Merge acceptance
68.4%
+8.2 pts vs prior window
Monitor
Developer AI adoption
Recommended action
Route deterministic test repairs to cheaper models
Private benchmarks show low quality risk and immediate cost savings without changing developer workflow.
LoC deployed
18.7k
41% agent-authored
Token yield
312
tokens per shipped LoC
Autonomy score
7.8
2.4 concurrent agents/dev
Delivery
Agent-to-production funnel
54% of generated LoC reached PR review
31% of generated LoC deployed
0.9% rollback rate
Realtime
Live
Active agent trail
Throughput
Agent sessions, thinking, and review load
Sessions
Thinking tokens
Review queue
Models
Model mix by outcome
Efficiency
Tokens vs shipped code
Harnesses
Execution reliability
Skills
Skill lift
Quality
Review friction
143 rejections
Teams
Adoption leaderboard
Production
Deployment impact and risk
Agent-assisted deploys
Incidents
Estimated savings
$28.4k
23% lower monthly spend
Reroutable tasks
41%
safe for cheaper models
Thinking reduction
18%
no expected quality loss
Benchmark confidence
91%
org-specific validation pass
Simulation
Model routing optimizer
$19.6k monthly savings
Reasoning
Thinking mix
Validation
Nightly
Private benchmark suite
Backlog
Optimization opportunities
Evidence
Sample cost-saving diffs
3 examples
Release gates
Validation before rollout
Sandboxed sessions
96%
file, network, and shell policy enforced
Prod resource calls
1,284
read/write attempts this window
Ticket coverage
88%
clear business justification linked
Open risk score
42
after active security controls
Runtime posture
Sandbox coverage by harness
Sandboxed
Escalated
Unbounded
Governance
Business justification
Data access
Production and customer-data calls
Reads
Writes
Risk register
Top risks and controls
Reduction plan
Opportunities to reduce risk
31% risk reduction
Audit trail
Live