Slate
AI VISIBILITY REPORT

Cognition

Complete AI search performance analysis

30 prompts · 3 platforms · 90 responses

Mention Rate

2%
named in 2 of 90 answers
needs work

About Cognition

Cognition

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.

Category: AI software / autonomous coding assistantSegment: Software engineering teamsKey rival: Replit

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

2.9%
your share vs competitors

Your share of the AI conversation, compared to competitors

Average Rank

#2.0
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 · 1 run
Mentioned #4+ · 0 runs
Missing Not mentioned · 88 runs

Platform Performance

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

ChatGPT

3%
Avg rank #1.0

1/30 responses mention you

Google Overview

3%
Avg rank #3.0

1/30 responses mention you

Perplexity

0%

0/30 responses mention you

Competitive
Landscape

How you compare against competitors
in AI visibility

3%YOUR SHARE
share of voice
GitHub Copilot44.2%
Cursor22.1%
JetBrains AI4.9%
OpenAI Codex4.4%
Amazon Q Developer2.9%
Cognition2.9%
Sourcegraph Cody2.8%
Autonomous coding agents2.2%
Other13.6%

Prompt-Level Detail

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

#1

How can engineering leaders measure ROI from an autonomous coding assistant?

Type

Problem-solving

Avg Rank

1st

Platforms

Competitors

Factory
#2

How do leading autonomous coding platforms compare for enterprise software engineering teams?

Type

Comparisons

Avg Rank

3rd

Platforms

Competitors

GitHub CopilotAmazon Q DeveloperCursor+1
#3

What should I look for when evaluating autonomous coding agents for an enterprise engineering team?

Type

Educational

Avg Rank

Platforms

Competitors

GitHub Copilot
#4

How do autonomous software engineering tools typically fit into an existing development workflow?

Type

Educational

Avg Rank

Platforms

Competitors

GitHub Copilot
#5

What are the main differences between an autonomous coding agent and a traditional AI code assistant?

Type

Comparisons

Avg Rank

Platforms

Competitors

#6

What tasks can an AI software engineer realistically handle end to end today?

Type

Educational

Avg Rank

Platforms

Competitors

#7

How should a large engineering team pilot an AI tool that can plan, write, test, and ship code?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#8

What are the best use cases for autonomous coding tools in software teams?

Type

Educational

Avg Rank

Platforms

Competitors

#9

How do enterprise coding agents handle codebase context, tests, and CI workflows?

Type

Educational

Avg Rank

Platforms

Competitors

GitHub CopilotCursor
#10

What should a CTO ask before adopting an AI agent for production code changes?

Type

Buying intent

Avg Rank

Platforms

Competitors

#11

What are the security and privacy considerations for AI tools that access proprietary codebases?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#12

What is the best AI tool for reducing repetitive engineering work in a large codebase?

Type

Recommendations

Avg Rank

Platforms

Competitors

GitHub CopilotCursor
#13

How do you evaluate whether an AI coding agent is actually shipping useful code or just generating suggestions?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#14

What makes an AI coding platform enterprise-ready?

Type

Educational

Avg Rank

Platforms

Competitors

GitHub Copilot
#15

How do autonomous coding agents compare with IDE-integrated copilots for team productivity?

Type

Comparisons

Avg Rank

Platforms

Competitors

GitHub Copilot
#16

What kinds of engineering tasks are best delegated to an AI agent versus kept human-owned?

Type

Educational

Avg Rank

Platforms

Competitors

#17

How can AI agents help with code migration and modernization projects?

Type

Problem-solving

Avg Rank

Platforms

Competitors

GitHub Copilot
#18

What are the risks of using autonomous code generation in production environments?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#19

How do software teams compare AI tools for test generation and refactoring work?

Type

Comparisons

Avg Rank

Platforms

Competitors

CursorGitHub Copilot
#20

What features should I prioritize in an AI coding tool for a platform engineering team?

Type

Buying intent

Avg Rank

Platforms

Competitors

GitHub CopilotCursorAmazon Q Developer
#21

What is the difference between autonomous code execution and code completion?

Type

Educational

Avg Rank

Platforms

Competitors

Cursor
#22

How do companies safely let AI tools interact with repositories, terminals, and tests?

Type

Problem-solving

Avg Rank

Platforms

Competitors

CursorGitHub Copilot
#23

What is the best way to benchmark AI coding assistants on real engineering tasks?

Type

Problem-solving

Avg Rank

Platforms

Competitors

GitHub CopilotCursor
#24

How do you compare pricing and ROI for enterprise AI coding platforms?

Type

Comparisons

Avg Rank

Platforms

Competitors

GitHub CopilotCursor
#25

What should I know before rolling out an AI developer productivity tool across an engineering org?

Type

Buying intent

Avg Rank

Platforms

Competitors

GitHub Copilot
#26

Which types of software teams benefit most from autonomous coding agents?

Type

Educational

Avg Rank

Platforms

Competitors

#27

How can AI help engineers spend more time on architecture and less on repetitive implementation?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#28

What are the most important integration requirements for an enterprise coding assistant?

Type

Educational

Avg Rank

Platforms

Competitors

GitHub CopilotJetBrains AI
#29

How do I choose between a browser-based coding agent and an IDE-based assistant?

Type

Comparisons

Avg Rank

Platforms

Competitors

Cursor
#30

What are the top evaluation criteria for AI software engineering tools in regulated industries?

Type

Buying intent

Avg Rank

Platforms

Competitors

GitHub CopilotCursor

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
augmentcode.com60
youtube.com56
linkedin.com39
reddit.com36
arxiv.org28