AI & Automation
MetaSpectraBot
A conversational AI system for scientific and material-analysis workflows.

- Delivery context
- Team experience at Meta Sensing
- Project type
- Public platform - sign-in required
- Technology
- Python / RAG / AI agents
THE PROBLEM
What needed to work.
Scientific questions often require both domain evidence and specialized analysis tools rather than a general model response.
THE CONTRIBUTION
What we brought to it.
Abdul Samad Siddiqui led technical development of the AI application, combining retrieval with modular agents and analysis tools.
INSIDE THE PROJECT
The work, in practice.
Domain-specific retrieval-augmented generation.
Agent reasoning connected to specialized tools.
An extensible approach to scientific analysis workflows.