Dashboard / Candidate
Virat Patel
Applied for Product Manager · pm_04_virat_patel.pdf
Private: squad_4@pg27.mesaschool.co · +91 98792 66104
Applied-role score
55/100#9 of 34 PM applicants
PM score
55/100SPM score
40/100Current status
AnalysedBorderline (AI suggestion)
Your decision
1
Why they fit
- Problem -> Change -> Result 25%
The candidate provides a clear example of identifying a recurring EDI file issue causing delays across 3 clients and driving it to resolution. In addition, an identified client need during discovery was shipped and achieved high adoption, though detailed metric-driven impact on the operational fix is omitted.
- Evidence-Led Decisions 20%
The candidate demonstrates evidence-led decision-making by retiring two features specifically because they were underused, and prioritizing a client-requested feature that became the product's most adopted. A deeper breakdown of the specific usage metrics or post-mortem analysis is missing.
- Gets to the Source Before Designing the Fix 15%
The candidate shows strong firsthand discovery habits, embedding directly with client ops teams quarterly to observe software usage and building v1 modules from multi-client field research. This directly influenced product changes, including delivering the product's most-adopted feature from client observation.
2
Where they fall short
- Builds Repeatable Ways of Working −12 pts
The candidate established a beta feedback process consisting of structured weekly calls over 8 weeks following major releases. However, there is no evidence that other team members or teams adopted or reused this process independently, as the candidate operates without peers or a manager.
- Carries Ambiguous Problems Through to Closure −12 pts
The CV shows the candidate took ownership of an EDI file issue across multiple external parties (clients and shipping line ops) to resolution. However, the evidence does not demonstrate navigating broader cross-functional internal ambiguity or follow-up past the immediate fix.
| Criterion | Weight | Score | Weighted | AI reasoning | Evidence from CV |
|---|---|---|---|---|---|
| Problem -> Change -> Result | 25% | 3/5 | 15.0/25 | The candidate provides a clear example of identifying a recurring EDI file issue causing delays across 3 clients and driving it to resolution. In addition, an identified client need during discovery was shipped and achieved high adoption, though detailed metric-driven impact on the operational fix is omitted. |
|
| Evidence-Led Decisions | 20% | 3/5 | 12.0/20 | The candidate demonstrates evidence-led decision-making by retiring two features specifically because they were underused, and prioritizing a client-requested feature that became the product's most adopted. A deeper breakdown of the specific usage metrics or post-mortem analysis is missing. |
|
| Builds Repeatable Ways of Working | 20% | 2/5 | 8.0/20 | The candidate established a beta feedback process consisting of structured weekly calls over 8 weeks following major releases. However, there is no evidence that other team members or teams adopted or reused this process independently, as the candidate operates without peers or a manager. |
|
| Carries Ambiguous Problems Through to Closure | 20% | 2/5 | 8.0/20 | The CV shows the candidate took ownership of an EDI file issue across multiple external parties (clients and shipping line ops) to resolution. However, the evidence does not demonstrate navigating broader cross-functional internal ambiguity or follow-up past the immediate fix. |
|
| Gets to the Source Before Designing the Fix | 15% | 4/5 | 12.0/15 | The candidate shows strong firsthand discovery habits, embedding directly with client ops teams quarterly to observe software usage and building v1 modules from multi-client field research. This directly influenced product changes, including delivering the product's most-adopted feature from client observation. |
|
| Total | 100% | 55 | The candidate demonstrates exceptional strength in firsthand user discovery and evidence-based prioritization, supported by domain background in freight operations. Evidence is moderate regarding repeatable team processes and managing internal ambiguous problems across complex multi-stakeholder orgs, partly due to working as a solo PM. | ||
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.
4
Evidence
Verified CV quotes used (PM rubric)
- “Flagged a recurring issue with a shipping line's EDI file format that was causing delays across 3 clients — escalated, followed up, and resolved by coordinating directly with the shipping line's operations team” · Problem -> Change -> Result
- “Shipped 9 features in 3 years; retired 2 that were underused; one feature proposed by a client during discovery became the most-adopted feature in the product's history” · Problem -> Change -> Result
- “Shipped 9 features in 3 years; retired 2 that were underused; one feature proposed by a client during discovery became the most-adopted feature in the product's history” · Evidence-Led Decisions
- “Built the product's beta feedback process: structured weekly call with ops lead at 3 pilot clients for 8 weeks after each major release” · Builds Repeatable Ways of Working
- “Flagged a recurring issue with a shipping line's EDI file format that was causing delays across 3 clients — escalated, followed up, and resolved by coordinating directly with the shipping line's operations team” · Carries Ambiguous Problems Through to Closure
- “Owns the freight management and shipment lifecycle modules — built the first version of both from user research conducted at 6 freight forwarder clients across Gujarat and Maharashtra” · Gets to the Source Before Designing the Fix
- “Runs discovery as a continuous process: embedded with 1 client ops team for 1 week every quarter to watch the software being used, not just hear about it” · Gets to the Source Before Designing the Fix
- “one feature proposed by a client during discovery became the most-adopted feature in the product's history” · Gets to the Source Before Designing the Fix
Outcomes stated in the CV
- Shipped a client-proposed feature that became the most-adopted feature in the product's history
- Shipped 9 features and retired 2 underused features over 3 years
- Built the initial versions of freight management and shipment lifecycle modules based on user research across 6 forwarder clients
- Resolved an EDI file format issue causing delays across 3 clients by coordinating with the shipping line ops team
- Managed a 15-account portfolio solo for 4 months during a colleague's medical leave
Anonymised CV (exactly what the AI saw)
[CANDIDATE] Product Manager [PHONE REDACTED] · [EMAIL REDACTED] · Ahmedabad · [PROFILE URL REDACTED] Professional Summary Product Manager with 5 years of combined experience in freight forwarding operations and SaaS product management. Transitioned from a 2-year role at a freight forwarder directly into product at a logistics-tech startup. Understand what freight forwarding teams need from software because I was the person using inadequate software for 2 years. Work Experience Product Manager FreightBridge Technologies Pvt. Ltd. (FMS SaaS, 45 employees), Ahmedabad · Sep 2021 – Present — Owns the freight management and shipment lifecycle modules — built the first version of both from user research conducted at 6 freight forwarder clients across Gujarat and Maharashtra — Runs discovery as a continuous process: embedded with 1 client ops team for 1 week every quarter to watch the software being used, not just hear about it — Shipped 9 features in 3 years; retired 2 that were underused; one feature proposed by a client during discovery became the most-adopted feature in the product's history — No PM manager above — escalates directly to co-founder on strategic calls, owns tactical delivery independently — Built the product's beta feedback process: structured weekly call with ops lead at 3 pilot clients for 8 weeks after each major release Freight Operations Executive Transworld Group, Mundra Port Office · Jun 2019 – Aug 2021 — Managed LCL and FCL shipment coordination at Mundra Port — documentation, carrier booking, customs coordination, and client status updates — Dealt directly with CHA partners, terminal operators, shipping line offices, and customs officers daily — Handled a 4-month period covering a team member's medical leave — managed their entire portfolio of 15 accounts with no additional support — Flagged a recurring issue with a shipping line's EDI file format that was causing delays across 3 clients — escalated, followed up, and resolved by coordinating directly with the shipping line's operations team Education B.B.A., International Business · Nirma University, Ahmedabad · 2015–2019 · Distinction Skills & Certifications Product roadmapping · Freight management systems · Port operations · JIRA · Figma · Excel (advanced) · SQL · Notion FIATA Freight Forwarder Module Certificate (2020) · Product-Led Growth Certification – Product School (2023)
Redacted: name ×1, email ×1, phone ×1, profile url ×1
5
Interview brief
Briefs are written when you shortlist a candidate.
6
Email draft
An offer or rejection draft is prepared once you make a decision. Nothing is ever sent without your approval.
Audit trail (2)
- 9/29/2026, 11:02:08 AMsystemanalysis completed{"PM_score":55,"SPM_score":40}
- 9/29/2026, 11:01:25 AMsystemcv ingested{"file":"pm_04_virat_patel.pdf","role":"PM","redactions":{"name":1,"email":1,"phone":1,"profile_url":1},"name_detected":true}