Harsh Reddy

Applied: PMRank #15 of 45 PM applicantssquad_5@pg27.mesaschool.cono phone found22_harsh_reddy.pdf

Review

SPM

Below the line

Brief · PM

The candidate is a product management intern with experience across logistics, AI tooling, and founder's office roles spanning from 2024 to the present. They ranked at number 15 driven by their exposure to logistics systems and building tools from observed pain, specifically collaborating with engineering and operations to improve tracking systems at Lets Transport and launching InsightLoop to cut peer SQL dependency by 70%. However, their biggest gap is the lack of direct, hands-on logistics operations execution beyond internship collaboration and an absence of documented post-mortems or candour regarding what went wrong with their failed venture, Moonturtleio.

Probe in interview

Can you describe a specific operational scenario at Lets Transport where you worked directly alongside ground logistics operators to resolve a tracking bottleneck, detailing the exact operational steps you engaged in?
Regarding your venture Moonturtleio, can you walk through a detailed post-mortem of a specific strategic decision or feature bet that failed, including what went wrong and how you decided to shut it down?
Can you give a specific example of how external peers adopted InsightLoop, including verified usage patterns and how you iterated the product based on their observed workflow friction?

PM rubric (applied role)57.0 / 100Review

Criterion	Score	Weight	Points	Evidence	Rationale
PM-1 Hands-on logistics operations experience	3/5	30%	18	Collaborated with engineering and ops to improve tracking systems and speed up data processing by 50%.	Collaborated with ops teams and logistics tracking systems as an intern, but did not perform hands-on logistics operations.
PM-2 Builds from observed pain; peers adopt it	3/5	20%	12	Built InsightLoop to democratize data analysis for junior PMs and product analysts—launched an AI-powered platform that answers plain-language data queries, reducing SQL dependency by 70%.	Built side projects addressing observed pain points for peers, though clear named adoption by others is thin.
PM-3 Sole ownership with no layer in between	3/5	20%	12	Drafted PRDs and automation strategies with the Senior PM to support data-driven decisions.	Contributed to and owned specific features as an intern working directly under a Senior PM.
PM-4 Discovery directly with operators	3/5	15%	9	Owned product strategy by conducting user research, drafting PRDs, and accelerating feature rollout by 30%.	Conducted user research for a conversational AI tool, but shows no direct discovery with frontline logistics operators.
PM-5 Candour: kills, post-mortems, owning what went wrong	2/5	15%	6	Moonturtleio – Failed Founder (No code Platform) Mar 2024 – Dec 2024	Acknowledges being a failed founder but gives no post-mortem, context on the failure, or lessons learned.

SPM rubric (other role)30.0 / 100Below the line

Criterion	Score	Weight	Points	Evidence	Rationale
SPM-1 Hands-on logistics operations experience	3/5	25%	15	Collaborated with engineering and ops to improve tracking systems and speed up data processing by 50%.	Collaborated with operations teams during a logistics internship but did not hold a hands-on operations role.
SPM-2 Senior-most owner, no one above them in the function	1/5	25%	5	Drafted PRDs and automation strategies with the Senior PM to support data-driven decisions.	Candidate has only intern-level experience working under senior managers, acting solely as a team member.
SPM-3 Turns fixes into standing practice	1/5	20%	4	none	No evidence of establishing standing organizational practices or systems that persist without their presence.
SPM-4 Judgement under pressure, stated plainly	1/5	15%	3	none	Presents a success-only narrative with no plain explanations of hard trade-offs, pressure, or reasoned failures.
SPM-5 Grows people who then get promoted	1/5	15%	3	none	No evidence of mentoring, running 1:1s, or developing people who earned promotions.

Email

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Redacted CV (exactly what the model saw)

| | [REDACTED] | : Portfolio
EDUCATION
Visvesvaraya Technological University Kalaburagi
Bachelor of Engineering in Electronics and Computer Science 2022 – 2026
PROFESSIONAL EXPERIENCE
Troopod – Remote (Bengaluru) July 2025 – Present
Product and Growth Intern (Product)
 Defined product strategy for website revamp and SEO/GEO, launched first blogs ranked on Google/LLM’s, boosting traffic 4.2X
 Defined product roadmap and feature priorities using the RICE framework, aligned with ICP goals and market research..
 Developed AI evals and guardrails, leading idea validation, PRD creation, and end-to-end product lifecycle management.
 Built and scaled first newsletter, achieving 3.8X subscriber growth via SEO and automation..
Supertext.ai – Remote (Bengaluru) Dec 2024 – May 2025
Product Manager Intern ( Founder’s Office )
 Built AI WhatsApp chatbot using NLP and APIs, boosting retention by 40% and engagement by 35%
 Owned product strategy by conducting user research, drafting PRDs, and accelerating feature rollout by 30%.
 Collaborated cross-functionally across time zones, streamlining workflows and reducing go-to-market time by 3 weeks.
 Presented product roadmap to stakeholders, boosting adoption by 20% and enhancing operational efficiency by 25%.
Lets Transport – Remote (Bengaluru) Nov 2024 – Jan 2025
Product Manager Intern
 Built AI-based data scraping tool, improving data accuracy by 45% and cutting manual effort by 60%
 Analyzed logistics data to enhance fleet operations, boosting route efficiency by 30%
 Drafted PRDs and automation strategies with the Senior PM to support data-driven decisions.
 Collaborated with engineering and ops to improve tracking systems and speed up data processing by 50%.
Bleedingedge Technologies – Remote (Mumbai) Aug 2024 – Oct 2024
Founder’s Office Intern
● Led product execution and project delivery across cross-functional teams, achieving 100% sprint and roadmap success.
● Increased lead conversion by 45% and revenue by 30% using Apollo, Instantly, and AI-driven outbound automation.
● Built AI workflows to automate founder ops, reducing manual workload by 60% and boosting efficiency by 50%.
PROJECT EXPERIENCE
Micro PM Product Management Made Simple - Live Project
● Built MicroPM, a no-code toolkit that empowers student founders and aspiring PMs to manage product workflows with zero
prior experience.
● Shipped PRD builders, roadmap boards, user personas, and automated check-ins using Zapier and embedded forms.
InsightLoop AI-Powered Analytics for Product Teams -Live Project
● Built InsightLoop to democratize data analysis for junior PMs and product analysts—launched an AI-powered platform that
answers plain-language data queries, reducing SQL dependency by 70%.
● Shipped core features including AI Query Assistant, Funnel Analyzer, A/B Test Analyzer, and SQL Tutor—enabling faster
product decisions through cohort insights, retention breakdowns, and auto-generated feedback summaries.
SKILLS
Product Management: AI Evals , AI Guardrails, AI Prototyping, Roadmapping, Wireframing, Product Strategy, UI/UX, Analytics,
Market Research, Prototyping, Lifecycle Management, Competitive Analysis
Software Development: Java, Python, C/C++, Verilog, HTML/CSS, API Integration, React.js, Node.js
Tools: Jira, GitHub, Trello, Figma, Google Analytics, Miro, Roadmunk, Mixpanel, Confluence, Amplitude, Firebase, Notion,
Asana,,Google Analytics.
EXTRACURRICULARS
Moonturtleio – Failed Founder (No code Platform) Mar 2024 – Dec 2024
Buildspace N/W – Season 5 Graduate (Built Moonturtleio) Jun 2024 – Aug 2024
Learn as You Go – Subject Matter Expert (Solved Doubts for JEE/NEET Students) Oct 2022 – Nov 2023
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