Dashboard / Candidate
Aditi Sharma
Applied for Product Manager · pm_07_aditi_sharma.pdf
Private: squad_1@pg27.mesaschool.co · +91 90156 83402
Applied-role score
51/100#11 of 34 PM applicants
PM score
51/100SPM score
42/100Current status
AnalysedBelow shortlist (AI suggestion)
Your decision
1
Why they fit
- Problem -> Change -> Result 25%
The candidate provides multiple clear, quantified examples linking their direct product actions to measurable outcomes. They redesigned listing flows to reduce onboarding time from 4 days to 11 hours and shipped bulk catalogue upload to reduce support tickets by 40%.
2
Where they fall short
- Builds Repeatable Ways of Working −16 pts
The candidate built an order fulfilment process and completed an ops handover during an acquisition, but there is no explicit evidence of creating reusable tools, templates, or operating methods that other team members subsequently adopted.
- Evidence-Led Decisions −12 pts
The CV mentions iterating a feature three times based on seller feedback and co-owning delivery priority decisions. However, it lacks a concrete narrative showing a specific decision that was changed, stopped, or prioritised due to evidence.
- Carries Ambiguous Problems Through to Closure −12 pts
The candidate handled cross-functional supplier issues, quality disputes, and an acquisition handover, showing broad operational responsibility. However, the CV does not walk through a specific ambiguous escalation or messy failure from identification to closure with follow-up.
| Criterion | Weight | Score | Weighted | AI reasoning | Evidence from CV |
|---|---|---|---|---|---|
| Independent Decision Ownership | 30% | 1/5 | 6.0/30 | The candidate operates under a PM Lead and explicitly notes that they co-own delivery priority decisions rather than owning them independently. There is no evidence of high-stakes trade-offs or consequential decisions made without senior oversight. |
|
| Problem -> Change -> Business/Operational Result | 20% | 4/5 | 16.0/20 | The CV shows strong, clear examples linking candidate-led product changes directly to quantifiable results, such as cutting listing cycle time and reducing support ticket volume. The evidence demonstrates clear personal ownership of problem solving and execution. |
|
| Evidence-Led Prioritisation and Reversal | 20% | 2/5 | 8.0/20 | The candidate actively gathers evidence through seller calls and iterates features based on feedback. However, there is no evidence of using data to materially reverse a prior decision, kill an initiative, or pivot strategic direction. |
|
| Creates Systems Others Run | 15% | 2/5 | 6.0/15 | The candidate set up fulfillment processes and handed them over post-acquisition, showing partial elements of process creation. However, the CV lacks evidence of building repeatable product frameworks, standards, or operating rhythms that other teams adopted and continue to run. |
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| Multi-Party Resolution Under Pressure | 15% | 2/5 | 6.0/15 | The candidate has experience resolving vendor-level disputes and reformulations under pressure during their operational founder role. However, the CV lacks a detailed account of driving a complex, multi-stakeholder incident or escalation through to structured post-mortem closure. |
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| Total | 100% | 42 | The candidate demonstrates strong execution ability with clearly quantified results in streamlining operational and seller workflows. However, the profile falls short of Senior Product Manager expectations on independent decision ownership, evidence-based strategic reversals, and designing organizational systems that others run. | ||
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)
- “Led redesign of the seller product listing flow; reduced time-to-first-product-live from 4 days to 11 hours through streamlined validation rules and guided entry flows” · Problem -> Change -> Result
- “Shipped a bulk catalogue upload feature that reduced support tickets from sellers by 40% in 60 days; iterated 3 times in the first month based on seller feedback before stabilising” · Problem -> Change -> Result
- “iterated 3 times in the first month based on seller feedback before stabilising” · Evidence-Led Decisions
- “co-owns delivery priority decisions” · Evidence-Led Decisions
- “Built order fulfilment process from scratch — handled 120–180 orders monthly at peak through a combination of in-house packing and third-party logistics partnerships” · Builds Repeatable Ways of Working
- “stayed through the transition for 3 months to complete supplier and ops handover” · Builds Repeatable Ways of Working
- “Managed relationships with 6 contract manufacturers and 4 packaging vendors — handled quality disputes, lead time negotiations, and last-minute reformulations” · Carries Ambiguous Problems Through to Closure
- “stayed through the transition for 3 months to complete supplier and ops handover” · Carries Ambiguous Problems Through to Closure
- “Conducts quarterly seller listening sessions — 15 calls per quarter with sellers of different sizes and categories to understand evolving pain points” · Gets to the Source Before Designing the Fix
- “iterated 3 times in the first month based on seller feedback before stabilising” · Gets to the Source Before Designing the Fix
Outcomes stated in the CV
- Reduced time-to-first-product-live from 4 days to 11 hours through redesigned listing flow
- Reduced seller support tickets by 40% in 60 days following bulk catalogue upload release
- FreshCircle Foods acquired by a larger D2C aggregator in February 2021
Anonymised CV (exactly what the AI saw)
[CANDIDATE] Product Manager [PHONE REDACTED] · [EMAIL REDACTED] · Delhi NCR · [PROFILE URL REDACTED] PROFESSIONAL SUMMARY Product Manager with 3 years in product, preceded by 2 years running operations for a D2C food brand I co-founded. Owned manufacturing coordination, supplier relationships, and order fulfilment end to end — not from a desk. The brand was acquired in 2021. Looking to bring operational instincts into a more complex supply chain environment. WORK EXPERIENCE Associate Product Manager → Product Manager Meesho (Marketplace & Seller Products, 1000+ employees), Bengaluru · Mar 2022 – Present — PM for the seller onboarding and catalogue management product area — 800,000+ active sellers on the platform — Led redesign of the seller product listing flow; reduced time-to-first-product-live from 4 days to 11 hours through streamlined validation rules and guided entry flows — Shipped a bulk catalogue upload feature that reduced support tickets from sellers by 40% in 60 days; iterated 3 times in the first month based on seller feedback before stabilising — Reports to PM Lead; owns feature discovery and spec, co-owns delivery priority decisions — Conducts quarterly seller listening sessions — 15 calls per quarter with sellers of different sizes and categories to understand evolving pain points Co-Founder & Operations Lead FreshCircle Foods (D2C Health Foods), Delhi NCR · Jan 2019 – Feb 2021 — Co-founded a D2C health food brand; owned manufacturing coordination, procurement, packaging, and fulfilment across 3 product lines — Managed relationships with 6 contract manufacturers and 4 packaging vendors — handled quality disputes, lead time negotiations, and last-minute reformulations — Built order fulfilment process from scratch — handled 120–180 orders monthly at peak through a combination of in-house packing and third-party logistics partnerships — Brand acquired by a larger D2C aggregator in February 2021; stayed through the transition for 3 months to complete supplier and ops handover EDUCATION B.A., Economics (Hons.) · Lady Shri Ram College, University of Delhi · 2015–2018 · First Division SKILLS & CERTIFICATIONS Product management · D2C operations · Supplier management · JIRA · Figma · SQL · Google Analytics · Looker · Shopify Growth Marketing Certification – Reforge (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, 11:02:25 AMsystemanalysis completed{"PM_score":51,"SPM_score":42}
- 9/29/2026, 11:01:26 AMsystemcv ingested{"file":"pm_07_aditi_sharma.pdf","role":"PM","redactions":{"name":1,"email":1,"phone":1,"profile_url":1},"name_detected":true}