Enterprise Knowledge Retrieval System

Departmental expansion now planned across the wider organization.

Client

Enterprise corporate client

Project

Internal Knowledge System

Year

2026

(01) Overview

Overview

An enterprise client wanted to stop employees from wasting time hunting for information across siloed systems like Salesforce, JIRA, SharePoint, and email. Axia consolidated these sources by building a custom RAG system with dedicated connectors and smart re-ranking. It delivers unified answers through a simple, natural-language chatbot for internal documents, support tickets, and sales data.

  • Internal Knowledge System

  • Enterprise corporate client

  • MCP / A2A protocol live access

  • Salesforce · JIRA · SharePoint

(02) Solution

Custom Connectors

Connectors for Salesforce, JIRA, and SharePoint unify all data into one retrieval layer.

Live Protocol Access

MCP/A2A protocols grant the assistant live, context-aware system access instead of stale snapshots.

Natural Language Chatbot

A single conversational interface lets employees query documents and tickets without switching tools.

(03) Results

Results
  • 200+ Expected concurrent users

  • 1 Unified query interface

  • Scaled Pilot to full production

Outcome: Departmental expansion now planned across the wider organization.

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What clients often ask?

What clients often ask?

What clients often ask?

We embed as your in-house AI engineering team. From RAG pipelines and voice AI to custom agent architectures, we design, build, and ship production-grade AI systems that run reliably at scale.

We're not a transactional vendor. Our Forward Deployed Engineers integrate directly into your codebase, sprint cadence, and daily workflows — taking full ownership from architecture to deployment.

You do — 100%. Everything we design, write, and deploy belongs completely to your company from day one. No licensing, no lock-in, no strings attached.

Most engagements move from initial POC to a working production system in weeks, not quarters. We validate the core idea fast, then harden it — security, latency, and reliability included.

We embed as your in-house AI engineering team. From RAG pipelines and voice AI to custom agent architectures, we design, build, and ship production-grade AI systems that run reliably at scale.

We're not a transactional vendor. Our Forward Deployed Engineers integrate directly into your codebase, sprint cadence, and daily workflows — taking full ownership from architecture to deployment.

You do — 100%. Everything we design, write, and deploy belongs completely to your company from day one. No licensing, no lock-in, no strings attached.

Most engagements move from initial POC to a working production system in weeks, not quarters. We validate the core idea fast, then harden it — security, latency, and reliability included.

We embed as your in-house AI engineering team. From RAG pipelines and voice AI to custom agent architectures, we design, build, and ship production-grade AI systems that run reliably at scale.

We're not a transactional vendor. Our Forward Deployed Engineers integrate directly into your codebase, sprint cadence, and daily workflows — taking full ownership from architecture to deployment.

You do — 100%. Everything we design, write, and deploy belongs completely to your company from day one. No licensing, no lock-in, no strings attached.

Most engagements move from initial POC to a working production system in weeks, not quarters. We validate the core idea fast, then harden it — security, latency, and reliability included.

Not sure where to start?

We're here to guide you through every step, from your first idea to a beautifully finished landscape

Not sure where to start?

We're here to guide you through every step, from your first idea to a beautifully finished landscape