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Independent technical audit

robertlinnemann.com

robertlinnemann.com

Overall AI readiness score

A combined result across all audit signals.

67of 100Average
AI readiness audit: 7/21/2026Public technical data

Overall AI readiness assessment

How ready robertlinnemann.com is for AI systems

67/100

Robert Linnemann was independently audited by llmsmap. robertlinnemann.com currently scores 67/100 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 1,144 tokens. An expanded llms-full.txt is also available with — tokens, giving agents more direct context. A separate ai.txt policy is published.

robots.txt is available. 11 of 11 tracked AI bots are not blocked. Declared sitemaps: 0. 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 71/100, Accessibility 78/100, Best Practices 65/100, SEO 100/100, and experimental Agentic Browsing 63/100. 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
  • Published AI policy

Priority improvements

  1. 1Declare the current sitemap.xml in robots.txt.
  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 tokens1,144
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
71

Performance

78

Accessibility

65

Best Practices

100

Technical SEO

63

Agentic Browsing

What these results mean

Mobile performance is 71/100, with the largest visible content block appearing in 33.8 s and the browser main thread blocked for 10 ms. Layout shift was 0.103. 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 65/100, and technical SEO 100/100. The experimental Agentic Browsing category scored 63/100. 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

Make controls unambiguous

Give buttons and links accessible names, associate labels with fields, and use ordered headings and semantic regions. The same structure helps screen readers and software agents understand actions.

FCP1.8 s

First content

LCP33.8 s

Main content

CLS0.103

Layout stability

TBT10 ms

Blocking time

SI3.0 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://robertlinnemann.com/llms.txt
llms-full.txt

Full version is available

https://robertlinnemann.com/llms-full.txt
ai.txt

AI rules are defined

https://robertlinnemann.com/ai.txt
Sitemap in robots.txt

Sitemap is not declared in robots.txt

Schema.org (JSON-LD)

Schema.org markup was not found on the homepage

OpenGraph0%

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
# Robert Linnemann
# Personal Webpage

> With a BASIC book on my knee at 8 years old I knew I wanted to be a programmer. I have worked as a mobile developer in EV charging, fin-tech, the health-care industry, furniture, retail, grocery, marketing & games. I love Salmon, ask me about them. I am very inspired by great design and employ my idiomatic knowledge of the platforms, accessibility features, and inclusive design. I love prototyping and can run a workshop. I am willing to disagree and commit. I crave collaboration but am a self-starter. I also play saxophone just as good as I want.




## Skills

Robert is ok at many things, but great at these:

- **Mobile Programming**: Working professionally on iOS or Android since 2012.
- **iOS Accessibility**: Accessibility and inclusive design are important for doing mobile UX.
- **UI/UX Design**: Robert knows all of the Interface guidelines and a lot about the app store guidelines.
- **Analytics & Tracking**: Analyzing users of mobile apps can make them better.
- **Apps**: Robert has worked on over 30 apps. Many from scratch to release. Robert ships software.
- **Android Programming**: Robert knows a lot about Android and has worked as an android dev, but he prefers doing native iOS 
stuff.
- **Prototyping**: I love mocking up interfaces to test UI and UX features.

## Languages spoken

English, Danish

## Resume
[Robert Linnemann Resume](https://robertlinnemann.com/RobertLinnemann-Resume.pdf)

### Skills

## Programming Languages:
- Swift 
- Objective-C 
- Kotlin 
- Rust 
- C++ 
- Java 
- BASIC 
- Python

## Platforms & Frameworks:
- iOS 
- Android 
- macOS (Mac OS X) 
- Apple Watch 
- Embedded systems 
- SpriteKit 
- HealthKit 
- QT 
- BLE integrations 


## Domain Expertise:
- EV charging 
- Fin-tech 
- Health-care 
- Retail & Grocery 
- Furniture 
- Marketing 
- Games 
- Accessibility 
- UI/UX Design 
- Research & Development 
- Technical feature document writing 

## Professional Skills
- Mobile development 
- Leading cross-functional teams 
- Prototyping 
- Workshop facilitation 
- Self-starter 
- Collaborative 

## Robert Linnemann Video Presentations

- [GAAD Accessibility Talk: Inclusive Mobile Typography and Testing](https://www.youtube.com/watch?v=sJ9K0L1hpxk)
- [Accessible Touch Typing with Voiceover](https://www.youtube.com/watch?v=h4kvm0GUm_g)
- [How to Run and Accessibility Adit in Apple Accessibility Inspector](https://www.youtube.com/watch?v=h2cbFNAgc28)
- [Data Model Live Coding: Board game Nidavellir](https://www.youtube.com/watch?v=litY3fhLa6g)

## Robert's Code (that is open sourced)

- [BooksX demo](https://github.com/mevdev/BooksX): BooksX an app to view media
- [Dale Chall Language analyzer](https://github.com/mevdev/DaleChallReadibility_iOS_a11y): Dale Chall ranking for language difficulty
- [Simon Game for Steelcase Room wizard embedded platform](https://github.com/mevdev/SimonMagus): This is a QT app for playing Simon on a Steelcase Room Wizard touch screen device.
- [Ocean Vessels](https://github.com/mevdev/OceanVessels): Ocean Vessels is an offline lookup of ship information on the ocean to help authorities find ships in bad standing (poachers, illegal fishermen).
- [iOS List Accessibility features demo app](https://github.com/mevdev/ListA11ySwiftUI)


## LinkedIn

- [Robert Linnemann LinkedIn](https://www.linkedin.com/in/robertlinnemann/): Get all the deeps and some social media type stuff too.

## Music Written by Robert Linnemann

# Chamber Music Scores

# Jazz Music Scores


## Bot Access Policy

Robert Linnemann’s preferences for AI/LLM access, training, and content usage:

- **User-agent: gptbot**  
  Allow-Training: yes  
  Allow-Retrieval: yes  

- **User-agent: claudebot**  
  Allow-Training: yes  
  Allow-Retrieval: yes  

- **User-agent: google-extended**  
  Allow-Training: yes  
  Allow-Retrieval: yes  

- **User-agent: perplexitybot**  
  Allow-Training: yes  
  Allow-Retrieval: yes  

- **User-agent: neevabot**  
  Allow-Training: yes  
  Allow-Retrieval: yes  

- **User-agent: youbot**  
  Allow-Training: yes  
  Allow-Retrieval: yes  

- **User-agent: ccbot** (Common Crawl)  
  Allow-Training: yes  
  Allow-Retrieval: yes  

- **User-agent: duckduckbot** (DuckDuckGo AI)  
  Allow-Training: yes  
  Allow-Retrieval: yes  

- **User-agent: yandexbot**  
  Allow-Training: yes  
  Allow-Retrieval: yes  

- **User-agent: archive.org_bot**  
  Allow-Training: yes  
  Allow-Retrieval: yes  

### Default Rule for Unspecified or Future Bots

- **User-agent: \***  
  Allow-Training: yes  
  Allow-Retrieval: yes  
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Added 7/19/2026
robertlinnemann.com - AI readiness audit | llmsmap.me