PeerfectCV

Founder | Product & Execution

Summary

Peer-to-peer resume feedback: Fast, structured, actionable.

Context

Founder & Product Lead MVP · 6 Weeks

Research Problem framing Build Deploy Retention

The Problem

Jobseekers spend days refining resumes. The feedback loop fails them four ways.

Days late, or never

Generic, not actionable

Follow-ups feel awkward

Experts: Costly, unscalable

PeerfectCV · user research

What I Built

MVP shipped in under 6 weeks.

Email authentication & verification
Structured submission flow
Reciprocal peer-matching engine

Product Approach

Peers, not anonymous Structure over volume Reciprocity drives retention

Metrics & Outcomes

50+

Jobseekers onboarded

PeerfectCV · closed beta

Onboarding completion 88%

PeerfectCV · 50+ beta users

+40%

Actionable feedback scores

PeerfectCV · one guided-forms change

Skills: Problem Framing MVP Prioritization UX Optimization Product Analytics Rapid Execution

Problem Context

The gap in the market

The gap was never effort. It was the missing structured, reciprocal system.

Post on Reddit or LinkedIn, hope someone answers

→Guaranteed structured review from a matched peer

PeerfectCV · user research

Core Principles

Reciprocity is fairness Constraint drives completion One problem, solved well Speed over overengineering

Product Architecture

Trust & Verification

Spam-free, without signup friction.

Email auth Lightweight verification

Structured Input

Standardized requests, digestible feedback.

Guided flow Length constraints

Reciprocity Engine

Give feedback to get feedback.

Automated matching Active reviewers first

Key Decisions

Optimized for speed, reliability, iteration.

Quality

Open text boxes, vague feedback

→Guided forms

+40% actionable scores

Strategy

Adjacent features: Interview prep

→One problem, solved well

Scoped MVP

Engagement

Paywall

→Give to get

No payment barrier

Stack

Custom scalable backend

→Lightweight low-code tools

MVP in 6 weeks

Product Demo

Visit PeerfectCV

Key Takeaway

Ship a simple system that actually gets used.

Constraints beat feature depth for participation.