I launched AdLoft at $19/month and left it there for eight straight months while MRR crawled past $2,100.

The first three mistakes that kept revenue flat

  1. I anchored to competitor hobby prices. Every other AI tool sat at $19–$29, so I copied them without testing what my specific users would pay for ad creatives.
  2. I treated pricing as a set-and-forget setting. I updated the landing page copy six times but never touched the pricing table again after week one.
  3. I optimized for sign-ups instead of lifetime value. Cheap plans brought in 140 trials a month, yet only 11% converted and most canceled before month three.

The experiments that finally moved the needle

Month nine I ran three parallel pricing tests with existing users and new traffic. One cohort saw a $49 plan, another $79, and the last a usage-based tier. The $79 option won: average revenue per user jumped 3.4× and churn dropped to 4% monthly. During the same period I also shipped a background remover for ecommerce that let users generate clean product shots instantly; the feature justified the higher price for many store owners.

  1. Usage data beat gut feel every time. Once I pulled actual render counts from the dashboard, it became obvious customers who created 30+ ads per month would happily pay triple.
  2. I stopped selling seats and started selling outcomes. The new messaging framed AdLoft as “one profitable ad creative per day” rather than “AI image generator access.”
  3. Annual prepay unlocked the final 28% lift. Offering 20% off for yearly billing pushed 41% of customers onto annual plans within six weeks.

What I track now instead of vanity metrics

Every quarter I rerun the same three-cohort test on fresh leads. I watch two numbers: willingness-to-pay median from interviews and realized LTV from the last pricing cohort. When the gap between them shrinks below 15%, I know the price is close to right.


I’m Didar, the founder of AdLoft — an AI ad creative platform turning product photos into professional ads. I write here about the stuff I’m building and what’s working.