AI Services / LLM Development
LLM development — from prompt to production-grade
We design, fine-tune, and operate LLM applications — RAG, agents, copilots, custom-tuned models. Built for real users, real latency, and real ROI — not a single-shot demo.
Why Empiryx
Why teams choose Empiryx for LLM development
Expertise
LLM skills we specialize in
01
RAG pipelines
Retrieval, reranking, and citations for grounded LLM answers.
02
Fine-tuning
LoRA, QLoRA, full SFT on your domain with eval baselines.
03
Agents & tool use
Multi-step planning, tool calling, memory, and reliability patterns.
04
Copilots
In-app copilots wired to your real data and workflows.
Expertise
Roles & capabilities we specialise in
A deeper look at the specialists we place and the work they ship.
Model selection
OpenAI, Anthropic, Llama, Mistral — picked per task fit.
Pipelines
Ingest, chunk, embed, retrieve, generate, evaluate — modular and observable.
Fine-tuning
LoRA, QLoRA, full SFT — chosen on quality bar, budget, and latency.
Cost control
Model routing, caching, compression, batching — predictable spend.
Guardrails
PII redaction, jailbreak defense, prompt-injection filters, content policy.
Observability
Per-call logs, traces, metrics, and evals wired to dashboards and alerts.
Industries we serve
Built for high-stakes sectors
Domain-aware engineers who understand your sector's constraints — not just the syntax.
SaaS & Product
Embedded LLM features and copilots
FinTech
Regulated LLM services
Healthcare
Clinical copilots within approved scope
E-commerce
AI copy, search, and assist
FAQ
Answers to common questions
Process
How it works
Discovery
We scope the feature, the eval criteria, and the model options.
Vertical slice
We ship a thin end-to-end LLM feature — model, RAG, evals — in 2–4 weeks.
Harden
We add observability, guardrails, evals, and rollback before scale.
Operate
We monitor drift, cost, latency, and quality in production.
Get started
LLM features that ship to real users
Tell us the feature. We'll bring the model, the RAG, and the evals.
Explore more
Hire AI Developers in India
Pre-vetted ML, NLP, LLM & CV engineers. Onboard in 7–10 days.
Offshore Development Team India
Dedicated offshore engineering team embedded in your workflows.
ODC & GCC Setup India
Start with an ODC. Evolve into a fully owned GCC as you scale.
Hire Machine Learning Engineers
ML Engineers, Data Scientists, NLP & MLOps specialists in India.
Build Engineering Team in India
Full-team formation — frontend, backend, AI/ML, DevOps, and leads.
AI Automation
n8n, Zapier & custom workflows that run your business on autopilot.
AI Engineering
RAG, fine-tuning, and AI agents built for production, not demos.
MLOps
Model serving, monitoring, and CI/CD for machine learning systems.
DevOps
CI/CD, infrastructure as code, and observability that scales.
Application Scaling
Performance audits and fixes that take your MVP to production-ready.
Database & Data Engineering
Database design, pipelines, and migrations built to last.