Document RAG pipelines
PDF/HTML/DB ingestion with metadata-aware chunking.
Services
RAG development grounded in your data
Retrieval-augmented generation over your documents with access-controlled retrieval, cited answers, and eval-driven tuning — deployable inside your compliance boundary.
Overview
Generic chatbots hallucinate; grounded assistants cite. We build RAG pipelines — ingestion, chunking with metadata, hybrid retrieval, reranking, and guarded generation — tuned against your own question sets until answers are reliably sourced.
For regulated teams we deploy open models on private cloud with tenant-isolated vector stores, so customer data never leaves your perimeter.
What we deliver
Services included
Access-controlled retrieval
Tenant and role filters enforced before the LLM sees context.
Cited answers
Every claim linked to source passages users can open.
Hybrid search + rerank
Vector + keyword retrieval with cross-encoder reranking.
Private LLM deployment
Open models on your cloud or on-prem with GPU sizing.
RAG evals
Faithfulness and retrieval-precision scoring per release.
Why FrameYourWeb
Benefits for your business
- Answers grounded in approved content, not model memory
- Permissions respected at retrieval time
- Citations that build user trust and auditability
- Data residency options including fully private deploys
Typical use cases
Support copilots
Policy Q&A
Sales enablement
Dev docs search
Compliance assistants
Technologies we use
pgvector / Qdrant
Hybrid retrieval
Rerankers
OpenAI / open models
LangChain / LlamaIndex
Evals
How we work
- DiscoveryRequirements workshops, threat models, stakeholder alignment, and success metrics.
- PlanningRoadmap, architecture decisions, sprint planning, and resource allocation.
- UI/UX DesignWireframes, prototypes, design systems, and usability validation.
- DevelopmentAgile sprints with secure coding, code reviews, and weekly demos.
- Security TestingVAPT, SAST/DAST, dependency scanning, and penetration testing.
Industries
Industries we serve
FinTech
Secure payment flows, audit-ready architecture, and PCI-aware development.
Healthcare
HIPAA-conscious platforms, patient portals, and data protection.
E-Commerce
High-conversion storefronts with encrypted checkout and fraud prevention.
SaaS
Multi-tenant apps, subscription billing, and API-first architecture.
Enterprise
Internal tools, dashboards, and workflow automation at scale.
Government
Compliance-ready systems with security-first design and audit trails.
Frequently asked questions
Instead of relying on a model's training memory, RAG retrieves relevant passages from your documents at query time and makes the model answer from those — reducing hallucinations and keeping answers current.
Yes — we tag chunks with tenant/role metadata and filter retrieval by the requester's permissions before generation, so users never see restricted content.
Golden Q&A sets scored for retrieval precision and answer faithfulness on every pipeline change — no vibe-based tuning.
Yes. Open-source embeddings, vector DB, and LLMs can all run inside your network; we size GPUs and validate latency before commit.
Keep exploring
Related services
Ready to start your project?
Talk to our Gurgaon team — reply within one business day, fixed quote after a short discovery call.
Get in touch