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Sunita Krishnamurthy

Applied: SPM · cv_02_sunita_krishnamurthy.docx

Ranked #3 of 6 SPM applicants, below the shortlist line (top 2). Recommendation: reject (your override). Also strong for PM.
Recommended role
PMreroute?
Final tier
REVIEW
SPM score
30.0 / 100
Why ranked here

Strongest evidence: [TEST] Integration / platform ownership (2/5): Led a client migration to a cloud-based freight management system, but this represents IT rollout rather than end-to-end software platform ownership.

Product Manager fit

Score 41.0 / 100 · applied SPM

PM1 · [TEST] Ground-level ops exposure
2/5 · 12.0/30 pts
Has extensive hands-on freight ops experience, but applied it to internal workflows and FMS migration rather than shaping 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 an FMS format change, which was permanently adopted by the team.
PM3 · [TEST] Shipped, measured, killed
1/5 · 5.0/25 pts
No concrete evidence of shipping, measuring outcomes, or killing features or products based on data.
PM4 · [TEST] Discovery inside workflows
1/5 · 4.0/20 pts
No concrete evidence of conducting workflow discovery (such as ride-alongs or on-site observation) that changed what was built.

Senior PM fit

Score 30.0 / 100 · Rank #3 in SPM

SPM1 · [TEST] Integration / platform ownership
2/5 · 12.0/30 pts
Led a client migration to a cloud-based freight management system, but this represents IT rollout rather than end-to-end software platform ownership.
SPM2 · [TEST] Owned area with no senior PM above
1/5 · 5.0/25 pts
No concrete evidence of running a product area; candidate's background is exclusively in freight forwarding operations and consulting.
SPM3 · [TEST] Platform work tied to revenue
1/5 · 5.0/25 pts
No concrete evidence of platform or integration work unlocking revenue or customers.
SPM4 · [TEST] Set standards and practice
2/5 · 8.0/20 pts
Developed operational SOPs adopted within 60 days, but these govern customs documentation and communication rather than reliability, data-quality, or product practice.

Probe questions from scoring

  • [TEST] Integration / platform ownership scored 2/5: ask for a concrete example. (Led a client migration to a cloud-based freight management system, but this represents IT rollout rather than end-to-end software platform ownership.)
  • [TEST] Owned area with no senior PM above scored 1/5: ask for a concrete example. (No concrete evidence of running a product area; candidate's background is exclusively in freight forwarding operations and consulting.)
  • [TEST] Platform work tied to revenue scored 1/5: ask for a concrete example. (No concrete evidence of platform or integration work unlocking revenue or customers.)
  • [TEST] Set standards and practice scored 2/5: ask for a concrete example. (Developed operational SOPs adopted within 60 days, but these govern customs documentation and communication rather than reliability, data-quality, or product practice.)

Shortlist decision (human — the last thing you touch)

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

Decision made: rejected (rejection sent). Sent emails can't be undone.

Rejectionsent · 9 Oct 2026, 6:46 am
To: anmay_surie@pg27.mesaschool.co · sent 9/10/2026, 6:46:57 am

Send the interview invite to Sunita?

Subject: Senior Product Manager application 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 9/10/2026