Ranked #5 of 8 PM applicants, below the shortlist line (top 2). Recommendation: reject. Also strong for SPM.
Recommended role
SPMreroute?
Final tier
REVIEW
PM score
25.0 / 100
Why ranked here
Strongest evidence: [TEST] Built unasked, adopted by peers (2/5): Built an internal monitoring dashboard that surfaced coupon bugs, but no concrete evidence it was built unasked or adopted by peers.
Product Manager fit
Score 25.0 / 100 · Rank #5 in PM
PM1 · [TEST] Ground-level ops exposure 1/5 · 6.0/30 pts | Integrated 3PL APIs (Delhivery, Bluedart, Ecom Express), but no concrete evidence of shadowing or performing ground-level operations work. |
PM2 · [TEST] Built unasked, adopted by peers 2/5 · 10.0/25 pts | Built an internal monitoring dashboard that surfaced coupon bugs, but no concrete evidence it was built unasked or adopted by peers. |
PM3 · [TEST] Shipped, measured, killed 1/5 · 5.0/25 pts | No concrete evidence of shipping, measuring outcomes, and killing or pivoting product features based on data. |
PM4 · [TEST] Discovery inside workflows 1/5 · 4.0/20 pts | No concrete evidence of conducting discovery inside customer workflows, on-site visits, or ride-alongs. |
Senior PM fit
Score 31.0 / 100 · applied PM
SPM1 · [TEST] Integration / platform ownership 2/5 · 12.0/30 pts | Owned API gateway across 8 services and 3PL integrations, but strictly in an engineering capacity rather than end-to-end product ownership. |
SPM2 · [TEST] Owned area with no senior PM above 1/5 · 5.0/25 pts | No evidence of running a product area without a senior PM; candidate is a backend software engineer in a 12-engineer team. |
SPM3 · [TEST] Platform work tied to revenue 2/5 · 10.0/25 pts | Fixed a coupon validation bug saving ₹12L/month, but this was bug remediation rather than platform/integration work unlocking new revenue or customers. |
SPM4 · [TEST] Set standards and practice 1/5 · 4.0/20 pts | No concrete evidence of defining reliability/data-quality standards or product practices that were adopted by others. |
Probe questions from scoring
- [TEST] Ground-level ops exposure scored 1/5: ask for a concrete example. (Integrated 3PL APIs (Delhivery, Bluedart, Ecom Express), but no concrete evidence of shadowing or performing ground-level operations work.)
- [TEST] Built unasked, adopted by peers scored 2/5: ask for a concrete example. (Built an internal monitoring dashboard that surfaced coupon bugs, but no concrete evidence it was built unasked or adopted by peers.)
- [TEST] Shipped, measured, killed scored 1/5: ask for a concrete example. (No concrete evidence of shipping, measuring outcomes, and killing or pivoting product features based on data.)
- [TEST] Discovery inside workflows scored 1/5: ask for a concrete example. (No concrete evidence of conducting discovery inside customer workflows, on-site visits, or ride-alongs.)
Shortlist decision (human — the last thing you touch)
The system recommends Reject (below the line). Advance or Reject prepares that email and asks you to confirm; nothing is sent until you press Send now.
Rejectiondraft
To: anmay_surie@pg27.mesaschool.co (test mode)
CV as the AI saw it (personal details removed)
[REDACTED] [REDACTED] · [REDACTED] · Bengaluru · [REDACTED] · [REDACTED] SKILLS Languages: Python, Go (learning), SQL, Bash Frameworks & Libraries: FastAPI, SQLAlchemy, Celery, Pydantic Databases: PostgreSQL (advanced), Redis, DynamoDB (working knowledge) Infrastructure: Docker, Kubernetes (EKS), AWS (EC2, S3, RDS, Lambda, SQS, CloudWatch), Terraform (basic) Practices: REST API design, microservices, event-driven architecture, CI/CD (GitHub Actions, Jenkins), on-call incident management EXPERIENCE Software Engineer II (Backend) — Cartexa India Pvt. Ltd. (E-commerce, 3,200 employees), Bengaluru (Jan 2022 – Present) - Part of the 12-engineer Order Management Platform (OMP) team — responsible for the core order lifecycle, fulfilment orchestration, and merchant notification services - Redesigned the OMP's PostgreSQL indexing strategy after identifying query degradation at scale — average query time reduced by 40% across the most-hit tables; change deployed with zero downtime via rolling migration - Owns the API gateway service handling authentication, rate limiting, and request routing across 8 internal services — 99.95% uptime over 18 months - Led the migration of 3 legacy batch jobs to an event-driven Celery pipeline — processing lag reduced from 4 hours to under 8 minutes - Mentored 2 junior engineers; ran fortnightly 1:1s and code review sessions - Part of the P1 on-call rotation — average time-to-resolve for P1 incidents: 22 minutes Software Engineer (Backend) — Cartexa India Pvt. Ltd., Bengaluru (Jul 2019 – Dec 2021) - Backend development on order creation, payment reconciliation, and returns workflows — services processing 2M+ daily events at peak - Built an internal monitoring dashboard for order exception rates — surfaced a systemic coupon validation bug affecting 0.3% of orders, which was losing ₹12L/month; patched and deployed within 48 hours of identification - Developed automated regression test suite for the payment integration layer — reduced QA cycle time by 30% - Integrated with 3 third-party logistics providers (Delhivery, Bluedart, Ecom Express) via REST and SFTP APIs — shipping option routing, tracking webhook ingestion, and NDR management EDUCATION B.E., Computer Science · RV College of Engineering (VTU), Bengaluru · 2015–2019 · CGPA 8.4/10 CERTIFICATIONS & OTHER AWS Developer – Associate (2022) · PostgreSQL Performance Tuning — Udemy (2021) · Open source: 3 merged PRs to the FastAPI project (input validation edge cases, 2023)
Redaction report
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Applied Product Manager · uploaded 1/10/2026