Adaptive Engine
Adaptive Engine
The flywheel for enterprise AI: Evaluate, tune, and serve the best LLMs for your business.
Adapt
Outperform frontier models with reinforcement fine-tuning
Tune with reinforcement learning
If your business measures it, Adaptive Engine can optimize it. Tune models to drive the outcomes you care about most.
- One-click PPO, GRPO, DPO, and more
- Full model or adapter tuning
Learn efficiently with synthetic data
Tune models with just written guidelines, augment with expert feedback, and distill large model capabilities into smaller ones.
- Pre-built synthetic data recipes
- Learn from AI & human feedback
Unlock reasoning for your models
Use the latest inference time compute strategies to let models think longer. Further boost performance with test-time search.
- Automated reasoning tuning
- Test-time search
Refine with production feedback
Improve models continuously, learning from user preferences and business KPIs. Ensure constant performance as operations evolve.
- Metrics-logging API
- Directly optimize business metrics
Customize recipes
Leverage pre-made tuning pipelines for rapid model training, or customize your jobs with recipes that use simple tuning logic.
- Python recipes
- Custom jobs
Evaluate
Deploy with confidence using personalized evaluations
Select models to compare
Analyze the performance of proprietary APIs and open models with automated evaluations.
- Frontier APIs and open models
- Centralized view of all evaluations
Evaluate with an AI judge
Personalize evaluations with a customizable AI judge that measures the metrics you care about most.
- Built-in RAG evaluators
- Evaluate against custom guidelines
Run A/B test
Take no risks in production. A/B test models with a subset of users to guarantee performance.
- Online user testing
- Offline annotator feedback
Monitor in production
Keep a pulse on your deployment with granular observability. Track key metrics and model traces.
- Model interactions browser
- Custom metrics dashboards
Serve
Fast, efficient inference, wherever you need it
Proprietary inference engine
Minimize GPU cost and reduce latency with a proprietary inference engine optimized with cutting-edge techniques.
- Up to 30% faster than vLLM
- Prefix caching, quantization, and more
Serve adapters at scale
Personalize AI agents while reducing GPU requirements by serving hundreds of fine-tuned adapters on a shared model backbone.
- Reinforcement fine-tuned adapters
- Share GPU resources across workflows
All-in-one inference platform
Leverage external inference providers within Adaptive Engine, creating a single pane of glass to track and manage inference.
- OpenAI, Anthropic, Google, and more
- Support for NVIDIA NIMs
In your cloud, or ours
On-premise. Private cloud. There are places proprietary APIs can't go. With Adaptive Engine, your data stays where you want it.
- Enhanced data security
- Control over model updates
Get to production faster with Adaptive Engine: