RANK #50 IN CODING AGENTS
Mutable AI
verified v2026.9 Coverage TierAI codebase context completion and refactoring
VENDOR: Mutable
•
LICENSE: Proprietary / SaaS
•
SECURITY: Standard cloud security
•
LAST BENCHMARK: Verified 2026-09-17
Empirical Performance Audit
Macro Intelligence Index
76.1
/100
Coverage Tier
Relative Velocity
#50 of 55
76.1/100 composite
Archive record
2 recorded features
Source: mutable.ai
Output quality
score.dims.quality
source: archive
Output Quality & Reliability
(Weighted 25%)
78.0%
correctness and consistency of primary task output.
AiRecMark rubric v2
Feature Depth & Integrations
(Weighted 20%)
76.0%
breadth of integrations, APIs, and advanced capabilities.
AiRecMark rubric v2
Onboarding & Usability
(Weighted 15%)
76.0%
onboarding friction, UI clarity, and workflow ergonomics.
AiRecMark rubric v2
Runtime Performance & Latency
(Weighted 20%)
76.0%
latency, throughput, and stability under load.
AiRecMark rubric v2
Price-to-Value Efficiency
(Weighted 20%)
74.0%
capability delivered per pricing tier dollar.
AiRecMark rubric v2
Low-Level Verification
ISO/IEC 25010 Ref
Quantitative Technical Specification
terminal
Runtime & Core Shell
Core capability
AI codebase context completion and refactoring
Source: Mutable AI · Verified 2026-09-17
hub
Context Indexing Engine
Integration
Workflow support.
Source: Mutable AI · Verified 2026-09-17
Market Positioning Matrix
Open Full Matrix open_in_new
Direct Competitor Radar & Alternatives
| Tool & Version | Score | Primary Sweet Spot | Entry Pricing | Action |
|---|---|---|---|---|
|
M
Mutable AI
(Current)
|
76.1 | Core capability | Free tier - paid plans for teams | Selected |
|
CU
Cursor
|
94.2 | Forked VS Code Agent | $20/user/mo | Compare vs |
|
WI
Windsurf
|
91.8 | Realtime Collaborative IDE | Free / $15 Pro | Compare vs |
|
GI
GitHub Copilot
|
88.1 | Enterprise Compliance | $10/mo | Compare vs |
|
CL
Claude Code
|
86.1 | Terminal & CI/CD Pipelines | $17/mo | Compare vs |
Institutional Synthesis
Analyst Consensus Verdict
“Mutable AI stands out for aI codebase context completion and refactoring. AI codebase context completion and refactoring anchors its proposition, and AiRecMark's five-dimension audit lands it at 76.1/100 — a pragmatic default for coding professionals.”
— AiRecMark Senior Systems Architecture Committee
verified
Verified Strategic Strengths
- ✓ AI codebase context: completion and refactoring
- ✓ :
- ✓ :
- ✓ Best Fit: Coding professionals
warning
Institutional Trade-offs & Headwinds
- ! Public-info assessment only: Public-info assessment only
- ! :
- ! :
- ! Scope: Editorial assessment based on public information; hands-on retest pending.
Total Cost of Ownership
Transparent
Commercial Tiers
Free
$0 forever
Entry tier for evaluation and light individual use.
Entry evaluation tier
Most Deployed
Pro
Custom
Free tier - paid plans for teams
Verified 2026-09-17 · mutable.ai
Enterprise
Custom
Dedicated infrastructure, security review, and compliance support.
SSO / SAML & audit controls
TCO MODEL NOTE: Official pricing: Free tier - paid plans for teams. Verified via mutable.ai (2026-09-17); overages and enterprise terms bill per the official pricing page.
Archive Record
Recorded Metadata
ARCHIVE SNAPSHOT
snapshot 2026-09-17
OFFICIAL SOURCE
Source: mutable.ai
PRICING CHECKED
Snapshot 2026-09-17
SCORING MODEL
v2-5dim
RECORDED FEATURES
AiRecMark Editorial
Category Standing
Ecosystem Gravity
Category Rank
#50 of 55
Best For
Best for: Coding professionals
Sources: Official docs, mutable.ai, community signals
N=2 recorded attributes
shield_with_heart
AIRECMARK EMPIRICAL PROTOCOL v2.4
•
Independent, un-sponsored deterministic evaluation clusters.
All benchmarks executed in sandboxed hypervisors with standardized token latency meters.