RAG Pipelines

RAG Pipelines for Multi-Location Businesses

Retrieval Augmented Generation (RAG) with a universal sources system. Attach documents and webpages to chatbots, tools, assistants, and APIs for grounded, fact-based AI responses. Running several similar locations, courses or plans? The Multi-variant (locations, courses, etc) add-on answers from the right one, compares across all of them, and asks which one when a question doesn't say. It costs $40/month on Pro and Max plans, and each request uses 2x credits on top of the monthly subscription.

1

Upload Your Knowledge

Add documents, scrape webpages, or paste text snippets. All content is processed and indexed automatically.

2

Attach to AI Experiences

Link one or more sources to your chatbots, tools, assistants, or API personas. Mix and match as needed.

3

AI Retrieves Relevant Context

When questions come in, the RAG pipeline automatically retrieves the most relevant information from your sources.

4

Generate Grounded Responses

AI generates answers based on retrieved facts. Designed to minimize hallucinations by sticking to what your sources say.

Why Hyperleap RAG is Different

Retrieval built around how businesses actually store their knowledge

Multi-variant Add-on

For businesses with several similar locations, courses or plans: answers from the right one and asks which one when a question doesn't say. The Multi-variant add-on costs $40/month on Pro and Max plans, and each chatbot request uses 2x credits on top of the monthly fee.

Paid add-on: $40/mo + 2x credits per request (Pro, Max)
  • Answers from the right location, course or plan
  • Covers all of them for questions like "which branches open Sunday?"
  • Asks which one when a question doesn't say
  • Follows the conversation ("…and the Round Rock one?")
  • Built for hotel groups, franchises, multi-campus schools and clinic groups

Universal Sources System

Attach one or more sources to any AI experience across the entire Hyperleap platform. Sources work everywhere, not just in one product.

One-time setup, platform-wide availability
  • Works with Chatbots (Bot Studio)
  • Works with AI Tools (AI Studio)
  • Works with AI Assistants (AI Studio)
  • Works with Prompts & Personas APIs
  • Consistent knowledge across all touchpoints

Document Grounding

Ground AI responses in your actual documents and webpages. Designed to achieve high response accuracy with fact-based answers.

Grounded in your documents, not model guesswork
  • Designed to answer only from your sources
  • Conversation logs show which sources each answer drew on
  • Designed to minimize hallucinations
  • Fallback replies you write for questions your sources don't cover
  • Audit trail of knowledge sources

Simple Setup, Powerful Results

One-time configuration. Upload once, use everywhere across your AI stack.

Deploy in minutes, not months
  • Upload PDFs, Word docs, text files
  • Scrape webpage content automatically
  • Add text snippets directly
  • No coding or technical skills required
  • Instant availability across all AI experiences

How the Multi-variant Add-on Picks the Right Source

Every Hyperleap chatbot answers from one knowledge base. With several near-identical locations, courses or plans in it, the Multi-variant add-on adds a routing step: it picks the right source for each question, covers all of them for comparison questions, and asks which one when a question doesn't say.

Shared Sources

Brand guidelines, corporate policies, general FAQs

Policies that apply everywhere, kept in one place

One Source per Variant

Each location, course or plan: its hours, pricing, staff, unique offerings

Named clearly, e.g. "Plano Location", "Round Rock Location"

Routing Step

Picks the right source for each question before searching it

Right variant, all variants for comparisons, asks which one when unclear

Result: The Right Hotel's Answer, Every Time

"What time is check-in at your Austin hotel?" gets the Austin answer. "Which of your hotels have a pool?" checks every property. "What's the parking fee?" gets "Which hotel are you staying at?" And "…and the San Antonio one?" switches properties mid-conversation. One location or one product? You don't need the add-on: the standard knowledge base already handles it.

Supported Source Types

Upload your knowledge in multiple formats. We handle the processing automatically.

Documents

PDFs, Word docs, text files

Common Uses:
Product manuals
Company policies
Training materials
Legal documents
Marketing collateral

Webpages

Scrape content from URLs

Common Uses:
Product pages
Knowledge bases
Blog posts
FAQ sections
Documentation sites

Text Snippets

Paste content directly

Common Uses:
Pricing information
Business hours
Contact details
Special instructions
Custom responses

Sources Work Across All Hyperleap Products

Upload once, attach everywhere. The same sources can power chatbots, internal tools, assistants, and API integrations.

Chatbots (Bot Studio)

Customer Support Knowledge Base

Attach product manuals, FAQs, and policy documents so your chatbot answers customer questions from your own documents.

AI Tools (AI Studio)

Internal Document Analysis

Create tools that extract insights from company reports, contracts, or research papers by attaching them as sources.

AI Assistants (AI Studio)

Company Knowledge Assistant

Build internal assistants grounded in employee handbooks, process docs, and training materials for accurate team support.

Prompts & Personas APIs

Developer Integration

Attach sources to API personas for fact-based responses in your applications without rebuilding knowledge infrastructure.

Technical Specifications

Enterprise-grade retrieval infrastructure with simple setup

Supported Formats

  • PDF documents
  • Microsoft Word (.docx)
  • Plain text (.txt)
  • Markdown (.md)
  • HTML webpages
  • Raw text input

Processing

  • Automatic content extraction
  • Intelligent chunking
  • Vector embeddings
  • Semantic indexing
  • Relevance scoring

Deployment

  • One-time setup
  • No auto-sync (manual updates)
  • Platform-wide availability
  • Attach to any of your AI agents
  • Audit logs included

Similarity Search vs the Multi-variant Add-on

Why near-identical branch pages, course brochures and plan sheets need a routing step

❌ Plain similarity search

Whichever Page Reads Closest

  • ✗
    Ranks every branch page by how similar it reads to the question
  • ✗
    Near-identical pages can surface the wrong location's hours or fees
  • ✗
    Comparison questions only see the top few matches
  • ✗
    Ambiguous questions get a guess instead of a follow-up question
  • ✗
    Loses track when a visitor switches location mid-chat
✅ With the Multi-variant add-on

Right Location, Every Question

  • Answers from the right location, course or plan
  • Covers every location for questions like "which are open Sunday?"
  • Asks "Which location?" when a question doesn't say
  • Follows the conversation ("…and the Round Rock one?")
  • $40/month + 2x credits per request, on Pro and Max plans

Ready to Build Grounded AI Experiences?

Start with our universal sources system. Upload your knowledge once, use it everywhere across chatbots, tools, assistants, and APIs.

Explore Hyperleap AI

An AI front desk that answers customer questions, collects contact details, and books appointments on your website and messaging channels.