Kavya Patel
Why they fit
No criterion reached a clear-evidence score (3/5 or higher) on the PM rubric.
Where they fall short
- Builds Repeatable Ways of Working −20 pts
There is no evidence in the CV of the candidate creating a template, tool, operating method, or documentation system that was adopted or reused by others.
- Evidence-Led Decisions −16 pts
The CV mentions conducting analyses and preparing memos, but there is no evidence of a decision being changed, stopped, or prioritized based on operational or customer data, nor what happened after such a decision.
- Carries Ambiguous Problems Through to Closure −16 pts
The CV lists multi-stakeholder coordination in event management and relief volunteering, but lacks evidence of driving a messy cross-functional workplace problem or failure through resolution and post-fix follow-up.
| Criterion | Weight | Score | Weighted | AI reasoning | Evidence from CV |
|---|---|---|---|---|---|
| Independent Decision Ownership | 30% | 1/5 | 6.0/30 | The CV provides indirect evidence of initiative through startup co-founding and leading GTM initiatives as an intern. However, there are no documented examples of consequential product decisions made under uncertainty, trade-offs evaluated, or their resulting impacts. |
|
| Problem -> Change -> Business/Operational Result | 20% | 2/5 | 8.0/20 | The candidate demonstrates partial evidence by addressing bottlenecks and structuring client tax plans. However, product interventions lack quantified operational outcomes (e.g., latency metrics or retention), offering only qualitative improvements or top-of-funnel launch metrics. |
|
| Evidence-Led Prioritisation and Reversal | 20% | 0/5 | 0.0/20 | Evidence is not present. The CV contains no examples of using evidence to prioritise work, define trade-offs, or materially alter/reverse a strategic or product direction. | Evidence not present in the CV. |
| Creates Systems Others Run | 15% | 0/5 | 0.0/15 | Evidence is not present. The candidate has not demonstrated creating repeatable frameworks, documentation standards, or operational systems that were subsequently adopted and run by others. | Evidence not present in the CV. |
| Multi-Party Resolution Under Pressure | 15% | 1/5 | 3.0/15 | The CV shows participation-level evidence in a high-pressure crisis scenario during volunteer relief work. However, there is no evidence of professional escalation management, incident post-mortems, or resolving complex multi-stakeholder business issues. |
|
| Total | 100% | 17 | The candidate demonstrates strong early initiative across student leadership, internships, and early startup ventures. However, the CV does not meet the Senior Product Manager rubric requirements, showing an absence of evidence in consequential decision ownership, data-led reversals, scalable systems creation, and professional multi-stakeholder resolution under pressure. | ||
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
- “Analyzed API request-response bottlenecks and proposed architecture tweaks for smoother AI feature performance” · Problem -> Change -> Result
- “Analyzed API request-response bottlenecks and proposed architecture tweaks for smoother AI feature performance” · Evidence-Led Decisions
- “Prepared investment memos summarizing business models, market opportunities, and risk for partner review” · Evidence-Led Decisions
- “Heading a 40+ member team, including World Debate Champions as chief judges to execute 2 tournaments” · Carries Ambiguous Problems Through to Closure
- “Volunteered at Air India crash site in Ahmedabad, near my residence, helping police and army in managing crowds and coordinating relief efforts during the emergency response operation” · Carries Ambiguous Problems Through to Closure
- Won Product Hunt Product Of The Day #1st award with 1082 upvotes at Trupeer.ai
- Secured INR 0.7M in non-dilutive grants from IDEAS and Sandbox programs for MediScribe.in
- Qualified for final audition of Shark Tank India Season 5 with MediScribe.in
- Deployed OCR solution for beta testing at Tata Memorial Hospital
- Secured All India Rank 1948 in KVPY examination and top 1% in JEE Advanced Examination
- Published research in International Journal of Mathematics Research and International Young Researchers' Conference
Anonymised CV (exactly what the AI saw)
Scholastic Achievements and Research Publications • Secured All India Rank 1948 in KVPY examination and in top 1% in JEE Advanced Examination [’23] • International Journal of Mathematics Research. A New Way to Prove Pythagorean Theorem [’20] • International Young Researchers’ Conference. Length of Portion of Euler Line Inside a Triangle [’20] Professional Work Experience Ernst & Young | Summer Intern [May ’25 - July ’25] Awarded Letter of Recommendation from EY manager for exemplary performance and work ethic • Structured 3 tax optimization plans enabling 5 OIDAR entities to secure indirect tax relief under GST regime • Conducted financial analysis and competitive benchmarking by analyzing annual reports of 5+ global firms • Authored reports on intermediary tax structures across UK, Japan, Singapore, USA, and Italy for advisory use Credora Capital | Sponsor Company - Greenflow Ventures | Investor Relations [Dec ’25 - Present] Cat-I Alternative Investment Fund focused on anchor investing in Mainboard IPOs and pre-IPO opportunities • Supported investor relations by communicating the fund’s anchor-investing thesis and primary-market strategy • Coordinated LP outreach with HNIs and institutional investors, contributing to capital-raise pipeline tracking LvlUp Ventures | Venture Scout [Oct ’25 - Nov ’25] Los Angelesbased industry-agnostic VC firm supporting 500+ startups per year • Developed targeted sourcing strategies by leveraging a personal LinkedIn network of 5,000+ founders and investors • Identified strong early-stage opportunities by attending major startup summits and collaborating with incubators • Prepared investment memos summarizing business models, market opportunities, and risk for partner review Trupeer.ai | Product Intern [Aug ’24 - Sept ’24] AI-powered SaaS platform in the content creation space, serving 10,000+ businesses across diverse industries • Won the prestigious Product Hunt Product Of The Day #1st award with 1082 upvotes on being launched • Analyzed API request-response bottlenecks and proposed architecture tweaks for smoother AI feature performance • Led GTM execution and global growth initiatives, like influencer partnerships to expand Trupeer’s user base Entrepreneurial Experience MediScribe.in | Co-founder | Shark Tank India Season 5 final audition round [Feb ’25 - Present] AI-OCR solution converting handwritten prescriptions to structured digital records with 98%+ precision • Secured INR 0.7M in non-dilutive grants from the IDEAS and Sandbox programs to support pilot testing • Qualified for final audition of Shark Tank India Season 5, demonstrating strong product innovation potential • Became National Finalist Startup at VBYLD, New Delhi and pitched directly to 3 Union Ministers of India • Deployed OCR solution, integrated with existing HMIS system, for beta testing at Tata Memorial Hospital Positions Of Responsibility Tournament Director | IIT Bombay Debate 2025 [May ’25 - Present] Largest University Debate Tournament in Asia with a budget of INR 1.6M with 800+ participants globally • Heading a 40+ member team, including World Debate Champions as chief judges to execute 2 tournaments • Negotiating a sponsorship deal worth INR 0.6M+ onboarding renowned Financial institutions and Brokerage firms FinSearch Mentor | Finance Club | Venture Capital Exit Strategies [June ’25 - Aug ’25] Finance-focused research program with 250+ participants across multiple teams and research tracks • Provided strategic mentorship to 20+ participants on evaluating Return on Investment of various VC firm exit strategies, including IPOs, acquisitions, secondary sales, mergers and management buyouts, as part of the FinSearch Extracurricular Activities Debating • Chair Judge in the final in-round at the IIM Ahmedabad Parliamentary Debate competition • Open Semi-Finals Panellist and breaking judge at DSN Parliamentary Debate competition • Represented IIT Bombay in prestigious national level parliamentary debate tournaments like 8th GLC Debate, IIMA PD’24, SLS PD’24, Sofia Asian Parliamentary Debate Competition ’24 Social • Volunteered at Air India crash site in Ahmedabad, near my residence, helping police and army in managing crowds and coordinating relief efforts during the emergency response operation Special Mention • Selected to visit the National Stock Exchange Mumbai HQ and meet its Managing Director • Invited as a Motivational Speaker on the Josh Talks platform, with an audience of 150k+ B.Tech, Civil Engineering [2023-2027] Indian Institute of Technology Bombay CPI: 7.76/10 [CANDIDATE] PatelKAVYA [CANDIDATE] [EMAIL REDACTED] +91 94473 6102794473 61027 [CANDIDATE]-[CANDIDATE]-pmlinkedin.com/in/[CANDIDATE]-[CANDIDATE]-pm
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Audit trail (3)
- 9/29/2026, 11:35:16 AMsystemanalysis completed{"PM_score":18,"SPM_score":17}
- 9/29/2026, 11:35:15 AMsystemrole assigned best fit{"role":"PM","PM_score":18,"SPM_score":17}
- 9/29/2026, 11:29:27 AMsystemcv ingested{"file":"06_kavya_patel.pdf","role":"AUTO","redactions":{"name":6,"email":1},"name_detected":true}