Context Windows and Token Budgets in AI Search
What tokens, context windows and token budgets are, what gets cut from your page before a model reads it, and how to write for a limited budget.
Results for “windows”
Measurement and Strategy
From Clicks to Revenue: Full-Funnel Attribution for B2B, and the Gap AI Search Makes Wider
Why B2B dashboards start counting the buyer too late, what Google retiring four attribution models in 2023 tells you, how AI answers widen the gap when only 1% of people click a source inside a summary, and what to put on the report instead of clicks.
Rohit Bhisey ·
Answer Engine Optimization
The AEO and GEO Glossary: 62 Terms, Clearly Defined
Short, self-contained definitions of 62 terms used in answer engine optimisation, generative engine optimisation and technical SEO, with links to in-depth guides.
Gunakesh Parmar ·
AI Search Visibility
How AI Search Engines Choose What to Cite, and the Four Stages of Getting There
What Pew's click data shows, how retrieval-augmented generation decides which sources an assistant credits, the four stages companies move through from absent to recommended, and the order of work that actually pays off.
Gunakesh Parmar ·
Technical SEO
Accessibility and SEO: What Developers Can Fix Once for Both
The accessibility fixes that also help search engines and AI systems: semantic HTML, headings, alt text, link text, captions, tables and keyboard access, with how to test them.
Ashruba Pankhade ·
Content Strategy
AI Search Needs More Than Optimised Content: How to Build a Point of View Worth Citing
Structure makes a page readable for AI assistants. It does not make the page worth quoting. How to find the original material only your company has, make it extractable, reinforce it across other surfaces, and measure whether assistants start naming you.
Rohit Bhisey ·
AI Search Visibility
How to Appear in Microsoft Copilot Answers
Why Microsoft Copilot depends on Bing's index, and seven steps to appear in its answers: Bing Webmaster Tools, IndexNow, Bingbot access, content, schema, Bing Places and measurement.
Gunakesh Parmar ·
Technical SEO
How to Verify Real Googlebot and GPTBot Visits in Your Server Logs (Free Script)
How to tell genuine Googlebot, Bingbot and OpenAI crawler visits from impersonators using DNS checks and published IP ranges, with a free Python script for access logs.
Ashruba Pankhade ·
AI Search Visibility
How to Check If AI Crawlers Can Access Your Website (With a Free Checker Script)
A step-by-step way to check robots.txt, your CDN or firewall, the server response and JavaScript rendering for ten search and AI crawlers, with a free Python script.
Ashruba Pankhade ·
Content Chunking for AI Retrieval
How retrieval systems split pages into chunks, what makes a chunk usable on its own, and how to structure sections, headings and tables for it.
The Lost-in-the-Middle Effect in Language Models
The 2023 Stanford study on why language models use information at the start and end of their input best, and how to write pages for it.
How AI Search Works
Retrieval-augmented generation, query fan-out, embeddings, re-ranking, context windows, the lost-in-the-middle effect and AI hallucination.
AI Search Academy
Guides on how Google, answer engines and AI assistants find, read and choose the sources they show.
AEO Services (Answer Engine Optimization)
Answer Engine Optimization: answer-first content, question schema and formatting that wins featured snippets and voice answers.