Harsh Lariya

Open to PM / AI PM roles · 2026

I build data-heavy products that turn messy workflows into measurable growth.

Product Manager at KollegeApply, previously Collegedunia. 5 years in EdTech & B2B SaaS. I have also shipped 3 applied-AI products, focused on evaluation, reliability and cost.

Scroll

Impact

1–2h → 5m

Client delivery time

600+

Clients at peak

300K+

Indexed pages

~75%

Leaner lead operations

KollegeApply · Collegedunia · Prepp · SEO Platforms · Lead Systems · B2B Integrations · CMS Automation · Applied AI ·

How I work

Start from the data

I trace the workflow first: where time disappears, where the numbers disagree, and which decision the product has to change.

At KollegeApply the constraints were traffic quality, lead volume, and content throughput, so the roadmap started there.

Ship in thin slices

The CMS change that took processing from 4 hours to 10 minutes shipped as a narrow loop, not a platform rewrite.

Each slice had an owner, a metric, and a way to turn it off if the number moved the wrong way.

Measure what matters

A 3.6x traffic chart only counts if those sessions become qualified demand, not just more pages in analytics.

I keep the growth number next to the operational one: records processed, clients live, minutes saved.

Hiring a PM? Let's talk.