Consumer SaaS · AI · 0→1 Concept

Momentum —
Turning Post-Launch Silence into Retention

Getting a website online is a solved problem. Keeping small-business owners engaged after launch is not. Momentum is a concept for an AI growth companion that turns “I’m live, now what?” into one clear, two-minute move every week — designed to move a subscription business’s core metric: first-year renewal.

Role
Lead Product Designer (Concept)
Type
Research → Strategy → Prototype
Timeline
6-Week 0→1 Sprint · 2026
Tools
Figma · Amplitude · HotJar

People launch fast,
then fall off a cliff

For a first-time small-business owner, the moment right after “Publish” is where excitement quietly turns into overwhelm. There are fifty things they could do and no signal about which one matters. The predictable pattern: a burst of activity at launch, then weeks of silence.

For a subscription business this is not a soft problem — no visible results means no perceived value, and no perceived value shows up months later as a non-renewal. The steepest drop in the lifecycle sits between publishing and making a first improvement. That gap was my design opportunity.

Conviction
before pixels

I paired qualitative depth with quantitative breadth so the direction was defensible to both design and business stakeholders: 12 interviews with owners 2–16 weeks post-launch, Amplitudefunnels and cohorts mapping publish → improve → renew, HotJar session replays of the post-launch dashboard, and tagged cancellation reasons.

Four insights shaped everything that followed:

  • 01 Choice paralysis, not laziness — owners wanted a ranked next step, not a toolbox.
  • 02 Progress must be felt — traffic takes weeks, but motivation lasts days.
  • 03Trust the effort, not the jargon — “get found on Google” beats “meta descriptions.”
  • 04Small & scheduled beats big & someday — a 2-minute weekly nudge fit real capacity.
“I spent the whole weekend building the site, hit publish — and then just sat there. Nobody tells you what comes next.”Sofia R. · handmade jewellery · live 3 weeks
“I paid for a full year. Two months in with no visitors, I assumed it wasn’t working and let it lapse.”Aisha K. · yoga studio · churned before renewal

One next move. Every week.
Proof it worked.

Momentum lives inside the dashboard and reframes “growth” from an overwhelming toolbox into a calm, guided rhythm. Four principles carry the four research insights into the product:

  • Rank, don’t dump. AI scores every possible improvement by impact ÷ effort and surfaces only the top move.
  • Two minutes, done-for-you. Each move is pre-drafted; the owner reviews and approves — never a blank page.
  • Make progress felt now. A Momentum Score rises the moment a move ships — an honest early proxy while traffic builds.
  • Plain language, real outcomes. The jargon lives underneath, on demand.

Interactive
walkthrough

The prototype below is live, not a screenshot. Click a growth move to open the review-and-approve drawer, approve the AI-drafted change, and watch the Momentum Score, streak, and projected visitors respond — the core loop of suggest → do → see it land → measure.

Best experienced on desktop · Open the full interactive case study

How I’d
know it worked

Before projecting business impact, I pressure-tested the concept in 9 moderated usability sessions with target users on the clickable prototype:

  • 8 of 9 completed a growth move unprompted in the first session.
  • Time to first improvement dropped to under 3 minutes— from “I never got around to it.”
  • 7 of 9 said they’d open a weekly nudge; 0called one-per-week “spammy.”
“This is the first time a website tool made me feel like I knew what I was doing.”Usability participant · session 7

With usability de-risked, I defined the success metrics and guardrails up front so the team could learn fast and avoid vanity wins.

  • North star: weekly active improvers (owners who ship ≥1 move/week).
  • Leading: move completion, streak retention, Momentum Score growth.
  • Lagging: 30/90-day activation → first-year renewal.
  • Guardrail:“helpful vs. nagging” sentiment — kill nudges that annoy.

This is an independent concept; brand cues and any figures are illustrative and framed as hypotheses to demonstrate how I set and instrument goals — not claimed results. Not affiliated with or endorsed by any company referenced.

The hardest
trade-off

Fully auto-applying changes would spike completion but erode trust and learning. I chose review-and-approve— a little more friction for a lot more confidence. My biggest risk to de-risk first is notification fatigue, which is why the experience is deliberately restrained to a single move per week. Next, I’d add benchmarking (“sites like yours”) and a multi-site view to turn Momentum into a retention engine for agencies too.

What this project demonstrates

This concept shows how I move from research insight to product strategy — defining a north-star metric, designing for trust over automation, and validating the core loop in moderated usability sessions before claiming business impact.

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