Complete AI search performance analysis
About Cognition
Cognition is an applied AI lab that builds Devin, an autonomous software engineer designed to plan, write, test, and ship production code inside existing engineering workflows.
Across all 90 AI answers
Mention rate ÷ average rank (0–100). Higher when AI names you often and near the top.
Your share of the AI conversation, compared to competitors
Your typical position in AI recommendations
Where you land across 90 answers — 30 prompts × 3 platforms
How your brand shows up on each AI platform — 30 prompts each
1/30 responses mention you
1/30 responses mention you
0/30 responses mention you
How you compare against competitors
in AI visibility
Every prompt we ran, tagged by type, with who showed up alongside you
How can engineering leaders measure ROI from an autonomous coding assistant?
Type
Problem-solvingAvg Rank
1st
Platforms
Competitors
How do leading autonomous coding platforms compare for enterprise software engineering teams?
Type
ComparisonsAvg Rank
3rd
Platforms
Competitors
What should I look for when evaluating autonomous coding agents for an enterprise engineering team?
Type
EducationalAvg Rank
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Platforms
Competitors
How do autonomous software engineering tools typically fit into an existing development workflow?
Type
EducationalAvg Rank
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Platforms
Competitors
What are the main differences between an autonomous coding agent and a traditional AI code assistant?
Type
ComparisonsAvg Rank
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Platforms
Competitors
—What tasks can an AI software engineer realistically handle end to end today?
Type
EducationalAvg Rank
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Platforms
Competitors
—How should a large engineering team pilot an AI tool that can plan, write, test, and ship code?
Type
Problem-solvingAvg Rank
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Platforms
Competitors
—What are the best use cases for autonomous coding tools in software teams?
Type
EducationalAvg Rank
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Platforms
Competitors
—How do enterprise coding agents handle codebase context, tests, and CI workflows?
Type
EducationalAvg Rank
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Platforms
Competitors
What should a CTO ask before adopting an AI agent for production code changes?
Type
Buying intentAvg Rank
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Platforms
Competitors
—What are the security and privacy considerations for AI tools that access proprietary codebases?
Type
Problem-solvingAvg Rank
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Platforms
Competitors
—What is the best AI tool for reducing repetitive engineering work in a large codebase?
Type
RecommendationsAvg Rank
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Platforms
Competitors
How do you evaluate whether an AI coding agent is actually shipping useful code or just generating suggestions?
Type
Problem-solvingAvg Rank
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Platforms
Competitors
—What makes an AI coding platform enterprise-ready?
Type
EducationalAvg Rank
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Platforms
Competitors
How do autonomous coding agents compare with IDE-integrated copilots for team productivity?
Type
ComparisonsAvg Rank
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Platforms
Competitors
What kinds of engineering tasks are best delegated to an AI agent versus kept human-owned?
Type
EducationalAvg Rank
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Platforms
Competitors
—How can AI agents help with code migration and modernization projects?
Type
Problem-solvingAvg Rank
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Platforms
Competitors
What are the risks of using autonomous code generation in production environments?
Type
Problem-solvingAvg Rank
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Platforms
Competitors
—How do software teams compare AI tools for test generation and refactoring work?
Type
ComparisonsAvg Rank
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Platforms
Competitors
What features should I prioritize in an AI coding tool for a platform engineering team?
Type
Buying intentAvg Rank
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Platforms
Competitors
What is the difference between autonomous code execution and code completion?
Type
EducationalAvg Rank
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Platforms
Competitors
How do companies safely let AI tools interact with repositories, terminals, and tests?
Type
Problem-solvingAvg Rank
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Platforms
Competitors
What is the best way to benchmark AI coding assistants on real engineering tasks?
Type
Problem-solvingAvg Rank
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Platforms
Competitors
How do you compare pricing and ROI for enterprise AI coding platforms?
Type
ComparisonsAvg Rank
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Platforms
Competitors
What should I know before rolling out an AI developer productivity tool across an engineering org?
Type
Buying intentAvg Rank
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Platforms
Competitors
Which types of software teams benefit most from autonomous coding agents?
Type
EducationalAvg Rank
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Platforms
Competitors
—How can AI help engineers spend more time on architecture and less on repetitive implementation?
Type
Problem-solvingAvg Rank
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Platforms
Competitors
—What are the most important integration requirements for an enterprise coding assistant?
Type
EducationalAvg Rank
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Platforms
Competitors
How do I choose between a browser-based coding agent and an IDE-based assistant?
Type
ComparisonsAvg Rank
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Platforms
Competitors
What are the top evaluation criteria for AI software engineering tools in regulated industries?
Type
Buying intentAvg Rank
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Platforms
Competitors
Understanding where AI models source information about your brand