AI Discovery
What’s changing in how AI finds, compares, and recommends companies and what it means for your business.
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Original tests, comparisons, and research into how AI systems understand, describe and surface companies.
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Founder Stories
The people behind the companies in the Window – what sparked the idea, why they built it and where they’re taking it.
View articles Founder Stories articlesWhat AI Sees
Original tests, comparisons, and research into how AI systems understand, describe and surface companies.
All articlesWindow News
News, milestones and stories from The Million Token Window itself – including company roundups, platform developments and updates from behind the Window.
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Can AI read the evidence that makes your company worth choosing?
What AI Sees: when a customer story appears only after JavaScript runs, the evidence that makes your company worth choosing may never be delivered.
Which website problems are actually worth fixing?
What AI Sees: why the longest list of audit warnings is rarely the most useful, and how to tell a confirmed fault from a check that still needs verifying.
Before you pay for more content, find out why AI leaves you out
What AI Sees: before commissioning more content, find out whether the gap is technical, structural, or a lack of outside evidence about your company.
AI Knows Our Name. Does It Know When We Are Relevant?
What AI Sees: we gave AI our own name, then only a customer's need, and found a gap between being known by AI and being part of the answer.