Contribbit helps individuals and teams move from notes and documents to polished outputs using a flexible, multi-LLM workflow designed for real creative and operational work.
Contribbit is on a mission to streamline the creative and operational workflow, turning fragmented research and ideas into polished, collaborative outputs.
Contribbit is an AI-powered collaborative platform and workbench built to streamline the workflow from initial research and note-taking to finalized content creation. It gives users a single place to manage sources, work with multiple language models, and turn raw information into organized, reusable creations.
It’s designed for people and teams who need more than a simple chat interface — they need a structured environment for research, iteration, collaboration, and output.
Contribbit follows a simple but powerful workflow:
1. Upload sources
Bring in PDFs, notes, and other research materials so everything is in one place.
2. Organize your research
Use tags and structured notes to keep information easy to find and easy to reference later.
3. Work with multiple LLMs
Switch between models like Gemini, GPT, and Claude to brainstorm, query documents, or generate drafts from different perspectives.
4. Collaborate in real time
Invite others to review, refine, and edit content together inside the same project.
5. Save finalized creations
Turn valuable AI-generated output into creations that can be reused, versioned, and shared.
Upload and organize
Centralize PDFs, research, and notes in one space so your materials are easy to manage.
Tagging and structured notes
Keep information organized in a way that supports faster retrieval and better workflow clarity.
Multi-LLM workbench
Move between AI models to find the right tool for the task instead of being locked into one provider.
Collaboration and versioning
Work with teammates in real time and preserve iteration history where needed.
BYO API keys
For teams that need more control, Contribbit supports bring-your-own-key workflows in higher tiers.
Projects, chats, and sources
Use projects for context-rich work, chats for lightweight conversations, and sources to keep your foundation organized.
- Freelancers and solo creators
- Small businesses
- Agencies
- Consulting teams
- Marketing teams
- Product and operations teams
- Educators and research-heavy workflows
Standard
Unlimited projects, Gemini access, expanded token limits.
Pro
Adds Claude and GPT models, plus creation versioning.
Enterprise
Adds bring-your-own API keys, advanced analytics, and premier support.
Providers we have integrated with
A lot of AI projects fail because they’re disconnected from the actual product or workflow. Apptoo brings experience in software development, mobile apps, cloud infrastructure, and data systems — which means we can build AI features that fit into a broader system instead of sitting on the side.
Depending on the project, AI may show up in different forms:
- Chat-based assistants for users or staff
- Document upload and analysis workflows
- Voice recording and transcription tools
- Smart routing or classification systems
- AI-enhanced product features
- Internal tools that reduce manual work
- Prototypes for testing a new AI concept
Whether you’re testing a prototype, improving an existing workflow, or trying to understand what AI can realistically do for your business, we’d be happy to help.