B2B SaaS · AI Solutions + Development

AI Knowledge Base & Support Assistant

An example scope for an assistant that retrieves answers from internal documentation and links back to its sources.

AI knowledge base and chatbot workflow preview

Illustrative image. Not a client project screenshot.

Stack LLM · RAG · API

The scenario

Support teams answered the same product questions repeatedly. Documentation is scattered across Notion, PDFs and help articles, making it slow for agents and customers to search manually.

Proposed approach

Index docs and help content into a searchable knowledge base
Build a RAG pipeline for accurate, source-cited AI responses
Deploy a chat widget integrated with the existing support stack
Add guardrails, logging, and handoff to human agents when needed

Deliverables

Knowledge base · AI chatbot · RAG pipeline · Integration docs

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This is an illustrative scope, not a report of a completed client engagement. Images illustrate the subject. Deliverables are agreed for each project.

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