Vina
The AI mainkick that hires like your best
62 followers
The AI mainkick that hires like your best
62 followers
Vina helps your interviewers with the right questions for all roles and levels; listens to the interviews; scores the applicants on every trait that matters for the job; compares applicants, and recommends strong hires, backed up with reasons
How does Vina evaluate answers in new or rapidly evolving fields, where it may not have much prior data or established benchmarks?
As a data scientist, I’m genuinely intrigued by how Vina was built. Scoring interviews, comparing candidates, and recommending hires — that’s a massive challenge involving everything from NLP to behavioral modeling. It’s not just about automation, but about making judgment calls that are usually very human and very subjective.
I’d love to know how the team tackled things like bias, model interpretability, and adapting to different roles or seniority levels. The whole thing seems like a really thoughtful application of AI — one that’s actually useful and grounded in real-world hiring pain points.
Credit to the team for building something that doesn’t just work, but clearly understands the space it’s trying to improve.
@anisha_mittal1 For NLP, LLMs work great for us. Though lot of prompt engineering effort went in to get exactly what we need.
On the nuances of hiring, we've tried to capture the subjectivity of these choices in a battle tested objective framework of Radford Levels. We process the job description to identify skills on axises like weather a person requires to know how to get the job done (execution) or also needs to manage a team of individuals to drive the deliverables (management).
The requirements goes through a pipeline which is built on top of above, and more, aspects of a role. Once we have that structure in approach, Vian builds path to follow that strucutre.
I really respect what Vina is solving — hiring shouldn’t come down to gut instinct or familiarity, and this is the first tool I’ve seen that genuinely helps teams evaluate candidates with clarity and fairness.