Products
MVP Complete · Demo Available
ThinkForge AI
The Knowledge Workspace with Cited AI Answers
ThinkForge AI is a B2B knowledge workspace where teams upload company documents, search them instantly, and ask AI questions — with answers linked back to the exact source passages. No generic chatbot guesses. Built for owners, admins, and teams who need trustworthy answers from their own files.
The Problem
Scattered Knowledge Slows Teams Down
Modern businesses store policies, SOPs, and playbooks across Drive folders, email threads, and disconnected tools. Employees ping founders and managers for answers that already exist somewhere — wasting hours and creating bottlenecks.
The Solution
One Workspace, Cited Answers
ThinkForge AI brings documents into organized collections, indexes them for hybrid search, and lets teams ask natural-language questions with citation markers pointing to the source snippets. Admins manage roles, invites, analytics, and an audit trail — all in one production-grade platform.
Why ThinkForge
Answers You Can Verify
Most AI tools guess from the internet. ThinkForge answers from your company documents — and shows exactly which passage each sentence came from. Teams get speed without losing trust.
01
Upload once, search everywhere
PDFs, DOCX, and team docs go into collections. ThinkForge indexes them for instant lookup.
02
Ask naturally, cite precisely
Chat returns answers with numbered citations linked to source snippets — not vague AI fluff.
03
Built for teams, not solo users
Roles, invites, workspaces, analytics, and audit logs — ready for real organizations.
Product Screens
See It in Action
Core Features
Shipped in the MVP
Everything below is built and working in the current product.
Knowledge Collections
Organize PDFs, DOCX, TXT, and Markdown into collections. Automatic ingestion, chunking, and vector indexing with processing status and notifications.
Cited AI Chat
Ask questions in natural language and get answers with [1] [2] citation markers linked to source snippets — RAG over your workspace documents, not the open web.
Hybrid Search
Combine full-text and semantic vector search to find the right passage fast — keyword lookup and meaning-based retrieval in one query.
Teams & RBAC
Owner, Admin, Member, and Viewer roles. Email invitations, accept flow, workspace switcher, and team management for multi-person organizations.
Analytics & Audit Log
Workspace usage stats, indexing health, stale document tracking (90-day threshold), and an admin-only audit trail for security events.
Multi-Tenant SaaS Core
Organizations, workspaces, JWT auth, email verification, password reset, in-app notifications, and onboarding — engineered for real B2B deployment.
Roadmap
Planned for Production Launch
The MVP runs locally today. These items are documented and queued for when the product goes live on the web.
Cloud Deploy & S3 Storage
HTTPS hosting, managed PostgreSQL, and object storage for production file uploads.
Stripe Billing
Plans, seat limits, and usage quotas for SaaS monetization.
Integrations
Google SSO, Slack bot, Google Drive sync, and third-party connectors.
Technology Stack
Production-Grade Engineering
ThinkForge AI is a full-stack SaaS — Django REST API, React SPA, Celery workers, and pgvector for hybrid retrieval. Built for reliability, testability, and long-term maintainability.
Python
Django 5
Django REST
React 19
TypeScript
Tailwind CSS
PostgreSQL
pgvector
Celery
Redis
Docker
RAG + Citations
Development Status
MVP Complete — Launch Next
The local product is feature-complete for v1.2: auth, workspaces, knowledge upload, hybrid search, cited chat, team management, analytics, and audit log. Production deploy, billing, and integrations are the remaining steps before public launch.
