-your-agents/app-credentials)

- [Widget Changelog](https://docs.inkeep.com/talk-to-your-agents/changelog)

- [Chat Components Overview](https://docs.inkeep.com/talk-to-your-agents)

- [Interactive Components](https://docs.inkeep.com/talk-to-your-agents/interactive-components)

- [Using the Slack App](https://docs.inkeep.com/talk-to-your-agents/slack/commands)

- [Configure Slack Agents](https://docs.inkeep.com/talk-to-your-agents/slack/configuration)

- [Install and Set Up the Slack App](https://docs.inkeep.com/talk-to-your-agents/slack/installation)

- [Slack MCP Tool](https://docs.inkeep.com/talk-to-your-agents/slack/mcp-tool)

- [Slack Work App](https://docs.inkeep.com/talk-to-your-agents/slack/overview)

- [Build chat UIs with Vercel AI Elements](https://docs.inkeep.com/talk-to-your-agents/vercel-ai-sdk/ai-elements)

- [Use Inkeep agents with Vercel AI SDK](https://docs.inkeep.com/talk-to-your-agents/vercel-ai-sdk/inkeep-provider)

- [Create custom UIs using the Vercel AI SDK](https://docs.inkeep.com/talk-to-your-agents/vercel-ai-sdk/use-chat)

- [Artifact Components in TypeScript SDK](https://docs.inkeep.com/typescript-sdk/structured-outputs/artifact-components)

- [Data Components in TypeScript SDK](https://docs.inkeep.com/typescript-sdk/structured-outputs/data-components)

- [Output Contract](https://docs.inkeep.com/typescript-sdk/structured-outputs/output-contract)

- [Status Updates](https://docs.inkeep.com/typescript-sdk/structured-outputs/status-updates)

- [Triggers Overview](https://docs.inkeep.com/typescript-sdk/triggers/overview)

- [Scheduled Triggers in TypeScript SDK](https://docs.inkeep.com/typescript-sdk/triggers/scheduled)

- [Webhook Triggers in TypeScript SDK](https://docs.inkeep.com/typescript-sdk/triggers/webhooks)

- [Function Tools in TypeScript SDK](https://docs.inkeep.com/typescript-sdk/tools/function-tools)

- [Register MCP Servers as Tools](https://docs.inkeep.com/typescript-sdk/tools/mcp-tools)

- [Tool Approvals in TypeScript SDK](https://docs.inkeep.com/typescript-sdk/tools/tool-approvals)

- [Environment-aware Credentials](https://docs.inkeep.com/typescript-sdk/credentials/env-aware-credentials)

- [Use Environment Variables as Credentials](https://docs.inkeep.com/typescript-sdk/credentials/environment-variables)

- [Use Keychain for Local Development](https://docs.inkeep.com/typescript-sdk/credentials/keychain)

- [Use Nango as a Credential Store](https://docs.inkeep.com/typescript-sdk/credentials/nango)

- [Credential Store Options](https://docs.inkeep.com/typescript-sdk/credentials/overview)

- [Scheduled Triggers](https://docs.inkeep.com/visual-builder/triggers/scheduled)

- [Webhook Triggers](https://docs.inkeep.com/visual-builder/triggers/webhooks)

- [Artifact Components in Visual Builder](https://docs.inkeep.com/visual-builder/structured-outputs/artifact-components)

- [Data Components in Visual Builder](https://docs.inkeep.com/visual-builder/structured-outputs/data-components)

- [Guardrails in Visual Builder](https://docs.inkeep.com/visual-builder/structured-outputs/output-contract)

- [Status Components](https://docs.inkeep.com/visual-builder/structured-outputs/status-components)

- [Manage Credentials in Visual Builder](https://docs.inkeep.com/visual-builder/tools/credentials)

- [Function Tools in Visual Builder](https://docs.inkeep.com/visual-builder/tools/function-tools)

- [Register MCP Servers in Visual Builder](https://docs.inkeep.com/visual-builder/tools/mcp-servers)

- [Tool approvals in Visual Builder](https://docs.inkeep.com/visual-builder/tools/tool-approvals)

- [User-Level vs Project-Level MCP Servers](https://docs.inkeep.com/visual-builder/tools/user-vs-project-mcp)

- [Draft into a Notion database](https://docs.inkeep.com/guides/agents/content-writer/draft-into-notion)

- [Automate your docs with the Content Writer](https://docs.inkeep.com/guides/agents/content-writer/overview)

- [Publish drafts to your Zendesk Help Center](https://docs.inkeep.com/guides/agents/content-writer/publish-to-help-center)

- [Review, approve, and publish](https://docs.inkeep.com/guides/agents/content-writer/review-and-publish)

- [Send each draft to the right place](https://docs.inkeep.com/guides/agents/content-writer/route-drafts-to-the-right-surface)

- [Run it automatically on solved tickets](https://docs.inkeep.com/guides/agents/content-writer/run-it-automatically)

- [Add citations to your customer assistant](https://docs.inkeep.com/guides/agents/customer-assistant/citations)

- [Add human escalation to your customer assistant](https://docs.inkeep.com/guides/agents/customer-assistant/escalation)

- [Build a customer-facing assistant with Inkeep Unified Search](https://docs.inkeep.com/guides/agents/customer-assistant/setup)

- [Build and deploy a Support Copilot for Zendesk](https://docs.inkeep.com/guides/agents/support-copilot/setup)

- [Build a confidence-gated auto-reply agent for Zendesk](https://docs.inkeep.com/guides/agents/ticket-workflows/auto-reply)

- [Build an internal-note draft agent for Zendesk](https://docs.inkeep.com/guides/agents/ticket-workflows/internal-note-draft)

- [Build a Zendesk ticket-routing agent](https://docs.inkeep.com/guides/agents/ticket-workflows/routing)

- [Add your own analytics](https://docs.inkeep.com/talk-to-your-agents/customization/analytics)

- [Content Security Policy](https://docs.inkeep.com/talk-to-your-agents/customization/content-security-policy)

- [Pass context to the widget](https://docs.inkeep.com/talk-to-your-agents/customization/passing-context)

- [Style Components](https://docs.inkeep.com/talk-to-your-agents/customization/styling)

- [Chat Button for Next.js](https://docs.inkeep.com/talk-to-your-agents/nextjs/chat-button)

- [Custom Trigger for Next.js](https://docs.inkeep.com/talk-to-your-agents/nextjs/custom-trigger)

- [Embedded Chat for Next.js](https://docs.inkeep.com/talk-to-your-agents/nextjs/embedded-chat)

- [Add Sidebar Chat to Next.js](https://docs.inkeep.com/talk-to-your-agents/nextjs/side-bar-chat)

- [Chat Button](https://docs.inkeep.com/talk-to-your-agents/react/chat-button)

- [Custom Trigger](https://docs.inkeep.com/talk-to-your-agents/react/custom-trigger)

- [Embedded Chat](https://docs.inkeep.com/talk-to-your-agents/react/embedded-chat)

- [Add Sidebar Chat to React](https://docs.inkeep.com/talk-to-your-agents/react/side-bar-chat)

- [Chat Button for JavaScript](https://docs.inkeep.com/talk-to-your-agents/javascript/chat-button)

- [Custom Trigger for JavaScript](https://docs.inkeep.com/talk-to-your-agents/javascript/custom-trigger)

- [Embedded Chat for JavaScript](https://docs.inkeep.com/talk-to-your-agents/javascript/embedded-chat)

- [Add Sidebar Chat with JavaScript](https://docs.inkeep.com/talk-to-your-agents/javascript/side-bar-chat)

- [Trigger Inkeep agents from Zendesk tickets](https://docs.inkeep.com/visual-builder/triggers/ticketing/zendesk)
Share or continue the analysis
Share this audit
Discuss with AI
Added 9/28/2026
docs.inkeep.com - AI readiness audit | llmsmap.me