Clinical Triage Assistant
A triage support tool that ranks incoming cases by urgency and, crucially, abstains when it is not confident enough to be useful.
Read more- Client
- Placeholder client
- My role
- Technical Lead
- Year
- 2026
- Category
- AI Solutions
Two decades of PDFs, scanned in varying quality, with no consistent structure and no metadata worth the name.
What mattered
Chunking strategy, far more than the choice of embedding model. Reports written as continuous prose needed different handling from tabulated test results, and treating them identically produced answers that were fluent and wrong.
Citations first
Every answer links to the page it came from. Engineers do not trust a system they cannot check, and they are right not to.
Outcome
Searches that used to take an afternoon now return a cited answer in seconds.
Related work
Industrial Inspection Vision System
Surface defect detection running on the line itself, trained from a few hundred labelled examples rather than a few hundred thousand.
Read moreCommon questions
What kind of projects does Humza Imran take on?
Selected case studies are on this page. Work is usually applied AI, production software, or both, with a named outcome rather than a slide deck.
How can I work with Humza Imran?
Use the contact form at https://humzaimran.com/contact or email humzaimran505@gmail.com. Describe the problem, the timeline, and whether you need a system built, a team trained, or both.