Skip to content
Aayush Agrawal

From engineer to AI Product Manager.

Four years in, then out into product.

  1. 2018
    B.Tech, Computer Science Engineering

    Medicaps University, Indore.

  2. 2019
    Cofounded Joy Events Planning

    A commission-based event marketplace. Scaled to 15+ events; selected for Google for Startups.

  3. 2022
    Joined Subex as a Software Engineer

    Shipped the mobile-first Partner Settlement prototype, approved by enterprise client Omantel.

  4. 2023
    Promoted to Senior Software Engineer

    Drove AI-assisted testing and a Java 11 → 21 migration; helped close a ₹8-10L enterprise deal.

  5. 2026
    AI Product Management Fellowship

    Certified by The Product Space.

  6. 2026
    Promoted to Technical Anchor

    Now the engineering/product bridge at Subex — full-time, both sides of the table.

What that looked like at Subex.

Four years, three titles, one thread: find the thing that's actually broken, then fix it.

Technical Anchor — Engineering/Product Bridge

Jul 2026 to present
Engineering ↔ product bridge
Current

The connective layer between engineering and product — partnering with the Product team on roadmap prioritization and requirement definition, building on the discovery, PRD, and backlog work below.

Senior Software Engineer

Jul 2023 to Jul 2026
AI-assisted testing initiative

Identified thin legacy coverage (~5-10%) as a release-quality risk. Scoped and drove the initiative, defining success metrics and running iterative feedback loops with the engineering team.

85%legacy test coverage
from ~8%
Java 11 → 21 platform upgrade

Owned the business case and rollout plan, sequencing work module-by-module with acceptance criteria at each stage, using the new coverage as a safety net.

50%shorter rollout timeline
AI-assisted ticket triage

Defined and prioritized a triage tool grounded in historical ticket data for the support team, measured against a clear before/after baseline.

~25%

of tickets auto-resolved by AI — the rest route to the team.

Infra migration business case
Company-wide

Ran a 3-vendor evaluation and built the cost/TCO case behind a company-wide infrastructure migration decision, leading a 4-5 person team.

Enterprise account roadmap

Owned the roadmap and delivery backlog for a strategic account for 2 years — customer discovery calls, PRDs, prioritizing scope.

₹8–10L
deal, closed a week early

Software Engineer

Jul 2022 to Jul 2023
Partner Settlement prototype
Adopted by Omantel

Diagnosed scroll lag on high-volume billing screens, benchmarked consumer-app patterns, and defined the fix.

Dynamic billing query filtering

Diagnosed slow, database-heavy billing queries as a scalability blocker and defined a dynamic filtering approach.

80%faster billing queries
User-driven data sync

Flagged a backend-only sync design as a data-integrity risk with third-party systems and redefined it as a user-driven flow.

90%less manual sync effort
Customer-trust roadmap gaps

Prioritized automated expiry alerts and a digital audit workflow into the roadmap.

50%faster incident resolution
2
shipped AI products
4
published product teardowns
1
startup co-founded
4+ yrs
enterprise product at Subex

Engineer turned AI Product Manager.