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@build_in_public TikTok profile avatar

@build_in_public

2025-11-03

An MIT study found that 95% of companies that had invested in AI tools were seeing zero return. "People are wondering if the ROI is there for spending money on AI visibility...

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An MIT study found that 95% of companies that had invested in AI tools were seeing zero return. People are wondering if the ROI is there for spending money on AI visibility tracking tools. This AI founder just shut down his startup.

He had an AI visibility tracking tool. After analyzing hundreds of AI responses, the pattern was clear. AI models are trained on the same content that builds your brand everywhere else.

There's no shortcut, no hack, no specialized tool that can replace the fundamentals. Even Andreessen Horowitz is giving into the hype. How?

Generative engine optimization GEO rewrites the rules of search. Lots of people are saying that we're in an AI bubble. The bubble might apply to search as well.

72% of platform visits in the US. 29%. Be careful about giving into hype.

Source Intelligence

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AI visibility work depends on matching the right model, search surface, or answer format to the business outcome being optimized.

AI visibility and answer readiness · asserts

  • Map each AI/search surface to a task: answer extraction, public copy, citation mining, checkout readiness, media generation, or customer-intent capture.

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What is this source mainly about?

AI visibility work depends on matching the right model, search surface, or answer format to the business outcome being optimized.

What should an operator take from it?

Map each AI/search surface to a task: answer extraction, public copy, citation mining, checkout readiness, media generation, or customer-intent capture.

Which topics does it connect to?

This source is connected to AI visibility and answer readiness.

What public evidence supports the record?

An MIT study found that 95% of companies that had invested in AI tools were seeing zero return.