Background

AI that knows what to do— because it was designed to

Builds AI agents for targeted use cases-driving outcomes, faster decisions, and scalable learning.

Why specificity wins

Generic AI ≠ Business value

Prebuilt chatbots and generic copilots often fail in enterprise settings. The issue? They don’t understand your data, your workflow, or your goals.

Agent framework

Agents that think, act, and adapt

Calsoft agents are not static bots. They’re adaptive entities orchestrated for continuous performance in changing business environments.

Our AIOps planning framework includes:

Intention Recognition (NLP or rule-based trigger)
Contextual Reasoning Engine (LLM + business logic fusion)
Connector Layer (APIs for ERP, CRM, ticketing tools, databases)
Memory & State Manager (conversation memory, task checkpoints)
Safety Layer (access governance, hallucination control, audit logs)

Modular architecture

Don’t retrofit. Architect.

We build flexible AIOps blueprints tailored to your existing systems—cloud, hybrid, or edge.

Modules include:

Modular architecture

Deploy use-case agents 40% faster.

Model grounding & fine-tuning

Open source or proprietary—your call

We fine-tune AI agents using your proprietary data or domain datasets—ensuring accuracy, explainability, and brand alignment.

Model grounding & fine-tuning
  • LLaMA 2, Falcon, Mistral, GPT-J, T5
  • OpenAI (GPT-4), Claude, Gemini (where applicable)
  • Embedded RAG (Retrieval-Augmented Generation)
  • Embedding models via SentenceTransformers, FAISS, LangChain

Tangible impact

How AI agents deliver value

KPICalsoft Client Outcome
Time to Decision
↓ 62%
Manual Workload Reduction
↓ 48%
SLA Breach Risk
↓ 38%
Customer Query Resolution Time
↓ 67%
Legal Document Review Time
↓ 70%

How to start

From idea to agent in 30 days

Use Case Discovery

Use Case Discovery

Identify the high-impact, repetitive or high-risk business workflows.

Data & Integration Mapping

Data & Integration Mapping

Define what enterprise systems the agent will connect to and learn from.

Pilot Agent Build

Pilot Agent Build

Build a scoped version using LangChain or RAG with enterprise data.

Safety + Feedback Loop Setup

Safety + Feedback Loop Setup

Deploy with human-in-the-loop overrides, access controls, and observability.

Scale & Automate

Scale & Automate

Promote successful agents to other departments or regions.

Background Image

Deploy intelligent agents tailored to real business needs

AI Agents Development – Calsoft Inc.