Survey Analysis Platform
Turn mixed survey data into quantitative insight and qualitative highlights.
- Role
- ML / backend engineer
- Year
- 2021
- Timeline
- Research + delivery
A research team had rich survey responses across text, numbers, images and video, but no fast way to move from raw responses to insight and shareable highlights.
The data was genuinely multi-modal, and 'the interesting bits' had to be found semantically, not by keyword.
Used semantic search to surface and reel together highlights.
Instead of Keyword filters over transcripts.
Why: Semantic search found relevant moments even when the words didn't match, which is where qualitative insight actually lives.
- Multi-modal ingestion (text, numeric, image, video)
- Quantitative + qualitative analysis
- Semantic-search highlight & showreel generation
- Dockerised deploy on EC2 with Nginx
Hemant Manglani
Ahmedabad, India
Looking for someone who ships? Let’s talk.
I’m actively looking for a backend or AI engineering role. If your team needs an engineer who can own systems end to end, I’d love to hear about it.
Actively looking · Ahmedabad · on-site, hybrid or remote