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AI-Visibility report card

Is Landbot recommended by AI?

Landbot is rarely recommended by AI. Here is its measured AI-Visibility Score, drawn from 8 live AI engines across our 16-category B2B/GTM audit.

3.8
/ 100 · #74 of 354
5
times recommended
1
times the #1 pick
2
categories appeared in
3
of 8 engines named it
What this means

Landbot 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. Landbot earned an AI-Visibility Score of 3.8/100, ranking #74 of 354 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 8 engines named it, so it is visible on some assistants and absent from others. It competes in one category only, AI chatbots, where it places #6 of 8. A tool named 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 Landbot sits against the tools it competes with

Landbot was named in 2 of the 16 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 · Landbot ranks #6 of 8
#ToolWeighted score
1ChatGPT8
2Dialogflow7.7
3ManyChat2.95
4Microsoft Bot Framework2.33
5Gemini1.83
6Landbot (this tool)1.33
7Chatbase1.33
8IBM Watson Assistant1.31
Top pick by engine: Llama 3.3 via Groq chose Dialogflow · Cohere Command-A chose Dialogflow · Gemini 2.5 Flash-Lite chose ChatGPT · Perplexity chose ChatGPT · ChatGPT chose ChatGPT · Llama 4 Scout chose Dialogflow · GPT-OSS chose ChatGPT · Qwen 3.6 chose Chatbase

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.

Want Landbot's full per-query breakdown?

See exactly which engines named it, where, and how to raise its AI-Visibility Score.

Run the AI-Visibility checkSee the full study
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. Landbot appeared in 5 of 1549 recorded recommendations. Open data.

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