AI Integrations and MLOps

Integrate AI safely into products and workflows with pipelines, observability, testing, governance hooks, and an explicit refresh lifecycle from day one. Services cover API integration, RAG systems, vector stores, latency optimization, A/B and canary strategies, and post-deployment monitoring.

What we do

Design architecture for model and prompt CI, implement eval suites, and operationalize biasand reliability checks where required. Set up data and feature pipelines that track drift andfeed retraining and evaluation triggers.

Performance and cost

Tune token usage, caching, quantization, and retrieval settings to meet performance SLOsand budget guardrails. Provide on-prem, VPC, or hybrid deployment options aligned to dataresidency and security posture.

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Link to our Hugging Face Organization Page - https://huggingface.co/alpha-ai