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RAG DEVELOPMENT

AI Answers Grounded in Your Own Knowledge.

Retrieval-augmented generation that lets AI give accurate, cited answers from your documents, wikis, tickets and databases.

Team planning a project at a glass wall covered in sticky notes

Answer accuracy

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Answer accuracy

THE CHALLENGE

AI That Doesn't Know Your Business?

Hallucinations

Confident, wrong answers.

Scattered knowledge

Docs spread across many tools.

Stale answers

Out-of-date information.

Permission risks

Seeing what you shouldn't.

Slow search

Hours spent hunting for answers.

No citations

No way to check sources.

Developer working at dual monitors showing code and an analytics dashboard
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Time searching for info

OUR SOLUTION

Retrieval Done Right

We build pipelines that ingest, chunk, embed and retrieve your content, then keep checking accuracy as you go.

WHAT'S INCLUDED

What's Included

Data Connectors

All your knowledge sources.

Chunking & Embeddings

Tuned for accuracy.

Hybrid Search

Semantic + keyword.

Citations

Every answer has a source.

Access Control

Respects permissions.

Evaluation

Measure and improve.

BENEFITS

Why It Matters for Your Business

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Accuracy

- 0 %

Search time

0 %

Cited answers

Daily

Index refresh

HOW IT WORKS

How It Works

01

Discover

Map workflows, data and goals.

02

Prototype

A working pilot, quickly.

03

Build

AI ready for production.

04

Evaluate & Scale

Accuracy, safety, rollout.

TOOLS & TECHNOLOGY

Technology & Tools

Models

Cl

Claude

Op

OpenAI

Ge

Gemini

Ll

Llama

Retrieval

pg

pgvector

Pi

Pinecone

We

Weaviate

El

Elasticsearch

USE CASES

Common Use Cases

Knowledge assistants

Ask company docs.

Customer support

Grounded answers.

Legal & compliance

Policy lookup.

Sales enablement

Product answers.

Research

Literature search.

Onboarding

New hire Q&A.

HOW WE WORK

Our Delivery Process

01

Discover

Goals, users and limits.

02

Plan

Scope, roadmap and KPIs.

03

Deliver

Sprints with a demo every week.

04

Launch

QA and launch support.

05

Improve

Measure and improve.

CASE STUDY

A Real Project, Real Results

Team planning a project at a glass wall covered in sticky notes

Professional Services

RAG

A knowledge assistant for 400 consultants

“Consultants find answers in seconds — with sources they can trust.”

94%

Accuracy

30 hrs

Saved/week

12k

Docs indexed

FAQS

Frequently Asked Questions

Can’t find what you need? Our team is happy to help.

Priya Sharma, Avenix client

Still have questions?

Talk to a real person, not a bot.

What is RAG?

AI that looks up the relevant content before it answers, so every response is based on facts and cited.

Drive, SharePoint, Confluence, Notion, databases, tickets and more.

We measure it with evaluation sets. It's typically 90%+.

KEEP EXPLORING

Related Services

Let's Put Your Knowledge to Work.

Book a free AI opportunity workshop. You’ll leave with ranked use cases and clear next steps.

Avenix team chatting over coffee in a bright, plant-filled lounge
Arjun Mehta, Founder & CEO of Avenix, ready to discuss your project

Talk to Arjun & the team

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