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AI-Visibility report card

Is Copilot recommended by AI?

Copilot is sometimes recommended by AI. Here is its measured AI-Visibility Score, drawn from 4 live AI engines across our 10-category AI-tool audit.

25.4
/ 100 · #18 of 256
6
times recommended
1
times the #1 pick
2
categories appeared in
3
of 4 engines named it
What this means

Copilot sits below the short list buyers see

When a buyer asks ChatGPT or Google's AI "what's the best tool for this," only a handful of names make the answer. Copilot earned an AI-Visibility Score of 25.4/100, ranking #18 of 256 measured tools. That is below the three-or-so names most buyers hear when they ask AI for a recommendation, so there is visibility upside to capture.

It was the single top answer 1 time, which is the position that actually gets read aloud when a buyer asks for one recommendation. 3 of 4 engines named it, so it is visible on some assistants and absent from others. It makes the ranked leaders in one category only, AI chatbots and assistants, where it places #2 of 8. A tool that ranks in a single category has a narrower surface than its score alone suggests.

AI visibility is winnable and separate from Google rankings: the engines we tested disagreed on the #1 tool in most categories, so a product can be invisible to one assistant and a top pick on another. The lever is being named where AI looks, mapped in the cross-engine comparison and the source-bias data.

Competitive position

Where Copilot sits against the tools it competes with

Copilot was named in 2 of the 10 categories measured and made the ranked leaders in 1 of them. Each table shows that category's ranked leaders, so you can see exactly which rivals the engines named ahead of it and which they named behind.

AI chatbots and assistants · Copilot ranks #2 of 8
#ToolWeighted score
1ChatGPT4
2Copilot (this tool)2.42
3Claude2.17
4Gemini1.83
5Google Bard1.33
6Claude 21
7OpenAI ChatGPT-51
8Rasa1
Top pick by engine: GPT-OSS chose ChatGPT · Qwen 3.6 chose ChatGPT · Cohere Command-A chose OpenAI ChatGPT-5 · Gemini 2.5 Flash chose Rasa

Weighted score is position-weighted recommendation frequency within that category (a #1 mention counts 1.0, a #2 counts 0.5, and so on), summed across every engine and phrasing. It is not a quality judgement.

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Method

From the open, CC-BY AI Recommendation Audit: a dated snapshot of what live AI engines recommend, not an endorsement or a quality ranking. Copilot appeared in 6 of 550 recorded recommendations. Open data.