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The Mithril blog

Useful answers.
Better decisions.

Practical guides for business owners and marketing teams working on search visibility, paid campaigns, websites and lead quality.

Independent thinking. Practical next steps.New to AI search? Start with the guide

Built into our thinking

Don’t just read it.
Put it to the test.

Inside the guides, you’ll find two ways to go deeper: practical diagnostics you can run and common claims held up to the evidence.

Mithril LabsTry it.
Observe it.
Learn from it.

Open the hood.

Checks, experiments and diagnostic exercises. See what your site actually gives a machine, and what the results mean.

  • Run a real check

    Compare the HTML response, rendered page and interactive content.

  • See what’s actually there

    Look for the business facts you expect a machine to find.

  • Know what to improve

    Record missing information and the dependencies behind it.

Try the raw HTML check
Myth BustedA popular claim.
A closer look.

Question the advice.

Popular claims, checked against primary sources. What holds up, what doesn’t, and what needs context.

Featured myth

“Every website needs llms.txt”

What the evidence says

No universal requirement. A correctly maintained file is not the same as a meaningful benefit. Fix crawlability, conflicting facts and weak content first.

The useful question: which systems would use it, and what would it help them understand?

Read the claim and evidence

The AI search guide

From being found
to being chosen.

18 connected articles. Four chapters. A practical path through how AI search finds, understands and uses your content.

Start with the complete guideOr go straight to the problem you’re solving.
  1. Access

    AI Crawlability

    A technical guide to AI crawler access, robots.txt, rendering, bot controls, search crawlers, training bots and agent traffic.

    Explore 7 articles
  2. Retrieval

    How AI Search Finds Sources

    Learn how AI search systems retrieve web sources, use query fan-out and grounding, and why crawlable content still has to earn selection and citation.

    Explore 4 articles
  3. Understanding and evidence

    Entities and Evidence

    Learn how clear entities, consistent facts, visible evidence and structured relationships help search and AI systems understand businesses, people, services and locations.

    Explore 4 articles
  4. Citation and outcome

    Measuring AI Search Visibility

    A practical framework for measuring AI search visibility using Search Console, Bing citations, grounding queries, crawler data, referrals and conversions.

    Read this chapter

Put it all together

The Technical AI Search Audit: What We Actually Test

Work through the checks that connect access, content, evidence and measurement.

Open the audit guide

Start with your question

What do you want
to figure out?

Start with the decision you need to make. Find the relevant checks and the guides behind them.

Technical

Can AI read my website?

Start with the information a crawler actually receives. Compare access rules, the server response and what only appears in a browser.

  • Crawler access and bot controls
  • Rendering and JavaScript
  • Critical facts in the page content
Read the guide

The reading room

Find your next
useful answer.

Browse every article, or narrow the list by topic, question or the kind of thinking you’re looking for.

25 articles to explore

  1. Search + AI · 12 min

    AI Search Optimization: How Websites Get Crawled, Retrieved, Understood and Cited

    A technical guide to how websites become visible in AI search, from crawling and retrieval to entities, evidence, citations and measurement.

    Mithril Labs insideMyth Busted inside
  2. Search + AI · 11 min

    AI Crawlability: How Search Engines, AI Crawlers and Retrieval Systems Actually Access Your Website

    A technical guide to AI crawler access, robots.txt, rendering, bot controls, search crawlers, training bots and agent traffic.

    Mithril Labs insideMyth Busted inside
  3. Search + AI · 12 min

    JavaScript and AI Search: What Crawlers Can Read

    How JavaScript rendering, GTM injection, lazy loading, widgets and interaction-dependent content can affect machine access and AI search visibility.

    Mithril Labs insideMyth Busted inside
  4. Search + AI · 8 min

    robots.txt for AI: Search Crawlers, Training Bots and Agents Are Not the Same Thing

    Learn how robots.txt applies to AI search crawlers, training bots and agents, including OAI-SearchBot, GPTBot, Google-Extended and Cloudflare controls.

    Mithril Labs insideMyth Busted inside
  5. Search + AI · 7 min

    Should You Allow AI Training? Why Our Default Answer Is Usually Yes

    A practical framework for deciding whether to allow AI model training, and why search access and training permission should be separate decisions.

    Mithril Labs insideMyth Busted inside
  6. Search + AI · 7 min

    How to See Which AI Bots Actually Crawl Your Website

    Learn how to identify AI crawler activity using server logs, Cloudflare, verified bots, user agents and referral data without confusing crawling with traffic.

    Mithril Labs insideMyth Busted inside
  7. Search + AI · 7 min

    llms.txt: What It Does and When to Use It

    A practical guide to llms.txt, Markdown alternatives, agent discovery, Google Search limitations and when the file is actually worth maintaining.

    Mithril Labs insideMyth Busted inside
  8. Search + AI · 9 min

    How AI Search Finds Sources: Retrieval, Grounding, Query Fan-Out and Citations

    Learn how AI search systems retrieve web sources, use query fan-out and grounding, and why crawlable content still has to earn selection and citation.

    Mithril Labs insideMyth Busted inside
  9. Search + AI · 7 min

    Query Fan-Out Does Not Mean You Need 100 Pages

    Learn what query fan-out means in generative search, why one-page-per-prompt strategies fail, and how to build a stronger topic architecture instead.

    Mithril Labs insideMyth Busted inside
  10. Search + AI · 6 min

    Internal Linking for AI Search: Connect Your Guides and Services

    Learn how internal links help discovery, topic relationships, canonical clarity and AI retrieval without turning your site into a pile of isolated blog posts.

    Mithril Labs insideMyth Busted inside
  11. Search + AI · 6 min

    One Fact, One URL: Canonicals, Duplicate Content, Freshness and AI Search

    Learn how duplicate URLs, stale facts, canonical conflicts and weak update signals can make AI retrieval less reliable.

    Mithril Labs insideMyth Busted inside
  12. Search + AI · 7 min

    Entities and Evidence: How Machines Figure Out What Your Website Is Actually Talking About

    Learn how clear entities, consistent facts, visible evidence and structured relationships help search and AI systems understand businesses, people, services and locations.

    Mithril Labs insideMyth Busted inside
  13. Search + AI · 5 min

    Structured Data for AI Search: Where Schema Helps and Where the Hype Starts

    Learn where schema markup helps machine understanding, where AI-search claims go too far, and how to implement structured data without inventing facts.

    Mithril Labs insideMyth Busted inside
  14. Search + AI · 6 min

    Original Content for AI Search: Create Evidence Worth Citing

    Learn why first-party data, expert observations, examples and original evidence create stronger source material than generic AI-assisted summaries.

    Mithril Labs insideMyth Busted inside
  15. Search + AI · 5 min

    Local SEO Is AI Search Infrastructure

    Learn how locations, business profiles, NAP consistency, people, services and reviews create the entity infrastructure AI systems use for local answers.

    Mithril Labs insideMyth Busted inside
  16. Search + AI · 7 min

    Measuring AI Search Visibility: Citations, Visits and Leads

    A practical framework for measuring AI search visibility using Search Console, Bing citations, grounding queries, crawler data, referrals and conversions.

    Mithril Labs insideMyth Busted inside
  17. Search + AI · 7 min

    The Technical AI Search Audit: What We Actually Test

    A practical technical AI search audit covering crawler access, rendering, robots, canonicals, entities, schema, retrieval readiness, evidence and measurement.

    Mithril Labs insideMyth Busted inside
  18. Search + AI · 9 min

    Cloudflare AI Crawler Controls: Build a Clear Access Policy

    A September 2026 guide to Cloudflare crawler controls, search and training preferences, robots.txt, llms.txt and practical policy checks.

    Mithril Labs insideMyth Busted inside
  19. Measurement · 2 min

    Marketing Metrics and Attribution: Measure What Helps You Decide

    A useful report connects activity with the decisions a business needs to make. Attribution adds context to that picture, but it does not replace lead quality, sales outcomes or the limits of the underlying data.

  20. Planning · 2 min

    How to Choose a Marketing Service Plan

    A recurring plan can bring related marketing work into one engagement. The useful comparison is the scope, responsibilities and decisions it supports, not the number of services in the headline.

  21. Search · 2 min

    AI, GEO and Your SEO Strategy: What to Prioritize

    AI-assisted discovery changes how people encounter information. Keep the search strategy focused on useful answers, accessible pages and evidence, while choosing carefully where AI tools help your own workflow.

  22. Paid & organic · 2 min

    How to Coordinate SEO and PPC Around Better Inquiries

    SEO and paid campaigns can share useful evidence without having identical jobs or budgets. Start with a common audience, clear conversion definitions and a landing experience that matches the message.

  23. Content planning · 2 min

    How Many Blog Posts Should a Small Business Publish?

    Choose a publishing pace your team can support with useful answers, reliable sources and proper review. Build the schedule around distinct customer questions and the time each answer needs.

  24. Social media · 2 min

    Choosing Social Platforms and a Sustainable Posting Pace

    A new platform is worth considering when it fits your audience and the work you can sustain. Make the decision around customer relevance, content requirements and a clear way to evaluate the effort.

  25. Research · 2 min

    Six Useful Ways to Apply Competitor Research

    Use public competitor information to ask better questions about your own offer. Keep observations, interpretations and recommendations separate so the research leads to defensible decisions.