AI & Machine Learning
Production-grade AI — beyond the demo.
AI demos are easy. Production AI — accurate, safe, fast, observable and cost-controlled — is hard. Most internal AI projects stall at the prototype stage because the engineering discipline isn't there.
Production-grade AI, RAG and LLM systems your enterprise can trust.
Talk to a senior ai & machine learning engineer this week.
No sales pitch. Share your goals — we'll respond within one business day with a clear, no-obligation next step.
- Reply within 1 business day
- Singapore-based senior team
- NDA on request
- Fixed-scope or T&M engagements
Overview
Why this matters
AI demos are easy. Production AI — accurate, safe, fast, observable and cost-controlled — is hard. Most internal AI projects stall at the prototype stage because the engineering discipline isn't there.
Savvytech builds AI systems that actually ship: LLM copilots, RAG pipelines, computer vision, forecasting and decision systems — with evaluation harnesses, guardrails, observability and MLOps from day one.
Benefits
What you can expect
Real accuracy, measured
Every system ships with an evaluation harness so accuracy is a number you can defend, not a vibe.
Cost-controlled inference
Model routing, caching and prompt engineering keep token bills predictable as usage scales.
Guardrails and safety
Prompt-injection defence, PII redaction, output filtering and human-in-the-loop where needed.
Your data stays yours
Private model deployments, Singapore-region hosting and zero-retention LLM contracts when required.
Deliverables
What we ship
- Use-case discovery and AI feasibility assessment
- RAG pipeline with vector search (pgvector, Pinecone, Weaviate)
- LLM application with structured outputs and tool use
- Computer vision models (detection, OCR, segmentation)
- Forecasting and recommendation systems
- Evaluation harness, observability and ongoing MLOps
Technologies
Tools we use
Quick fit
Singapore-based · senior team · enterprise-grade delivery from S$25k to S$500k+ engagements.
Use cases
Where this delivers value
Internal copilots
Domain-specific assistants that answer staff questions from your policies, contracts, products or knowledge base.
Customer-facing assistants
Support, sales and onboarding agents with safe handoff to humans and full conversation analytics.
Document & vision automation
Invoice, KYC, claims, inspection and contract processing with extraction and classification.
Forecasting & decisioning
Demand, churn, fraud and pricing models that integrate cleanly into existing operations.
FAQs
Common questions
Don't see your question? Get in touch and we'll get back within one business day.
Which model should we use?+
We choose per-use-case based on accuracy, latency, cost and data-residency needs — and often route between several models within one product.
Can we run AI on our own infrastructure?+
Yes. We deploy open-weight models (Llama, Mistral, Qwen) on AWS, GCP, Azure or on-prem with full evaluation parity.
How do you prevent hallucinations?+
Strict retrieval grounding, structured outputs, evaluation harnesses, citation requirements and — when warranted — human-in-the-loop review.
Related capabilities
Pairs well with
Solution Integration
End-to-end integration of disparate enterprise systems into a unified, intelligent stack.
ExploreWeb Development
Performant, accessible and beautifully engineered web experiences.
ExploreSystem Development
Custom enterprise systems engineered for scale, reliability and compliance.
ExploreReady to explore ai & machine learning?
Book a no-obligation consultation. We'll listen, share what's worked elsewhere, and propose a sensible next step.