Marketplace & Comparison Platform Consultant
Comparison platforms look like content problems and are actually data problems. The interface is the easy part; keeping upstream prices, rates and availability honest at scale is what decides whether anyone returns, and it is where most of these products quietly fail.
The work here covers a real-time cab fare engine aggregating across Uber, Ola and InDrive, a remittance comparison platform built for the Indian market, and scaling one of them from 1K to 100K monthly users on organic acquisition alone.
What this actually involves
- Aggregation is an operations problem, not a UI problem
- Real-time fare comparison across three ride-hailing platforms reached 80K monthly active users and 38% D30 retention, with surge prediction at 88% accuracy. The hard part was never the comparison table.
- Make the comparison finish, not just load
- A remittance comparison platform for India reached 180K monthly active users and 3.8x application completion across five languages. Users comparing money transfers abandon at the handoff, so that is the step to instrument first.
- Own the query before the competitor does
- Mapping what competitors ranked for, and where their coverage was shallow enough to beat, produced 10x traffic growth, 100+ top-10 keywords and 3x comparison clicks on MoneyRateFinder.
- Grow on pages that compound, not spend
- Scaling the same product from 1K to 100K monthly users meant 92x traffic growth across 4,700 indexed pages and 1,850 top-10 keywords — an acquisition channel whose marginal cost approaches zero.
The work behind this
Every claim above comes from one of these. They include what did not work, not only what did.
80K Monthly Active Users
Building a Real-Time Cab Fare Comparison Engine (Uber vs Ola vs InDrive)
Aggregating real-time fares across ride-hailing platforms at scale.
180K Monthly Active Users
Designing a Comparison Platform Like Monito for the Indian Market
Building a fintech comparison platform tailored for India's remittance landscape.
10× Traffic Growth
How We Reverse-Engineered Competitors to Win SEO Rankings (MoneyRateFinder)
Creating defensible, compounding SEO advantage in a competitive fintech niche.
92× Traffic Growth
From 1K to 100K Monthly Users: Scaling MoneyRateFinder with SEO + Product Loops
Scaling traffic and retention using compounding growth loops and organic SEO.
1,400 Programmatic Pages
Programmatic SEO for Calculators: Driving 10X Organic Traffic
Scaling organic traffic using calculator-based programmatic page templates.
How to work with me
Engagements start narrow and widen only if the work warrants it. Most begin with a diagnostic, because committing to a fix before agreeing what is broken wastes both of our time.
Product Growth Diagnostic
2 weeks · $2,500 / ₹2,40,000
A written diagnosis of the single biggest constraint on growth, with the evidence behind it and what to do first. Most teams are optimising the wrong step; this establishes which one matters.
Growth Funnel Audit
3 weeks · $4,500 / ₹4,30,000
Acquisition through activation, conversion and retention mapped end to end, with the drop-offs quantified and ranked by what recovering each one is worth.
Monetisation Audit
3 weeks · $4,500 / ₹4,30,000
Pricing, packaging, paywall placement and revenue leakage reviewed against how your users actually behave, with specific changes and expected impact.
90-Day Growth Sprint
90 days · $18,000 / ₹17,25,000
Hands-on implementation of the changes an audit identifies — instrumentation, experiments and shipped product work, accountable to an agreed metric.
Fractional Product Growth Lead
Ongoing, monthly · $7,500 / ₹7,20,000 per month
Ongoing product and growth leadership for founders without a senior product hire: roadmap ownership, prioritisation, and the calls that need someone who has made them before.
Going deeper
- Programmatic SEO: Scaling Organic Traffic Without Thin Pages
Generate ten thousand pages and get deindexed, or build pages that earn their place. The architecture behind 0 to 100K monthly sessions.
- Growth Loops Every Product Manager Should Know
Funnels leak. Loops compound. Here's a practical guide to the growth mechanics that actually scale.
Start with the problem, not the engagement
Tell me what you are building, the number you are trying to move, and what you have already tried. That is usually enough for me to say whether I can help before we spend a call finding out.