STACKQUADRANT

Tabnine

AI Code Assistantfreemium

AI code assistant focused on privacy and enterprise. Runs models locally or in private cloud with team-trained completions.

TabnineWebsiteDocsCompare →Last evaluated: Feb 28, 2026
6.8/10
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.
Pricing & Licensing
Pricing
Free (AI completions), Pro $12/mo, Enterprise custom
License
Proprietary
Community
Developers
1M+ developers
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%
6.8

Reliable completions but less advanced than frontier-model tools. Team-trained models improve over time.

Context UnderstandingAbility to comprehend project structure, dependencies, and codebase-wide context for accurate assistance.Weight: 100%
6.5

Local context awareness. Team code patterns learned. Limited compared to cloud-based tools.

Developer ExperienceEase of use, IDE integration quality, onboarding speed, and workflow friction reduction.Weight: 100%
7.2

Low latency, minimal disruption. Privacy-focused. Works across many IDEs.

Multi-file EditingCapability to make coordinated changes across multiple files while maintaining consistency.Weight: 90%
5.8

Primarily inline completions. Limited multi-file editing capabilities.

Debugging & FixingEffectiveness at identifying bugs, suggesting fixes, and resolving errors in existing code.Weight: 90%
6.2

Basic error detection and suggestions. Less capable than agent-based tools.

Ecosystem IntegrationSupport for various languages, frameworks, package managers, and development tools.Weight: 80%
7.5

Wide IDE support. Local model option. Enterprise deployment flexibility.

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