# RAG & Enterprise Search

> Answers grounded in your documents, with citations. Retrieval-augmented generation lets AI answer from your own knowledge. We build the full pipeline: ingestion and parsing of messy documents, chunking, hybrid search, re-ranking, access control and evaluation: the parts that decide whether answers a

Source: https://aibyos.com/services/rag

⌕ Capability

# RAG & Enterprise Search

Answers grounded in your documents, with citations.

[Discuss RAG & Search](https://aibyos.com/contact)

Retrieval-augmented generation lets AI answer from your own knowledge. We build the full pipeline: ingestion and parsing of messy documents, chunking, hybrid search, re-ranking, access control and evaluation: the parts that decide whether answers are right.

## Typical use cases

### Internal knowledge assistant

**Challenge.** Policies, procedures and technical docs are spread across SharePoint, Confluence and drives.

**What we build.** A permission-aware assistant that answers with citations to the exact paragraph and says “I don’t know” when it should.

### Contract & document Q&A

**Challenge.** Legal and procurement read hundreds of pages to find one clause.

**What we build.** Clause-level retrieval and extraction across contract repositories, with side-by-side comparison against your standard terms.

### Product & support search

**Challenge.** Customers can’t find answers in your help centre.

**What we build.** Hybrid semantic search and answer generation on your docs site and in-app, measured against real search logs.

## What you get

-   Ingestion & parsing pipelines
-   Hybrid search + re-ranking
-   Document-level access control
-   Retrieval & answer-quality evals

## Typical stack

-   pgvector
-   Elasticsearch / OpenSearch
-   Qdrant
-   Azure AI Search
-   Cohere Rerank
-   Unstructured / Docling

Examples

## Use cases with RAG & Search.

[Finance & Insurance KYC / AML analyst copilot Speed up customer due diligence while keeping every decision explainable. _LLM Apps & Copilots__RAG & Search__EU AI Act & Governance_ Open →](https://aibyos.com/use-cases/kyc) [Healthcare & Life Sciences Scientific literature research agent Screen and summarise papers for systematic reviews and R&D. _AI Agents__RAG & Search_ Open →](https://aibyos.com/use-cases/lit-review) [Retail & E-commerce Conversational shopping assistant Help shoppers find the right product in natural language, on site and in AI assistants. _RAG & Search__LLM Apps & Copilots__MCP Servers_ Open →](https://aibyos.com/use-cases/shopping) [Manufacturing & Logistics Maintenance technician copilot Answers from manuals, work orders and sensor data at the machine. _RAG & Search__AI Agents__Data for AI_ Open →](https://aibyos.com/use-cases/maintenance) [Legal & Professional Services Contract review & clause comparison Compare incoming contracts against your playbook in minutes. _RAG & Search__Fine-tuning__Evals & Guardrails_ Open →](https://aibyos.com/use-cases/contracts) [Legal & Professional Services Firm-wide knowledge assistant Find precedents, templates and expertise across the firm, with client confidentiality. _RAG & Search__MCP Servers__EU AI Act & Governance_ Open →](https://aibyos.com/use-cases/knowledge-firm) [SaaS & Technology AI-first customer support Resolve common tickets automatically and give human agents perfect context. _AI Agents__RAG & Search__AI Gateways_ Open →](https://aibyos.com/use-cases/support-saas) [Manufacturing & Logistics Knowledge assistant pilot from an accelerator A working assistant on real manuals and procedures in the customer’s own cloud, fast. _Accelerators__RAG & Search__AI Landing Zones_ Open →](https://aibyos.com/use-cases/accelerator-pilot)