RAG System Development

Connect large language models to your enterprise knowledge with retrieval-augmented generation systems that cite sources, respect access controls, and deliver accurate answers.

What This Service Delivers

Enterprise knowledge that answers back

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Cited

Every Answer Sourced

Users see exactly where information came from

Secure

Access-Controlled

Respects existing document permissions and roles

Accurate

Guardrailed Output

Hallucination detection and confidence scoring built in

Generic chatbots fail in enterprise settings because they hallucinate, ignore permissions, and cannot cite sources. Our RAG systems are built with chunking strategies, retrieval tuning, and evaluation pipelines designed for your specific document corpus and user workflows.

Impact

What changes when knowledge is accessible

Faster

Time to answer


Teams find policy, procedure, and technical answers in seconds instead of hours.

Fewer

Escalations


Front-line staff resolve questions themselves with cited, trustworthy responses.

Better

Knowledge consistency


Everyone gets the same answer from the same authoritative source.

Client Stories

How RAG systems changed daily work

An operations team deployed a RAG system across their SOP library and reduced policy lookup time from an average of twelve minutes to under thirty seconds.

The system indexed over two thousand documents, applied role-based access controls, and provided cited answers with links to source pages. Adoption reached sixty percent of eligible users within the first month.

Deliverables

What the RAG system includes

Document Ingestion Pipeline

Automated processing


Parsing, chunking, and embedding pipeline tailored to your document types — PDFs, Word, SharePoint, Confluence, and more.

Retrieval Engine

Tuned for accuracy


Vector search with hybrid retrieval, reranking, and metadata filtering optimized for your corpus.

Answer Generation Layer

LLM with guardrails


Prompt engineering, citation injection, confidence scoring, and hallucination detection.

Evaluation Pipeline

Ongoing quality


Automated test suites measuring retrieval recall, answer accuracy, and citation correctness.

Ready to make your enterprise knowledge searchable?
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Related Use Cases

Where RAG systems deliver value

Customer support voice agent

A voice agent that resolves requests using knowledge from your documentation.

Quality nonconformance triage

Structured quality workflows that reference SOPs and specifications automatically.

Get Started

Start your journey to production-grade AI and ERP

Enterprise teams across manufacturing, supply chain, finance, and operations trust Avannte to deliver AI and ERP solutions that run in production, not just in demos.

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Built for enterprise delivery

AI consulting, implementation, and enablement with production-grade governance, controls, and audit trails.

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Certified Partner

since 2023

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Rated 4.7/5.0

on Captera

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Rated 4.7/5.0

on TrustPilot

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Certified Partner

since 2023

Tell us about your workflow challenge and our team will reach out to explore your needs, share relevant case studies, and map your first automation wins.
Reach Us

New York, NY

hello@avannte.com
+1 (502) 341-7161

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