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Sunita Krishnamurthy

Applied: SPM · cv_02_sunita_krishnamurthy.docx

Ranked #2 of 6 SPM applicants, above the shortlist line (top 2). Recommendation: advance to interview. Also strong for PM.
Recommended role
PMreroute?
Final tier
INTERVIEW
SPM score
30.0 / 100
Why ranked here

0/100 primarily for logistics domain familiarity, evidenced by managing a client's transition to a third-party cloud freight management system and writing operational SOPs adopted by a customs brokerage within 60 days.

Product Manager fit

Score 41.0 / 100 · applied SPM

PM1 · [TEST] Ground-level ops exposure
2/5 · 12.0/30 pts
Extensive hands-on logistics and customs documentation experience, but lacks concrete evidence of using operational exposure to shape a software product.
PM2 · [TEST] Built unasked, adopted by peers
4/5 · 20.0/25 pts
Independently redesigned documentation intake and filing workflow over a weekend after vendor format changes, which was permanently adopted by the team.
PM3 · [TEST] Shipped, measured, killed
1/5 · 5.0/25 pts
No concrete evidence of shipping products, measuring metrics, or killing features based on data.
PM4 · [TEST] Discovery inside workflows
1/5 · 4.0/20 pts
No concrete evidence of conducting workflow discovery or ride-alongs that influenced what was built.

Senior PM fit

Score 30.0 / 100 · Rank #2 in SPM

SPM1 · [TEST] Integration / platform ownership
2/5 · 12.0/30 pts
Led client migration to a third-party cloud freight management system, but shows no evidence of owning software platforms or platform integrations end to end.
SPM2 · [TEST] Owned area with no senior PM above
1/5 · 5.0/25 pts
No concrete evidence of running a product area, having worked exclusively in freight documentation and operations consulting roles.
SPM3 · [TEST] Platform work tied to revenue
1/5 · 5.0/25 pts
No concrete evidence of platform or integration work tied to unlocking revenue or new customers.
SPM4 · [TEST] Set standards and practice
2/5 · 8.0/20 pts
Developed operational SOPs adopted within 60 days by a CHA firm, but shows no concrete evidence of defining technical reliability, data-quality, or product standards.

Probe questions from scoring

  • Probe their complete absence of software product management experience to test whether they can translate customs workflows into technical platform specifications and drive an engineering roadmap rather than manual operational procedures.
  • [TEST] Integration / platform ownership scored 2/5: ask for a concrete example. (Led client migration to a third-party cloud freight management system, but shows no evidence of owning software platforms or platform integrations end to end.)
  • [TEST] Owned area with no senior PM above scored 1/5: ask for a concrete example. (No concrete evidence of running a product area, having worked exclusively in freight documentation and operations consulting roles.)
  • [TEST] Platform work tied to revenue scored 1/5: ask for a concrete example. (No concrete evidence of platform or integration work tied to unlocking revenue or new customers.)
  • [TEST] Set standards and practice scored 2/5: ask for a concrete example. (Developed operational SOPs adopted within 60 days by a CHA firm, but shows no concrete evidence of defining technical reliability, data-quality, or product standards.)

Interview brief

The candidate is an independent logistics operations consultant and former documentation executive with seven years of experience in Indian freight forwarding and customs compliance. They scored 30.0/100 primarily for logistics domain familiarity, evidenced by managing a client's transition to a third-party cloud freight management system and writing operational SOPs adopted by a customs brokerage within 60 days. Probe their complete absence of software product management experience to test whether they can translate customs workflows into technical platform specifications and drive an engineering roadmap rather than manual operational procedures.

Shortlist decision (human — the last thing you touch)

The system recommends Advance (above the line). Advance or Reject prepares that email and asks you to confirm; nothing is sent until you press Send now.

Interview invitedraft
To: anmay_surie@pg27.mesaschool.co (test mode)

Send the interview invite to Sunita?

Subject: Senior Product Manager at Kargo

Test mode: this goes to anmay_surie@pg27.mesaschool.co, not the candidate. Sent emails can't be changed.

CV as the AI saw it (personal details removed)

[REDACTED]

[REDACTED]   ·   [REDACTED]   ·   Chennai / Mumbai

[REDACTED]

  Profile

Operations professional with seven years of experience across freight forwarding documentation, customs compliance, and logistics process improvement. Spent four years managing high-volume shipment documentation at a mid-sized freight forwarder before transitioning to independent consulting. Comfortable owning processes from start to finish with limited oversight. IATA DGR certified.

  Experience

Operations Consultant (Independent)

Self-employed, Mumbai   ·   Oct 2020 – Present

—  Engaged by three logistics firms (a licensed customs broker, a freight forwarder, and a bonded warehouse operator) for operations assessment and workflow redesign

—  Led one client through a complete migration from paper-based shipment records to a cloud-based freight management system — scoped the project, managed the vendor relationship, ran staff training, and monitored the first 30 days of go-live

—  Conducted a DGFT compliance audit for an exporter client ahead of a departmental inspection — identified and resolved four documentation gaps in advance; client passed inspection without any observations raised

—  Developed standard operating procedures for a small CHA firm covering documentation, client communication, and escalation handling; procedures adopted in full within 60 days

—  Provides ad hoc advisory on IEC registration, MEIS and RoDTEP claims, and EDI filing process for SME exporter clients

Documentation & Compliance Executive

Trident Freight Services Pvt. Ltd., Chennai   ·   Jul 2017 – Sep 2020

—  Managed Bills of Lading, Shipping Instructions, Certificates of Origin, packing lists, and customs documentation for 200+ import and export shipments monthly across sea and air modes

—  Primary coordination point between Trident's operations team, customs brokers (CHAs), freight agents, port authorities, and the DGFT office

—  When the company's FMS vendor changed their data export format without notice, independently redesigned the team's documentation intake and filing workflow over a weekend to ensure no disruption; the updated process was retained permanently by the team

—  Handled documentation for one of the firm's largest accounts — a pharma exporter shipping to 12 countries — including special requirements for CDSCO, WHO-GMP, and country-specific regulatory certificates

—  Trained two junior documentation executives and reviewed their work for the first six months; one was promoted to team lead within 18 months of joining

—  Liaised with Customs Preventive and Audit teams during two shipment-level inspections; both closed without penalties

Junior Documentation Executive

Blue Anchor Freight Pvt. Ltd., Chennai   ·   Aug 2016 – Jun 2017

—  Entry-level role handling HBL preparation, SI submission, and carrier coordination for a small NVOCC operator

—  Managed a portfolio of 30–40 LCL shipments monthly under supervision of a senior executive

  Education

B.Com (Hons.)   ·   Loyola College, Chennai   ·   2013–2016   ·   Distinction

  Certifications & Tools

IATA Dangerous Goods Regulations (DGR) – Category 6 (2019, renewed 2022)  ·  EXIM Procedures & Documentation – Indian Institute of Export Management (2017)  ·  CargoWise One  ·  ICEGATE  ·  IceGate EDI  ·  Customs EDI  ·  MS Excel (advanced)  ·  Tally

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Applied Senior Product Manager · uploaded 1/10/2026