💡 Inspiration
The inspiration for MeetIQ came from a common problem — the hidden tax of meeting preparation. Professionals spend a huge amount of time researching companies, checking LinkedIn, and building agendas manually.
We asked: what if a team of AI agents could do all of that in under 5 minutes? Instead of one chatbot, a coordinated crew of specialized agents working together. That idea became MeetIQ.
⚙️ What It Does
MeetIQ is a multi-agent platform that turns a simple meeting objective into a polished, executive-ready brief automatically.
It handles orchestration, real-time research, industry analysis, agenda creation, and final refinement using multiple AI agents. It also includes session memory, quick link discovery, and one-click PDF export.
🏗️ How It’s Built
Backend uses Python and Flask with structured agent pipelines. CrewAI manages multiple agents with defined roles and sequential tasks. Google Gemini is used in a two-tier setup for speed and quality. Serper.dev enables real-time web search. Memory is stored safely using JSON with atomic writes. Frontend is built with pure HTML, CSS, and JavaScript with a glass-style UI. Deployed using Docker on Hugging Face Spaces.
🔥 Challenges
Handled API rate limits using fallback strategies and retries. Solved cloud memory issues with dynamic file handling. Improved output quality using a Reflection Agent. Ensured agents don’t hallucinate by passing structured context.
🏆 Accomplishments
Fully automated meeting preparation workflow. Reliable multi-agent system with fallback handling. Strong memory system across environments. High-quality output with a reflection-based editing step. Clean UI without heavy frameworks. Live deployment accessible to users.
📚 What We Learned
Using different models for different tasks improves reliability. Reflection agents are essential for quality output. Cloud storage needs careful handling. Clear prompts give better results than long prompts. Agents need explicit context sharing.
🚀 What’s Next
User authentication and database-backed memory. Calendar and CRM integrations. Multi-language support. Post-meeting analysis and action tracking. Real-time streaming output. Slack and Teams integration for easier access.


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