CUSTOM
LLMs
Private, fine-tuned language models trained on your knowledge and deployed where you control the data. Not a wrapper around someone else's chatbot.
What Sets This Apart
Data Never Leaves Your Control
Models run inside your cloud account or on-prem hardware, so sensitive documents and customer data are never sent to a third-party API.
Right Model, Right Size
We test open-weight and hosted models against your real workload and pick the smallest one that does the job, instead of defaulting to the biggest.
Measured, Not Assumed
Every deployment ships with an evaluation set built from your own data, so quality is tracked over time rather than judged by demos.
MODELS.Deployed
What we build and run for you.
Private Knowledge Assistants
A model that answers from your documents, SOPs and product data, with sources, for staff or customers.
Fine-Tuned Models
Tuned on your tone, terminology and task formats where it beats prompting alone.
Self-Hosted Inference
Open-weight models served on your cloud or hardware.
Evaluation & Monitoring
Test sets, quality scoring, latency and cost dashboards, so you know if it's working.
HOW WE DO IT
Engineered for Excellence
Use-Case & Data Audit
We map where a language model can actually help, what data it would need, and what must never leave your environment.
Deliverables:
- Use-Case Shortlist
- Data & Privacy Assessment
Model Selection & Benchmarking
Candidate open-weight and hosted models are tested on real samples of your work, comparing quality, latency and cost.
Deliverables:
- Benchmark Report
- Model Recommendation
Fine-Tuning & Retrieval Build
We connect your documents and systems through a retrieval pipeline and fine-tune where it measurably improves results.
Deliverables:
- RAG Pipeline
- Fine-Tuned Model (where needed)
Deployment & Integration
The model is deployed in your cloud or on-prem environment and wired into your apps, workflows and access controls.
Deliverables:
- Production Deployment
- API & App Integrations
Guardrails, Monitoring & Handover
Safety filters, usage monitoring and cost tracking go live, and your team gets documentation and support as usage grows.
Deliverables:
- Guardrails & Monitoring
- Runbooks & Support
Rather than what we do,
This is What You Get
A Model That Knows Your Business
Answers grounded in your documents, policies and product data, with sources cited, rather than generic internet knowledge.
Deployed In Your Environment
Your cloud account, your VPC or your own hardware. You own the deployment and can move it.
Guardrails & Access Control
Role-based access, output filtering and audit logs so the model only sees and says what it should.
Cost You Can Predict
Right-sized models and usage tracking, so inference cost is a known line item and not a surprise invoice.
Integrated With Your Stack
Connected to your CRM, ERP, help desk and internal tools through clean APIs, with no copy-pasting into a chat window.
Direct Access to Engineers
You work with the people building and tuning the system, not a relay of account managers.
Explore More Services
Custom LLM Development & Private AI Deployment - AI Summary
We design, fine-tune and deploy custom large language models that run inside your own cloud or on-premise infrastructure, so your data stays under your control.
Our LLM services include model selection and benchmarking, retrieval-augmented generation (RAG) over your knowledge base, fine-tuning, guardrails, evaluation and production monitoring.
LS OptimAIze, an AI-first agency in Bangalore, integrates private LLMs into your existing CRM, ERP and internal tools with cost tracking and clear handover documentation.
Key Concepts
- Custom LLM Development
- Private LLM Deployment
- Self-Hosted LLM
- RAG Development
- LLM Fine-Tuning
- Enterprise AI Deployment