Aryan Verma
Why they fit
- Problem -> Change -> Business/Operational Result 20%
The CV shows repeated, strong examples connecting candidate-led initiatives to concrete operational and business outcomes. These include drastically cutting customs filing cycle times from 45 to 6 minutes and delivering the platform's highest-revenue feature at launch.
- Independent Decision Ownership 30%
The candidate demonstrates a clear example of making a consequential, independent call to kill an in-flight feature despite sunk costs. While they hold ownership over roadmaps and compliance decisions, additional examples showing specific trade-offs and outcomes under uncertainty are absent.
- Evidence-Led Prioritisation and Reversal 20%
The candidate shares one clear instance of reversing an earlier product decision by abandoning a shipper portal three months into development based on value realization. However, details on the specific data or evidence gathered to drive the change are limited.
Where they fall short
- Multi-Party Resolution Under Pressure −12 pts
Direct evidence of multi-party resolution under pressure, such as handling escalations, post-mortems, or crisis management, is not present in the CV. The candidate only hints indirectly at cross-functional alignment across squads and customers during a long-term integration project.
| Criterion | Weight | Score | Weighted | AI reasoning | Evidence from CV |
|---|---|---|---|---|---|
| Problem -> Change -> Result | 25% | 4/5 | 20.0/25 | The candidate clearly describes designing the DGFT ICEGATE integration based on customs filing process friction, which directly led to reducing filing time from 45 minutes to 6 minutes per shipment. This is a visible, quantified result tied to the candidate's direct design action. |
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| Evidence-Led Decisions | 20% | 3/5 | 12.0/20 | The candidate demonstrates stopping development of a shipper portal 3 months in after discovering where the real value lay, absorbing sunk costs to make the call. However, details on specific operational metrics or outcomes after the stoppage are brief. |
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| Builds Repeatable Ways of Working | 20% | 4/5 | 16.0/20 | The CV shows repeated instances of creating repeatable operating practices that were adopted by others, including establishing quarterly embed days for the PM team and introducing a WhatsApp status update system that became company standard. |
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| Carries Ambiguous Problems Through to Closure | 20% | 2/5 | 8.0/20 | The candidate coordinated an 18-month integration across 3 squads and 8 enterprise clients, showing multi-stakeholder leadership. However, the CV lacks evidence of an ambiguous messy issue, incident response, handling an escalation or failure, or post-fix follow-up. |
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| Gets to the Source Before Designing the Fix | 15% | 4/5 | 12.0/15 | The candidate provides concrete evidence of directly working alongside operations teams and engaging frontline staff to shape solutions, specifically using firsthand CHA operational understanding to design the ICEGATE integration and input from 25+ staff to design a mobile app. |
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| Total | 100% | 68 | The candidate demonstrates strong alignment with problem-to-result delivery, user discovery, and establishing repeatable working methods in freight-tech product management. Evidence is slightly weaker in carrying ambiguous failures or post-mortem escalations through to full closure. | ||
Scoring scale
- 0: No evidence in the CV
- 1: Indirect or participation-only evidence
- 2: Partial: some elements of the description, weak link to outcome
- 3: One clear example matching the description
- 4: Clear example with a visible result, candidate's own action linked to it
- 5: Repeated, strong examples fully matching the description, with results
Weighted contribution = score ÷ 5 × weight. Every quote is checked against the CV text; if none can be verified, the score is capped at 1.
Evidence
- “Killed a shipper portal feature 3 months into development after realising the real value was on the freight forwarder side — absorbed significant sunk cost, made the call anyway” · Independent Decision Ownership
- “Owns the team of 2 junior PMs; accountable for the integration roadmap and all customer-impacting technical compliance decisions” · Independent Decision Ownership
- “Designed the DGFT ICEGATE integration after understanding the filing process firsthand from the CHA side — reduced customs filing time for clients from 45 minutes to 6 minutes per shipment” · Problem -> Change -> Business/Operational Result
- “Led the CargoWise API integration project — 18 months, coordinated across 3 engineering squads and 8 enterprise customers; became the platform's highest-revenue feature at launch” · Problem -> Change -> Business/Operational Result
- “Killed a shipper portal feature 3 months into development after realising the real value was on the freight forwarder side — absorbed significant sunk cost, made the call anyway” · Evidence-Led Prioritisation and Reversal
- “Built the team's discovery practice: quarterly "embed days" at 2 client offices where the PM team works alongside the operations team for a full day” · Creates Systems Others Run
- “Introduced a client shipment status WhatsApp update system that was later adopted as the company's standard client communication method” · Creates Systems Others Run
- Reduced customs filing time for clients from 45 minutes to 6 minutes per shipment via DGFT ICEGATE integration
- CargoWise API integration became the platform's highest-revenue feature at launch
- Grew product enterprise client base from 12 to 40 clients
- Shipped Shipthis Technologies' first mobile app
- Created a WhatsApp shipment status update system that became company-wide standard
Anonymised CV (exactly what the AI saw)
[CANDIDATE] Senior Product Manager [PHONE REDACTED] · [EMAIL REDACTED] · Delhi NCR · [PROFILE URL REDACTED] Professional Summary Senior Product Manager in freight-tech with 8 years of experience spanning customs house agency operations, freight forwarding, and SaaS product management. Grew up in a CHA family business — spent 3 years there before completing an MBA and moving into product. Build software for freight operations teams because I know from the inside what they need and what they will actually use. Work Experience Senior Product Manager – Integrations & Compliance Shipthis Technologies (Freight SaaS, 120 employees), Bengaluru · Mar 2021 – Present — Leads the integrations and compliance product area — carrier connections, customs authority APIs, and ERP bridges — Owns the team of 2 junior PMs; accountable for the integration roadmap and all customer-impacting technical compliance decisions — Designed the DGFT ICEGATE integration after understanding the filing process firsthand from the CHA side — reduced customs filing time for clients from 45 minutes to 6 minutes per shipment — Led the CargoWise API integration project — 18 months, coordinated across 3 engineering squads and 8 enterprise customers; became the platform's highest-revenue feature at launch — Killed a shipper portal feature 3 months into development after realising the real value was on the freight forwarder side — absorbed significant sunk cost, made the call anyway — Built the team's discovery practice: quarterly "embed days" at 2 client offices where the PM team works alongside the operations team for a full day Product Manager Shipthis Technologies, Bengaluru · May 2019 – Feb 2021 — Owned the core freight booking and shipment tracking modules — Shipped the platform's first mobile app — designed with input from 25+ freight operations staff across 4 client companies — Grew the product from 12 to 40 enterprise clients during this period Operations Executive [CANDIDATE] CHA & Logistics, Delhi NCR · Jun 2016 – Apr 2018 — Handled customs clearance coordination, Bill of Lading preparation, and client communication for 100+ import and export shipments monthly — Managed the company's IEC filing and DGFT documentation for 8 exporter clients — Introduced a client shipment status WhatsApp update system that was later adopted as the company's standard client communication method Education MBA, Operations & Strategy · S.P. Jain Institute of Management & Research, Mumbai · 2018–2020 B.Com (Hons.) · Shri Ram College of Commerce, University of Delhi · 2013–2016 · First Division Skills & Certifications Product strategy & roadmap · Customs & compliance · Freight SaaS architecture · JIRA · Figma · SQL · CargoWise · ICEGATE · Miro · REST API design FIATA FFF & FFL Modules (2017) · Pragmatic Product Management (2020)
Interview brief
The candidate demonstrates exceptional execution in translating operational domain insights into measurable business results, evidenced by drastic customs filing cycle time reductions and high-revenue integrations. They also exhibit solid ability in creating enduring systems such as recurring discovery embed days and standardized communication workflows. However, the candidate shows no verified evidence of managing multi-party conflict or escalations under pressure, and their highest-weighted area of Independent Decision Ownership needs validation beyond a single feature cancellation.
Designing the DGFT ICEGATE integration from firsthand customs operational understanding, reducing client filing time from 45 minutes to 6 minutes per shipment.
Independent Decision Ownership (weight 30%). While the candidate demonstrated conviction by killing an in-flight shipper portal, the CV lacks evidence of how they evaluate ambiguous trade-offs, resolve high-stakes technical compliance disputes, and establish decision governance under uncertainty.
How the candidate navigates high-stakes multi-party disputes, customer escalations, and crisis management when cross-functional priorities conflict under pressure.
- Multi-Party Resolution Under Pressure: Risk of friction or deadlock when navigating competing demands from enterprise clients and multiple engineering squads during critical operational delivery.
- Independent Decision Ownership: Risk that strategic decisions in unfamiliar functional domains default to subjective intuition due to unproven independent trade-off frameworks.
- When you decided to kill the shipper portal feature three months into development, what exact data or operational indicators contradicted your initial hypothesis, and how did you manage the sunk-cost pushback from stakeholders?Tests Evidence-Led Prioritisation and Reversal and Independent Decision Ownership by probing the rigor and evidence backing a claimed decision reversal.
- During the 18-month CargoWise integration spanning 3 squads and 8 enterprise clients, describe a specific instance where conflicting requirements or delivery delays caused severe customer friction. How did you resolve it under pressure?Directly probes Multi-Party Resolution Under Pressure, an area completely unevidenced in the CV, using their largest delivery initiative.
- As the person accountable for customer-impacting technical compliance decisions, walk me through a time when a critical compliance change conflicted with an enterprise customer commitment. How did you evaluate the trade-offs and decide what to sacrifice?Tests Independent Decision Ownership under regulatory constraints and stakeholder uncertainty.
- Walk through an operational insight uncovered during your team's quarterly 'embed days' that challenged an existing product direction. How did you ensure the insight was translated into a roadmap pivot by other PMs?Validates Creates Systems Others Run by evaluating whether the discovery framework consistently drives independent product changes across the PM team.
- Describe a production failure or critical API outage involving customs authority integrations. How did you coordinate real-time communication, lead containment, and run the post-mortem across engineering and enterprise clients?Tests Multi-Party Resolution Under Pressure during high-stakes operational crises.
Email draft
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Audit trail (4)
- 9/29/2026, 11:39:48 AMsystemassessment generated{"model":"gemini:gemini-flash-latest"}
- 9/29/2026, 11:37:14 AMsystemauto finalist{"role":"SPM","score":65}
- 9/29/2026, 11:02:39 AMsystemanalysis completed{"PM_score":68,"SPM_score":65}
- 9/29/2026, 11:01:29 AMsystemcv ingested{"file":"spm_18_aryan_verma.pdf","role":"SPM","redactions":{"name":2,"email":1,"phone":1,"profile_url":1},"name_detected":true}