What needed to work better?
A general-purpose chatbot does not automatically know a business's products, services, and documentation. Each customer needs a knowledge base tied to their own material.
B2B SAAS · KNOWLEDGE ASSISTANTS
RAG Chatbot SaaS
Company knowledge, ready for a website conversation.
A multi-tenant platform that lets businesses create AI assistants from their own website content and documents, then embed a chatbot on their sites.
BUILT FOR
Businesses offering a knowledge assistant on their website
THE IDEA BEHIND THE BUILD
Start with a real problem.
A connected way forward.
The platform combines website scraping, document ingestion, vector retrieval, and an embeddable assistant. Multi-tenant design supports separate customer workspaces within the SaaS product.
WHY IT MATTERS
Designed to make the work easier.
- Assistants grounded in company material
- A repeatable customer onboarding process
- An embeddable customer-facing experience
WHAT THE PRODUCT DOES
The useful parts, explained.
Core capabilities that turn the idea into a practical product.
Website knowledge ingestion
Collect business content from the customer's website.
Document-based context
Add uploaded files to the assistant's knowledge base.
Tenant-aware workflows
Organise assistants and data around customer workspaces.
Embeddable widget
Bring the configured assistant onto the customer's website.
HOW IT COMES TOGETHER
Follow the workflow.
Select a step to see how the project moves from input to outcome.
STEP 01 / THE WORKFLOW
Create a workspace
Start a business-specific assistant configuration.
STEP 02 / THE WORKFLOW
Add knowledge
Ingest website content and documents.
STEP 03 / THE WORKFLOW
Retrieve and answer
Use relevant company context in the conversation.
STEP 04 / THE WORKFLOW
Illustrative workflow overviewEmbed
Place the assistant widget on the business website.
THE PRODUCT
A closer look.
Explore the project visual in more detail.
BUILT WITH
The technology behind the work.
The stack behind this project and its connected workflow.
SaaS DevelopmentFastAPIUvicornOpenAI APIAI PlatformVector DBMulti-tenancyAI AgentsRAG
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