Background

Custom LLM for GenAI and RAG

Build domain-specific GenAI systems that deliver grounded, trusted responses.

Challenge to solution:Make LLMs work for your business

Domain alignment

Challenge

Struggling to get accurate results from general purpose LLMs?

Arrow

Solution

Fine-tune models using organization specific data, workflows, and language

Context grounding

Challenge

Concerned about hallucinations and unverified answers from GenAI tools?

Arrow

Solution

Retrieval- Augmented Generation (RAG) pipelines with trusted, internal content sources

Deployment control

Challenge

How to manage infrastructure, security, and performance at scale?

Arrow

Solution

Customizable deployment options, onprem, hybrid, or cloud with full governance

System interoperability

Challenge

Want to simplify LLM integrations with existing business systems?

Arrow

Solution

Build connectors and orchestration layers that embed LLMs into enterprise processes

LLM fine-tuning

Adapt language models to your data, tone, and business logic.

What we do:

  • Analyze test logs to spot redundancies
  • Recommend test sets by risk and scope
  • Auto-run tests via CI/CD workflows

Business impact:

  • Focus shifts to high-impact testing
  • Shorter QA time, faster delivery
  • Smarter tests with ongoing learning
Infrastructure globe

RAG pipeline design

Ground your GenAI responses in real-time, trusted enterprise knowledge.

What we do:

  • Analyze test logs to spot redundancies
  • Recommend test sets by risk and scope
  • Auto-run tests via CI/CD workflows

Business impact:

  • Focus shifts to high-impact testing
  • Shorter QA time, faster delivery
  • Smarter tests with ongoing learning
Image
Banner Background

Want to deploy fine-tuned LLMs with 90% accuracy gains?

Enterprise deployment models

Run custom LLMs where they best fit without tradeoffs.

What we do:

  • Analyze test logs to spot redundancies
  • Recommend test sets by risk and scope
  • Auto-run tests via CI/CD workflows

Business impact:

  • Focus shifts to high-impact testing
  • Shorter QA time, faster delivery
  • Smarter tests with ongoing learning
Infrastructure globe

System integration and orchestration

Connect LLMs into real workflows, not just chat windows.

What we do:

  • Analyze test logs to spot redundancies
  • Recommend test sets by risk and scope
  • Auto-run tests via CI/CD workflows

Business impact:

  • Focus shifts to high-impact testing
  • Shorter QA time, faster delivery
  • Smarter tests with ongoing learning
Infrastructure globe

Prompt engineering & optimization

Refine model interactions and improve output quality with optimized prompts.

What we do:

  • Build tailored prompts aligned with context and goals
  • Optimize prompt flow and response accuracy
  • Refine models using feedback and usage insights

Business impact:

  • Higher accuracy in model responses
  • Reduced model usage and compute costs
  • Consistent, high-quality AI output generation
Infrastructure globe

Domain-specific chatbot development

Build intelligent chatbots rooted in your enterprise knowledge base.

What we do:

  • Train bots on domain-specific enterprise datasets
  • Implement retrieval-augmented generation for accuracy
  • Deploy across channels with feedback optimization loops

Business impact:

  • Relevant, context-aware chatbot conversations
  • Faster resolution with improved user engagement
  • Scalable virtual assistance with continuous learning
Infrastructure globe
Background Image

Move beyond generic AI. Deploy domain-aware, explainable systems with Calsoft

Custom LLM for Gen AI & RAG | Calsoft Inc.