From notebook to production, repeatably.
Most ML projects stall between the prototype and production. We build the platform that closes that gap: reproducible training pipelines, feature stores, model registries, CI/CD for models, scalable serving and monitoring for drift and quality, for both classic ML and LLM workloads.
MLOps & LLMOps
ML platform setup
Experiment tracking, model registry and artifact management on your cloud.
Training pipelines
Orchestrated, versioned and reproducible pipelines with automated retraining.
Model serving
Low-latency, autoscaling inference on GPUs or CPUs, including LLM serving with vLLM or TGI.
CI/CD for models
Automated tests, evaluation gates and progressive rollouts for every model version.
Monitoring & drift detection
Data quality, prediction drift, latency and cost dashboards with alerting.
LLMOps
Prompt versioning, eval pipelines, tracing and feedback loops for LLM apps.
What you can expect
- Shorter time from experiment to deployed model
- Reliable, observable models with automated rollback
- Lower GPU spend through right-sizing and autoscaling
Tools we use
We are vendor-neutral and choose tools to fit your stack, team and budget.
From first call to production.
- 1
Free consultation
A 30-minute call to understand your goals and constraints.
- 2
Proposal
A written scope, timeline and fixed price or monthly rate.
- 3
Delivery
Weekly demos and shared repositories, from day one.
- 4
Handover & support
Documentation, training and optional managed services.
Common questions
Do we need Kubernetes for MLOps?
Not always. Managed services like SageMaker or Vertex AI are often the fastest path. We recommend Kubernetes when you need portability, cost control or custom serving.
Can you work with our existing data science team?
Yes. We usually build the platform alongside your team and leave them with templates, documentation and training so they can run it themselves.
AI & Generative AI Solutions
Custom LLM applications, copilots and AI features built into your product and workflows.
RAG & Knowledge Systems
Retrieval-augmented generation over your documents, databases and tools, with citations you can trust.
AI Agents & Automation
Autonomous and human-in-the-loop agents that use your tools to complete real business tasks.
Let's talk about MLOps.
Tell us what you are building. We will reply within one business day with next steps, and the first consultation is free.