Model Operations (MLOps/LLMOps)
Streamline AI model deployment with governance built-in.
One platform. Every model. Complete visibility.
User Story
"I'm the ML Engineering Lead at a tech company. We have LLMs for customer service, traditional ML for fraud detection, vision models for quality control, and embedding models for search. Each model type had different tools, no unified governance, and blind spots in production. SUPERWISE gave us one platform for all model types—unified monitoring, consistent policies, and complete visibility. Now we can govern our entire AI portfolio from a single dashboard."
Scenario
- Role
- ML Engineering Lead
- Industry
- Technology
- Challenge
- Different tools for different model types, no unified view, inconsistent policies, production blind spots
- Solution
- SUPERWISE Model Operations with unified governance for LLMs, ML, vision, and embedding models
- Outcome
- Single platform for all models, unified monitoring, consistent policies, complete visibility
Unified Model Operations
Platform
Unified governance for all model types
Visibility
Complete view of all AI models
Latency
Policy evaluation overhead
Monitoring
Continuous model health tracking
Every Model Type, One Platform
SUPERWISE governs your entire AI ecosystem—not just LLMs.
Large Language Models
GPT-4, Claude, Llama, Mistral
- Hallucination detection
- Content safety
- Token optimization
Traditional ML Models
XGBoost, Random Forest, Neural Networks
- Drift detection
- Feature monitoring
- Prediction quality
Vision Models
Object detection, OCR, Image classification
- Output validation
- Confidence thresholds
- Bias detection
Embedding Models
Sentence transformers, CLIP, Custom embeddings
- Similarity monitoring
- Drift alerts
- Quality scoring
Unified Model Operations Workflow
From model registry to lifecycle management—govern all model types with one platform
Model Registry & Catalog
Register all models in a centralized catalog—LLMs, traditional ML, vision, embeddings. Track metadata, versions, owners, and business use cases.
Model-Specific Guardrails
Apply model-appropriate guardrails—hallucination detection for LLMs, drift detection for ML, output validation for vision. Each model type gets optimized protection.
Unified Monitoring & Observability
Monitor all models from a single dashboard. Track performance, latency, accuracy, and quality metrics across your entire AI portfolio.
Consistent Policy Enforcement
Apply consistent governance policies across all model types. Define access controls, data policies, and quality thresholds that work for every model.
Lifecycle Management
Manage the complete model lifecycle—deployment, monitoring, retraining, retirement. Track model lineage, dependencies, and changes.
The Challenge
- •Different tools for different model types
- •No unified view of model health
- •LLMs hallucinate, ML models drift silently
- •Inconsistent policies across model types
- •Blind spots in production AI
The Solution
- •Unified governance for all model types
- •Single pane of glass for model health
- •Model-specific guardrails that adapt
- •Consistent policies, flexible enforcement
- •Complete visibility across your AI portfolio
How SUPERWISE Enables Unified Model Operations
One platform for all model types—LLMs, ML, vision, and embeddings
SUPERWISE Features
- •Model registry (centralized catalog for all model types)
- •Model-specific guardrails (hallucination detection, drift detection, output validation)
- •Unified observability (single dashboard for all models)
- •Consistent policy engine (governance across all model types)
- •Complete audit trails (model lifecycle, performance, changes)
Feature Combinations
- →Model registry with unified observability for complete visibility
- →Model-specific guardrails with consistent policy engine for balanced governance
- →Unified monitoring with audit trails for complete accountability
Complete Model Governance
From inference to insight—govern every model interaction.
Drift Detection
Catch model drift before it impacts users—LLMs, ML, or vision.
Output Validation
Validate predictions, block hallucinations, enforce quality.
Performance Tracking
Track latency, accuracy, and quality across all models.
Low Latency
Policy evaluation in under 10ms—no impact on inference.
Not Just LLMOps—Full Model Operations
Only govern LLMs. What about your ML models? Vision? Embeddings?
Great for ML, but LLMs are an afterthought. No guardrails.
Unified governance for every model type. One platform. Complete control.
Model Operations in Action
Deep-dive into ML monitoring, anomaly detection, and data-driven retraining strategies.
Related Use Cases
Explore related content to learn more about AI governance, solutions, and best practices.
Govern All Your Models Today
See how SUPERWISE provides unified operations across your entire AI portfolio.