Ship a brand-safe knowledge chatbot that cites sources and keeps tenants isolated.

KnowledgeOS turns websites, PDFs, DOCX, and QA packs into an auditable knowledge layer with citations, conversation history, and RAG-ready retrieval.

Open dashboard View chat demo

Cloudflare Pages for the frontend, Workers for orchestration, R2 for files, and a rebuild-ready config surface for the Cloudflare account.

Tenant isolation

Hard-enforced

Knowledge sources

Website, PDF, DOCX, QA

Citations

Chunk level

Async pipeline

Queues ready

Multi-layer architecture

Pages frontend and marketing site

Workers API and orchestration layer

R2 files, queue consumers, and rebuild-ready settings

Tenant isolation

Every record, document, and chat session is scoped to a tenant boundary.

Knowledge ingestion

Website crawl, PDF, DOCX, and QA packs feed the same retrieval layer.

Citation-first replies

Each answer can surface source cards with page, section, and URL hints.

Operator dashboard

Track sources, bots, sessions, usage, and members from one console.

Why this shape is better

The PRD is broader than a simple chatbot. This shell reflects the SaaS layers that matter before full backend completion.

1. SaaS product language replaces companion-only copy.

2. Cloudflare settings are rebuilt as explicit deployment state.

3. Routes are scaffolded for auth, dashboard, chat, and embed flows.

for pilots

Starter

$49/mo

1 bot, 3 sources, 50MB

for small teams

Growth

$149/mo

5 bots, 20 sources, 500MB

for operations

Business

$499/mo

Unlimited bots, 5GB

for regulated orgs

Enterprise

Custom

Private deployment + SLA

Phase 1 scope

The current repo can start with a convincing public site, auth entry points, dashboard shell, and route structure for later API work.

Phase 1

Phase 2

Website crawl, reindex, permissions, usage

Phase 3

Embed widget and public chat endpoint

Packaging

The pricing model from the PRD is preserved so sales, onboarding, and product language stay aligned.

Starter, Growth, Business, and Enterprise remain the market-facing packaging.