STACKQUADRANT

Devin

AI Coding Agentsubscription

Cognition's autonomous AI software engineer. Handles full development workflows including planning, coding, testing, and debugging.

CognitionWebsiteDocsCompare →Changelog (1)Last evaluated: Sep 25, 2026
8.0/10
Weighted average across all evaluation dimensions. Scores are based on benchmark testing, expert review, and community feedback.
Capability Profile
Code GenerationQuality and accuracy of generated code, including correctness, completeness, and adherence to best practices.
Context UnderstandingAbility to comprehend project structure, dependencies, and codebase-wide context for accurate assistance.
Developer ExperienceEase of use, IDE integration quality, onboarding speed, and workflow friction reduction.
Multi-file EditingCapability to make coordinated changes across multiple files while maintaining consistency.
Debugging & FixingEffectiveness at identifying bugs, suggesting fixes, and resolving errors in existing code.
Ecosystem IntegrationSupport for various languages, frameworks, package managers, and development tools.
Score Trend
7.6 → 8.0▲0.4
Score Changes
Code Generation8.0 → 8.4 ▲0.4
Sep 25, 2026SWE-2 model
Context Understanding7.8 → 8.1 ▲0.3
Sep 25, 2026Fusion harness
Developer Experience7.0 → 7.3 ▲0.3
Sep 25, 2026Billing reform, but real-world autonomy still limited
Multi-file Editing8.2 → 8.5 ▲0.3
Sep 25, 2026Fusion harness multi-file gains
Debugging & Fixing7.8 → 8.1 ▲0.3
Sep 25, 2026SWE-2 + Fusion harness
Ecosystem Integration7.0 → 7.8 ▲0.8
Sep 25, 2026AWS partnership, Windsurf consolidation, enterprise growth
Pricing & Licensing
Pricing
$500/mo per seat (Enterprise)
License
Proprietary
Community
Developers
10K+ users
Benchmark Results
Multi-file Refactoring Challenge
Time: 12
Completion: 90
Code Quality: 8.2
Tests Passing: 44
Bug Detection & Fix Rate
Time: 18
Bugs Fixed: 9
Bugs Found: 10
False Positives: 2
Greenfield App Scaffold
Code Quality: 8
Test Coverage: 68
Runs First Try: 0
Features Complete: 90
Features
autonomousfull-stackcloud-basedenterpriseagentic
Dimension Scores
8-105-7.9<5
How we score →
Code GenerationQuality and accuracy of generated code, including correctness, completeness, and adherence to best practices.Weight: 100%
8.4

SWE-2 model (Sep 10 2026) pushes the Pareto frontier across effort levels.

Context UnderstandingAbility to comprehend project structure, dependencies, and codebase-wide context for accurate assistance.Weight: 100%
8.1

Fusion harness (Sep 11 2026) claims up to 39% efficiency gains, aiding large-context handling.

Developer ExperienceEase of use, IDE integration quality, onboarding speed, and workflow friction reduction.Weight: 100%
7.3

Moved off opaque ACU self-serve billing to token-based quotas (Mar 2026), addressing a top developer complaint; real-world autonomous task completion still only ~14-15% on complex tasks per independent reviews, capping the upside.

Multi-file EditingCapability to make coordinated changes across multiple files while maintaining consistency.Weight: 90%
8.5

Fusion harness efficiency gains benefit coordinated multi-file execution.

Debugging & FixingEffectiveness at identifying bugs, suggesting fixes, and resolving errors in existing code.Weight: 90%
8.1

SWE-2 + Fusion harness improve debugging throughput, though complex-task reliability limits remain.

Ecosystem IntegrationSupport for various languages, frameworks, package managers, and development tools.Weight: 80%
7.8

Multi-year AWS Strategic Collaboration Agreement (Sep 15 2026); Windsurf/Devin Desktop consolidation; enterprise roster grew to include Citi, Goldman Sachs, NASA-JPL, US Navy.

Stay Updated

Get notified when Devin's scores are updated.