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AI VISIBILITY REPORT

Thinkingmachines

Complete AI search performance analysis

30 prompts · 3 platforms · 90 responses

Mention Rate

1%
named in 1 of 90 answers
needs work

About Thinkingmachines

Thinkingmachines

Thinkingmachines

Artificial intelligence research and product company focused on building AI systems that are more widely understood, customizable, multimodal, and collaborative with humans. The company says it publishes research, papers, and code and emphasizes safer deployment and human-in-the-loop collaboration.

Category: Artificial intelligence research and product companySegment: AI researchersKey rival: OpenAI

Scorecard

Across all 90 AI answers

Visibility Score

1
0–100 · how often & how high you appear

Mention rate ÷ average rank (0–100). Higher when AI names you often and near the top.

Share of Voice

0.9%
your share vs competitors

Your share of the AI conversation, compared to competitors

Average Rank

#1.0
your position when you appear

Your typical position in AI recommendations

Visibility Distribution

Where you land across 90 answers — 30 prompts × 3 platforms

Top pick #1 · 1 run
Recommended #2–3 · 0 runs
Mentioned #4+ · 0 runs
Missing Not mentioned · 89 runs

Platform Performance

How your brand shows up on each AI platform — 30 prompts each

ChatGPT

0%

0/30 responses mention you

Google Overview

0%

0/30 responses mention you

Perplexity

3%
Avg rank #1.0

1/30 responses mention you

Competitive
Landscape

How you compare against competitors
in AI visibility

1%YOUR SHARE
share of voice
Meta AI71.3%
OpenAI6.1%
Anthropic2.8%
Hugging Face2.3%
Google DeepMind1.4%
xAI1.0%
AWS SageMaker0.9%
Thinking Machines Lab0.9%
Other13.1%

Prompt-Level Detail

Every prompt we ran, tagged by type, with who showed up alongside you

#1

What is the difference between model intelligence and model interactivity?

Type

Educational

Avg Rank

1st

Platforms

Competitors

Meta AI
#2

What should I look for in a research-driven AI company that builds customizable multimodal systems?

Type

Recommendations

Avg Rank

Platforms

Competitors

Meta AI
#3

How do leading multimodal AI systems compare for real-time collaboration with humans?

Type

Comparisons

Avg Rank

Platforms

Competitors

Meta AIOpenAIAnthropic
#4

Why are some frontier AI systems still hard to customize for specific needs and values?

Type

Problem-solving

Avg Rank

Platforms

Competitors

Meta AI
#5

What should I ask before buying an AI platform for a specialized internal workflow?

Type

Buying intent

Avg Rank

Platforms

Competitors

Meta AI
#6

What are interaction models in AI, and how are they different from chatbots?

Type

Educational

Avg Rank

Platforms

Competitors

Meta AI
#7

Which AI platforms are best for teams that want human-in-the-loop collaboration instead of fully autonomous agents?

Type

Recommendations

Avg Rank

Platforms

Competitors

Meta AIAnthropic
#8

How do open-weight AI models compare with closed models for customization and control?

Type

Comparisons

Avg Rank

Platforms

Competitors

Meta AI
#9

How can a team keep humans meaningfully in the loop when using AI for complex tasks?

Type

Problem-solving

Avg Rank

Platforms

Competitors

Meta AI
#10

How do I evaluate whether an AI model is customizable enough for my use case?

Type

Buying intent

Avg Rank

Platforms

Competitors

Meta AI
#11

How do I choose an AI model provider if customization and control matter more than a generic chatbot experience?

Type

Recommendations

Avg Rank

Platforms

Competitors

OpenAIAnthropicGoogle DeepMind+3
#12

What are the tradeoffs between autonomous AI agents and collaborative AI systems for knowledge work?

Type

Comparisons

Avg Rank

Platforms

Competitors

Meta AI
#13

What are the main reasons AI systems become opaque or difficult to understand?

Type

Problem-solving

Avg Rank

Platforms

Competitors

Meta AI
#14

What features matter most when choosing a multimodal AI system for a product team?

Type

Buying intent

Avg Rank

Platforms

Competitors

Meta AI
#15

Why is human-AI collaboration becoming more important in advanced AI systems?

Type

Educational

Avg Rank

Platforms

Competitors

Meta AI
#16

What are the best options for building AI systems that can understand text, audio, images, and video together?

Type

Recommendations

Avg Rank

Platforms

Competitors

OpenAIHugging FaceMeta AI+1
#17

How do you design AI workflows that preserve expert judgment instead of replacing it?

Type

Problem-solving

Avg Rank

Platforms

Competitors

Meta AI
#18

How do I compare AI model providers on safety, controllability, and deployment flexibility?

Type

Buying intent

Avg Rank

Platforms

Competitors

Meta AIAnthropicOpenAI
#19

What are open-weight AI models and why do developers care about them?

Type

Educational

Avg Rank

Platforms

Competitors

Meta AIHugging Face
#20

What kind of AI company is best for developers who want to fine-tune models or train weights for a niche workflow?

Type

Recommendations

Avg Rank

Platforms

Competitors

Meta AIHugging FaceOpenAI
#21

What are the key differences between AI systems optimized for chat and AI systems built for interaction?

Type

Comparisons

Avg Rank

Platforms

Competitors

Meta AICohere
#22

What are the safest ways to release powerful AI models without enabling misuse?

Type

Problem-solving

Avg Rank

Platforms

Competitors

Meta AI
#23

What is the best way to assess an AI vendor for long-term research collaboration?

Type

Buying intent

Avg Rank

Platforms

Competitors

Meta AI
#24

How does training model weights differ from prompt engineering?

Type

Educational

Avg Rank

Platforms

Competitors

Meta AI
#25

What does it mean for an AI model to be multimodal?

Type

Educational

Avg Rank

Platforms

Competitors

Meta AI
#26

Which AI companies are known for frontier model research and publication?

Type

Recommendations

Avg Rank

Platforms

Competitors

Meta AIOpenAIGoogle DeepMind+1
#27

What should enterprises consider when using open-weight AI models in production?

Type

Buying intent

Avg Rank

Platforms

Competitors

Meta AI
#28

How can AI help with science and programming without removing the expert from the process?

Type

Problem-solving

Avg Rank

Platforms

Competitors

Meta AI
#29

How can AI systems be designed to preserve more human intent and judgment?

Type

Educational

Avg Rank

Platforms

Competitors

Meta AIxAIOpenAI
#30

How do I decide between using a general-purpose AI assistant and a custom-built AI system?

Type

Comparisons

Avg Rank

Platforms

Competitors

Meta AI

Citation Ecosystem

Understanding where AI models source information about your brand

Citation Breakdowncitations by source type
100%Third Party
Owned 0%
Competitor 0%
Third Party 100%
Not Cited 0%
Top Domainsthe sources AI cites most
youtube.com85
linkedin.com40
medium.com31
arxiv.org28
reddit.com19