Overall AI readiness score
A combined result across all audit signals.
Average
AI readiness audit: 8/24/2026Public technical data
Overall AI readiness assessment
How ready leanhabit.fi is for AI systems
Lean Habit is a legitimate consulting website with a valid llms.txt file. No issues found.
Audit context
llms.txt is accessible and contains 1,205 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: 1. 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 58/100, Accessibility 90/100, Best Practices 81/100, SEO 100/100, 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
- 1 sitemap declaration
Priority improvements
- 1Add llms-full.txt for richer first-party context.
- 2Add JSON-LD for the organisation, website, and core entities.
- 3Complete OpenGraph and canonical homepage metadata.
- 4Reduce mobile rendering delay and main-thread work.
llms.txt tokens1,205
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.
58
Performance
90
Accessibility
81
Best Practices
100
Technical SEO
67
Agentic Browsing
What these results mean
Mobile performance is 58/100, with the largest visible content block appearing in 8.8 s and the browser main thread blocked for 670 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 90/100, Best Practices 81/100, and technical SEO 100/100. 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
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.
FCP1.1 s
First content
LCP8.8 s
Main content
CLS0
Layout stability
TBT670 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.
8/24/2026Lighthouse 13.4.1Mobile profile
AI readiness checks
Machine-readable files, crawler policy, discovery, and homepage markup.
llms-full.txt
Full version was not found
ai.txt
ai.txt file was not found
Sitemap in robots.txt1
1 sitemap 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.
# Lean Habit > Lean Habit is a Finnish Lean consulting, coaching and development partner helping organizations improve productivity, quality, flow, daily management and employee-driven continuous improvement. Lean Habit works with organizations across production, services and office work. The site is primarily in Finnish. Core topics include Lean coaching, process development, value stream mapping, root cause analysis, daily management, flow efficiency, waste reduction and practical change projects. ## Key pages - [Home](https://leanhabit.fi/): Overview of Lean Habit and its Lean coaching, training and development approach. - [Services](https://leanhabit.fi/palvelut): Main service overview for Lean projects, coaching, audits and analysis. - [Why Lean](https://leanhabit.fi/miksi-lean): Explanation of Lean thinking and why it matters for organizations. - [About Lean Habit](https://leanhabit.fi/meista): Company background, team and operating philosophy. - [Customer cases](https://leanhabit.fi/asiakkaitamme): Client examples and measurable Lean development outcomes. - [Contact](https://leanhabit.fi/yhteys): Contact details and inquiry form. ## Services - [Lean Auditointi](https://leanhabit.fi/palvelut/lean-auditointi) - [Päivittäisjohtamisen työkalu](https://leanhabit.fi/palvelut/paivittaisjohtamisen-tyokalu) - [Prosessin simulointi](https://leanhabit.fi/palvelut/prosessin-simulointi) - [Lean Ongelmanratkaisija](https://leanhabit.fi/palvelut/lean-ongelmanratkaisija) - [Lean mittaristo](https://leanhabit.fi/palvelut/lean-mittaristo) - [Arvovirtaraportti](https://leanhabit.fi/palvelut/arvovirtaraportti) - [Lean Olkapää](https://leanhabit.fi/palvelut/lean-olkapaa) - [Lean Bisnes](https://leanhabit.fi/palvelut/lean-bisnes) - [Lean Solu](https://leanhabit.fi/palvelut/lean-solu) - [Lean Tehdas](https://leanhabit.fi/palvelut/lean-tehdas) - [Lean Virtaus](https://leanhabit.fi/palvelut/lean-virtaus) - [Lean Strategiapäivä](https://leanhabit.fi/palvelut/lean-strategiapaiva) - [Lean Pelipäivä](https://leanhabit.fi/palvelut/lean-pelipaiva) - [Lean Syventävä](https://leanhabit.fi/palvelut/lean-syventava) - [Lean Perusteet](https://leanhabit.fi/palvelut/lean-perusteet) ## Articles - [Hukka, hajonta ja joustamattomuus: kolme asiaa jotka syövät tuottavuutta hiljaisesti](https://leanhabit.fi/blogi/hukka-hajonta-joustamattomuus) - [Miksi tuotannonsuunnittelu muuttuu joka päivä ja mitä sille voi tehdä](https://leanhabit.fi/blogi/tuotannonsuunnittelu-lean) - [Hukka prosesseissa: miksi 89 % ajasta menee muuhun kuin asiakasarvoon?](https://leanhabit.fi/blogi/arvovirtakuvaus-lapimenoaika) - [Miksi samat ongelmat toistuvat ja miten juurisyyanalyysi auttaa](https://leanhabit.fi/blogi/arvovirtakuvaus-kaytannossa-testi-toimiiko-2) - [Virtaustehokkuus ja resurssitehokkuus: kumpi ohjaa organisaatiotanne?](https://leanhabit.fi/blogi/virtaustehokkuus-vs-resurssitehokkuus-testi-toimiiko-2) - [Reaktiivisesta ennakoivaan kunnossapitoon. Miksi muutos kannattaa](https://leanhabit.fi/blogi/kunnossapito-reaktiivinen-ennakoiva-testi-toimiiko-2) - [5x miksi: miten juurisyyanalyysi pysäyttää toistuvat ongelmat](https://leanhabit.fi/blogi/blogi-toistuvat-ongelmat-juurisyyanalyysi-tai-blogi-5x-miksi-juurisyyanalyysi) ## Customer cases - [Train-the-trainer mallin teko pilotti-kehityshankkeen avulla](https://leanhabit.fi/asiakkaitamme/train-the-trainer-mallin-teko-pilotti-kehityshankkeen-avulla) - [Asiakastyytyväisyys nousi, tuottavuuden pysyessä hyvällä tasolla](https://leanhabit.fi/asiakkaitamme/asiakaspalvelun-laadun-ja-tehokkuuden-kehitys) - [Asiakkaaksitulon läpimenoaika lyheni 80 %](https://leanhabit.fi/asiakkaitamme/sote-palveluiden-asiakkaaksitulon-prosessikehitys) - [Datapohjainen toimitusketjun ohjaus](https://leanhabit.fi/asiakkaitamme/dscm-prosessien-kypsyystason-parantaminen) - [Keräilyn laatuvirheet -25 %, läpimenoaika -20 % ja ylityöt -40 %](https://leanhabit.fi/asiakkaitamme/kerailyn-tehostaminen-varastolla) - [Tuotemuutosten hallinta: läpimenoaika lyheni & tiedonkulku parani](https://leanhabit.fi/asiakkaitamme/tuotehallinnan-prosessien-kehittaminen-ja-johtaminen) - [Kokoonpanon läpimenoaika viikosta tuntiin & kapasiteetti nousu 40 %](https://leanhabit.fi/asiakkaitamme/kokoonpanotehtaan-lean-turnaround) - [Palkanlaskennan laatu kuntoon, virheet putosivat 90 %](https://leanhabit.fi/asiakkaitamme/vakioitu-palkanlaskentaprosessi-paivittaisjohtaminen) - [Laskutuksen läpimenoaika -40 % & laatu paremmaksi](https://leanhabit.fi/asiakkaitamme/laskutuksen-ja-myynnin-yhteistyon-kehitys) - [Tuotannon kapasiteetti kaksinkertaistui & sisälogistiikan kulut -50 %](https://leanhabit.fi/asiakkaitamme/tuotantotehtaan-uudelleensuunnittelu-lean-menetelmin) ## Contact - Email: info@leanhabit.fi - Phone: +358 44 296 2382 - Address: Kokontie 1 A 1, 04320 Tuusula, Finland
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Added 8/24/2026