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  1. Home
  2. /Services
  3. /AI Chatbot & RAG Development

AI Chatbot & RAG Development

Custom conversational AI assistants grounded in your company's documentation, product catalogues, and internal databases with verified citation accuracy.

Start a project

Reply within one working day · Fixed quote in 5 days · No sales decks

A product dashboard with recurring revenue, customers and a live activity feed

Engagement overview

Book a technical discovery session with our senior engineering lead.

Typical timeline
2 – 6 weeks
Typical team
2 – 4 senior engineers
Delivery guarantee
Fixed price & scope
Calculate project budget and time

Scope you can verify before we start

Chatbot & RAG deliverables:

Good fit if

Enterprises reducing customer support volume and businesses seeking conversational interfaces over complex data.

  1. 1

    Document Chunking & Ingestion

    Automated ingestion pipelines for PDFs, Notion, web pages, and database tables.

  2. 2

    Hybrid Vector & Keyword Search

    Combining BM25 full-text search with semantic dense vectors for precision.

  3. 3

    Citation & Fact Verification

    Direct clickable references to source documents so users trust every response.

  4. 4

    Omnichannel Deployment

    Embeddable web chat widgets, Slack bots, and WhatsApp Business API integration.

Predictable engineering momentum

  1. 01

    Scope & Schema

    We lock data models, API contracts, and user acceptance criteria before writing code. You get an exact scope and fixed timeline.

  2. 02

    Interactive Prototype

    Figma user flows and staging reviews so you see working interfaces before engineering spend expands.

  3. 03

    Daily Repository Pushes

    Senior engineers push directly to your GitHub repository. Working code daily with clean pull requests and automated tests.

  4. 04

    Cutover & Warranty

    Zero-downtime production cutover, documentation handover, and a 30-day post-launch warranty with full code ownership.

Technologies we use for ai chatbot & rag development

  • Python
  • FastAPI
  • pgvector
  • LangChain
  • OpenAI
  • Anthropic Claude

Related services

  • AI Systems
  • Workflow Automation Development
  • AI SaaS Product Development
All services

Frequently asked questions

Questions we hear on discovery calls—answered plainly.

How do you prevent the bot from hallucinating?

We use strict system prompts, citation grounding, and confidence threshold gates.

Related services and resources

Hub: ai-chatbot-rag-development. Explore the spokes and downloads buyers use before signing scope.

Spoke services

  • Web DevelopmentNext.js platforms with auth, APIs, admin, and deploy-ready UI—fixed scope and ti…
  • Mobile App DevelopmentReact Native for iOS and Android from one codebase—store-ready builds when you n…
  • E-Commerce SolutionsShopify and custom storefronts focused on conversion, checkout, and catalog ops—…
  • Custom Software DevelopmentBespoke SaaS, internal tools, and integrations when off-the-shelf products do no…

Guides, audits and templates

  • All servicesHub
  • Case studiesHub

Ready to build with senior engineers?

You get a fixed quote in 5 working days. Then a senior engineering team that ships.

Start a projectReply within one working day.