Conversion, compounded.
Turned Mint Mobile’s purchase funnel into a disciplined operating system: diagnose the leak, test one intervention, protect the customer and business, then scale the winner.
- Role
- Senior Product Manager
- Period
- Jul 2020—Present
- Team
- Ecommerce product portfolio
- Customer
- Wireless shoppers
- Surface
- Homepage → checkout
- +54.7%Homepage CVR · measured tenure
- +77%Plans-page CVR · measured tenure
- +10% AOVControlled upsell · CVR flat
02 / Operating system
Conversion operating loop
- 01Observe
Instrument homepage and plans-page drop-off.
- 02Test
Run one controlled hypothesis at a time.
- 03Guardrail
Protect conversion, order value, and quality.
- 04Scale
Ship the winner and compound the learning.
03 / Problem
The constraint behind the outcome.
The purchase journey had multiple conversion surfaces, competing hypotheses, and no single operating loop connecting diagnosis to scale.
04 / Mandate
What I was accountable for.
Set the conversion strategy across acquisition and checkout, align the roadmap to measured customer friction, and create a repeatable way for the team to learn without trading away quality.
05 / Decisions
The product choices that shaped the system.
- 01
Treat the funnel as a product system, not a queue of page requests.
- 02
Instrument the decision before designing the intervention.
- 03
Require a conversion and quality guardrail before scaling a winner.
06 / What shipped
The product and operating system delivered.
- A shared funnel measurement spine across homepage, plans, and checkout.
- A sequenced experimentation backlog tied to explicit customer and business hypotheses.
- Upsell and merchandising interventions with conversion guardrails.
- A review cadence that moved validated learning into the next roadmap decision.
07 / Tradeoffs
The boundaries that made it operable.
- Incremental tests improve attribution but slow broad redesign.
- A shared measurement spine adds up-front instrumentation work.
08 / Learning
The principle I carried forward.
Growth compounds when instrumentation and guardrails are designed before the interface—not added after launch.
09 / Evidence
What the evidence can—and cannot—support.
Owner-reported portfolio outcomes. The tenure-level conversion changes are not attributed to one experiment or one contributor.
Portfolio-level relative changes over the measured tenure. The AOV result came from a controlled upsell with overall conversion held flat; confidential baselines and windows are retained off-site.
- Owner-reported outcomeHomepage CVR · measured tenure
Homepage conversion increased 54.7% over the measured tenure.
- Neel Jaiswal
- Owner-reported outcomePlans-page CVR · measured tenure
Plans-page conversion increased 77% over the measured tenure.
- Neel Jaiswal
- Owner-reported outcomeControlled upsell · CVR flat
An upsell increased average order value 10% while conversion remained flat.
- Neel Jaiswal