Turn your documents and internal knowledge into a reliable AI assistant for your customers or team.

I build RAG-powered knowledge bases and chatbots that retrieve relevant information from your approved content before generating a response. This makes the assistant easier to update, easier to monitor, and better aligned with the information your business wants to share.

I can help you build:

Customer support knowledge bases

Internal documentation assistants

Document question-and-answer systems

AI chatbots for websites and SaaS products

Product and technical documentation assistants

Multi-tenant knowledge bases with user permissions

AI search across PDFs, documents, webpages, and structured content

Source references and citations for generated answers

Fallback responses when the knowledge base does not contain an answer

Conversation history, user feedback, and response tracking

Admin dashboards for managing documents and knowledge sources

OpenAI and other LLM integrations

API integrations with your existing application or business tools

The implementation can include:

Document upload and content processing

Chunking, embeddings, and vector search

Retrieval and prompt orchestration

Knowledge source management

Authentication and access control

Tenant and workspace isolation

Response guardrails and context limits

Retrieval logs and AI response monitoring

Testing with realistic questions and edge cases

Deployment and technical handover

My typical process:

Understand your users, use cases, and knowledge sources

Define what the assistant should and should not answer

Prepare the ingestion and retrieval pipeline

Build the chatbot and knowledge management interface

Test retrieval quality, citations, fallback behavior, and response consistency

Deploy, document, and prepare the system for future improvements

Typical stack:

OpenAI, Laravel, PHP, React, Next.js, Supabase, PostgreSQL, pgvector, REST APIs, and cloud deployment.

This service is a good fit if you:

Have internal documents or support content that users struggle to navigate

Want to reduce repetitive support questions

Need an AI assistant connected to your own business knowledge

Want more control than a generic chatbot tool provides

Need authentication, permissions, integrations, and an admin interface

Send me your documents, knowledge base, support workflow, or existing application. I will help define the right RAG architecture and the smallest useful version to build first.