MLOps Maturity Assessment
Evaluate your MLOps practices across key dimensions. Answer questions to automatically calculate your maturity score.
Model Lifecycle Management
| Model Name | Type | Version | Stage | Performance | Last Updated | Owner | Actions |
|---|---|---|---|---|---|---|---|
Total Models
1
Production Models
1
Average Age (days)
240
Model Deployment & Serving
Deployment Pipeline
| Pipeline Stage | Automation Level | Tools Used | SLA (minutes) | Success Rate | Last Deployment | Actions |
|---|---|---|---|---|---|---|
Serving Infrastructure
Model Monitoring & Observability
Monitoring Metrics
| Metric Type | Metric Name | Current Value | Threshold | Status | Alert Configured | Actions |
|---|---|---|---|---|---|---|
Observability Tools
ML Governance & Compliance
| Governance Area | Requirement | Status | Documentation | Audit Date | Actions |
|---|---|---|---|---|---|
Note: Ensure all ML models comply with regulatory requirements and ethical guidelines.
ML Infrastructure & Tools
| Component | Category | Tool/Platform | Version | License | Cost/Month ($) | Actions |
|---|---|---|---|---|---|---|
Total Monthly Cost
$5,000
Open Source %
40%
MLOps Team & Culture
Team Skills Assessment
| Role | Skill Area | Current Level | Required Level | Gap | Training Plan | Actions |
|---|---|---|---|---|---|---|
| 1 |
Culture & Practices
MLOps Performance Metrics
Key Performance Indicators
MLOps Velocity Score
85%
Reliability Score
98%
Efficiency Score
75%
MLOps Improvement Roadmap
| Initiative | Priority | Impact Area | Effort (Weeks) | Quarter | Status | Actions |
|---|---|---|---|---|---|---|