I killed my 3-tier pricing and went all-in on $99/month
Six months ago I launched ACIS, an ML-powered stock picking service. I started with the classic SaaS pricing: Starter ($29), Professional ($79), Enterprise ($199).
What happened:
Support burden was real. Starter users asked the most questions but generated the least revenue. I was spending 70% of support time on 20% of revenue.
Feature gating was artificial. I had 8 ML strategies, gated by tier. But the infrastructure cost was the same whether someone used 2 strategies or 8. The tiers existed for pricing psychology, not technical reasons.
Upgrade friction killed expansion. Users would hit a wall, consider upgrading, then just... not. The decision paralysis was real.
The pivot:
I removed all tiers. One price: $99/month. All 8 strategies. All features.
But here's the controversial part: I also removed the payment wall entirely from signup. You can create an account, upload your portfolio, get AI analysis, and see the recommendations without entering a credit card.
Why this works for my business:
The product sells itself. When someone sees their portfolio scored with AI swap suggestions, they get it immediately. No demo needed.
Support tickets dropped 60%. Serious users self-select.
The math is simple. I need ~50 paying users at $99 to cover infrastructure + my time. Everything after that is margin.
Current status:
8 ML strategies running daily
~1,700 stocks in universe
61 trading days of tracked performance
Best strategy: +9% alpha vs S&P 500
Live results: https://acis-trading.com/investor-reports
The interesting thing about fintech is that transparency is a competitive advantage. Most advisors hide their performance. I publish mine daily.
Would love to hear from others who've simplified their pricing. Did it work?
This is such a real example of pricing looking logical on paper but breaking in practice.
Spending most of your time supporting the lowest-paying users is usually a sign something’s off structurally.And feature gating when cost doesn’t actually change per user almost always creates friction without adding real leverage.
The single price + product-first access makes sense. You’re letting value drive conversion instead of forcing a tier decision upfront.
Would be super interesting to see what this did to churn and revenue mix.
Simplified pricing is underrated. I went through a similar exercise with a finance tool I'm building — started with free/pro/enterprise tiers and quickly realized the free tier attracted people who just wanted to kick tires but never converted, while the enterprise tier sat empty because my audience (freelancers and small business owners doing their own bookkeeping) doesn't think in "enterprise" terms.
Your point about support burden mapping to lowest-revenue users is spot on. In my experience with small business finance tools, the users who pay the least tend to need the most hand-holding because they're least familiar with the problem space.
Curious about the no-paywall signup approach — are you seeing good conversion from free-to-paid, or is it more of a long tail where people try it for weeks before converting?
Thanks - sounds like you hit the exact same wall. The "enterprise" tier sitting empty is so common. We build these tiers based on what SaaS blogs say, not what our actual users need.
On the no-paywall conversion question: honestly, it's still early data, but the pattern I'm seeing is more "aha moment" driven than time-driven.
People who upload their personal portfolio and see the AI health scores + swap suggestions tend to convert within a few days. The visualization of "here's what's dragging your portfolio down" clicks immediately for the right user.
The ones who just browse the AI portfolios without uploading their own holdings? They rarely convert regardless of time. They're comparison shopping, not problem-solving.
So it's less "long tail over weeks" and more "converts fast or not at all." Which actually makes the no-paywall approach work - I'm not losing money on extended free trials because the decision happens quickly either way.
What's your finance tool? Curious if you're seeing similar patterns with bookkeeping users.