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My Shopify app sat at 0 reviews for 3 weeks at $119/mo. I just made it free. Here's the honest math.

Solo dev. My app (an AI order-support agent for Shopify stores) went live on the App Store on June 16. Pricing: $119/month or $1,297 one-time. I was proud of that pricing. It said, "serious product."

This week I dug into what a 0-review app can actually expect, and the numbers were humbling. A new app with no reviews and no outside traffic realistically gets 0-2 organic installs a week. Roughly a third of ALL Shopify apps never receive a single review, ever. Shopify's own rule of thumb is ~1 review per 20 installs, and the ranking algorithm feeds on review velocity, so the listing is a flywheel that doesn't start itself.
Meanwhile every merchant who did click my listing met the highest-friction ask on the store: pay $119/month to an unknown developer with zero social proof, for an app that touches refunds.

So, I stopped defending the price and looked at what it was actually doing:
filtering out 100% of potential first users.

This week I shipped the free plan (full product, not a trial), renamed the listing around what merchants actually search instead of what sounded good to me, and started writing personal emails to store owners who recently left frustrated 1-star reviews on the big support apps. They already have the pain, they already know they have it, and "it's free and I'll set it up for you personally" is a very different ask than $119 on faith.

I'm not expecting the free badge to do anything by itself. The plan is boring: hand-won installs, honest feedback, earn the first reviews one at a time, and let the flywheel start from there.

Question for anyone who's been through the app-store cold start (Shopify or any marketplace): what actually moved your first ten users - and is there anything you'd tell me NOT to waste time on?

on July 5, 2026
  1. 1

    The 0 reviews thing at $119/mo isn't really a pricing problem, it's a trust problem - nobody wants to be the first person vouching for something with their money on an app store. Going free was probably the right unlock, but I'd watch out for the trap of thinking free = users will just show up. It just removes one barrier, not all of them.

    What worked for me (different product, same cold start pain): going to find the 10-20 people who were, that week, actively complaining about the specific problem I solved - not generic Shopify audiences, but the ones mid-rant about it on forums/subreddits/threads. Merchants venting about inventory syncing being broken, or whatever your app fixes. DM or reply to those people specifically, referencing their actual complaint. Way higher hit rate than any generic outreach, and it doesn't feel gross because you're not cold pitching, you're responding to something real.

    The annoying part is finding those threads consistently takes forever, which is honestly why I ended up building Getrive - it watches Reddit/HN/IH for people describing the exact problem your product solves and drafts a reply for you to approve before anything goes out. Built it mostly to solve this exact chicken-and-egg problem for myself, still early access, but happy to compare notes if you're doing this manually right now.

    Either way, congrats on the free move, at least now the friction is just "try it" instead of "pay to find out." That's a much easier ask.

  2. 1

    The move to free makes sense here. For a zero-review Shopify app, the first conversion problem is probably not price sensitivity — it's risk.
    A few things I'd test for the first 10 users:

    1. Rewrite the listing around the merchant's immediate pain, not the AI feature. Something like "reduce repetitive order-status/refund questions" will likely land faster than "AI order-support agent."
    2. Add a very specific safety section. If the app touches refunds/support workflows, merchants will want to know:
    • what it can and cannot do
    • whether it can issue actions automatically
    • how they stay in control
    • what happens if the AI is wrong
    1. Make the CTA low-risk: "install free + I'll help configure it" is much stronger than "try the app." The personal setup offer is probably your best wedge right now.
    2. For outreach, I'd avoid pitching the whole app. Lead with one narrow fix based on the complaint in their 1-star review, then offer to set it up free.
      I'd measure this by qualified installs and first useful feedback, not revenue yet. The listing flywheel needs trust before it needs pricing optimization.
    1. 1

      Really useful, thank you. The safety section is the bit I'd underweighted — with refunds involved, "what happens if the AI gets it wrong" is the question merchants ask before anything else, so I'm putting that front and centre on the listing. And you're right that "install free + I'll set it up" is the real wedge, not "try the app."

      1. 1

        Exactly. For this category, the scary part isn't "AI support."
        It's: "What can this thing do while I'm asleep?"
        With refunds involved, I'd make the safety model front and center:

        • what the AI can do
        • what it can't do
        • when it asks the merchant first
        • how every action is logged
          And I agree — "install free + I'll set it up with you" is much stronger than "try the app."
          It removes price risk, setup risk, and the fear of giving an unknown AI too much control.
  3. 1

    Bold move going free. The $119/mo price point with 0 reviews is a tough spot — too expensive for risk-averse buyers, but the price signals premium expectations.

    Have you considered a "pay what you want" or "start free, pay later" model instead of completely free? That way you still capture value from power users while removing the barrier for new signups.

    Curious what the conversion difference has been since the change!

    1. 1

      I went fully free rather than pay-later because at zero reviews any payment mechanic, even deferred, puts the trust question back before they've seen it work. Free makes the only question "is this useful," which is the feedback I actually want. Too early for a clean conversion number — I'll share it once there's signal, not noise.

  4. 1

    Going through the exact same cold start right now. Launched four days ago, 1 install so far. One thing I did from the start was freemium with a trial on the paid plan — free tier with real value, and a 14-day trial on Pro so merchants can test the full product before committing. The theory is the same as yours: remove as much friction as possible for the first install. What I haven't cracked yet is the hand-won installs part. The honest answer is I don't know what moves the first ten either, which is why I'm reading this thread carefully. The 1-star review outreach idea is genuinely clever. You're not cold — they already have the problem and they're already vocal about it.

    1. 1

      Four days in with one install is exactly where the urge to optimize kicks in — I'd hold off. The 1-star outreach is the thing actually moving replies for me: they already have the pain and they're vocal about it. If you try it, lead with their specific complaint, not your app. Rooting for your launch.

  5. 1

    Making it free was a tough call but probably the right one if trust was the real blocker, not price. The live setup call idea is underrated, most people skip it because it doesn't scale, but early on that's exactly what earns the reviews you need. Once you hit a solid number of reviews, are you thinking of going back to paid, or splitting into a free tier plus a paid one?

    1. 1

      On the paid question: I think it splits into free + paid rather than going back behind a wall — once reviews exist, the free tier keeps the trust-first door open and paid is for merchants who outgrow it. And your specificity point is dead on: my replies flip entirely on whether the first line is about their exact complaint or about my app. The
      free part barely matters; "I saw what broke for you" does.

  6. 1

    The 0-reviews-at-launch problem is brutal because it's circular: no reviews → no trust → no buyers → no reviews. Going free to break that loop can work IF free users convert into reviews and word-of-mouth that feed a paid tier later. The risk is training your market that it's a free tool. I'd watch one number: do the free users actually leave reviews or refer anyone? If yes, free was the right unlock. If they just take it and vanish, the problem was positioning, not price.

    1. 1

      Completely agree. The part I'm internalizing is that the first ten aren't revenue at all — they're the feedback and reviews the algorithm actually rewards. Pricing and ads optimize a listing that can already convert, which mine can't yet. Every hour into a personal onboarding beats a dollar into cold traffic right now.

  7. 1

    I think you're heading in the right direction. For marketplace apps, I'd focus less on waiting for organic discovery and more on manually earning your first 10 users. Those users are valuable not because of the revenue, but because they generate feedback, reviews, testimonials, and referrals—the things the marketplace algorithm actually rewards.

    One thing I wouldn't spend much time on yet is trying to optimize pricing or paid ads. Until you have social proof and know exactly why users choose your app over alternatives, every dollar spent acquiring cold traffic is probably less valuable than another personal onboarding conversation.

    1. 1

      Thank you for actually answering the closing question — most didn't. The number that stops me is 1-in-2 hand-won versus 1-in-20 passive; it turns "get reviews" from a waiting game into something I control on the call. And "don't A/B test copy at zero impressions, it's noise" just saved me a week. You've reframed reviews as the unit of
      progress, not installs.

  8. 1

    Yes your plan is the right one. People will say you shouldn't do free but for this audience on this platform you absolutely have to. Your first reviews are vital! How many you need depends on the category. Give me a shout if you want to chat about it, I've been through this with my Shopify app!

    1. 1

      Appreciate this, and yes — I'd genuinely like to take you up on it. Someone who's been through the Shopify-specific cold start would save me a lot of guessing on how many reviews actually matter for my category. What's the best way to reach you? (or ping me at [email protected])

  9. 1

    Nobody's actually answered your closing question, so here goes. What moves the first ten on a marketplace cold start is exactly the thing you already started: personal emails to merchants burned by the incumbents. The twist is to treat those ten as social-proof manufacturing, not revenue. Do the setup live on a call, capture the before/after, and ask for the review in that moment, while they're grateful and the refund headache just vanished. 1 review per 20 installs is the passive rate; hand-won and face to face you can get closer to 1 in 2. The install isn't the win, the review is, because that's what actually spins the flywheel you described.

    What to NOT waste time on: ads or SEO while you're at zero reviews (you'll pay to pour traffic into a listing that can't convert it yet), and micro-optimizing the listing copy before you have enough impressions to read signal. Renaming it around what merchants search is worth doing once; A/B testing the wording at this volume is noise. For the next month, if a thing you're doing doesn't end in a review or a testimonial, it's probably a distraction.

    1. 1

      This is the most useful reply I've gotten, thank you. The line that reorders my whole week is "the install isn't the win, the review is." I'd been treating installs as the metric and reviews as a hopefully-later thing, which is backwards. And doing the setup live so you can ask for the review while the pain just vanished is the part I'd have fumbled, by emailing "how's it going?" three days later once the relief wore off. The one tension I'm sitting with: live setup calls don't scale. But at zero reviews I don't think scale is the goal yet, a handful of real reviews beats a hundred silent installs. Does that match how you'd play the first month, or would you push for more
      volume even now?

    2. 1

      This comment was deleted a month ago.

  10. 1

    I think the biggest realization here isn't that the price was too high—it was that the first thing merchants were being asked to trust was also the highest-risk part of their business.

    Before people evaluate ROI, they evaluate whether they're comfortable taking that first step. Sometimes reducing friction creates more learning than defending the "right" price ever could.

    1. 1

      This is the reframe that stuck with me most: it was never a price objection, it was a trust one wearing a price tag. "The first thing they're asked to trust is also the highest-risk part of their business" is the cleanest anyone's put it. Refunds are exactly where a merchant can't afford a confident wrong move. Your last line is the
      one I underlined though, reducing friction creating more learning than defending the price. Already true: one week of free installs is teaching me more about what merchants actually get stuck on than a month of defending $119 ever did. The price was protecting my ego and starving my feedback loop at the same time.

      1. 1

        Interesting.

        Reading your reply made me realize I'd been thinking about the consequence of that reframe more than the reframe itself.

        I don't think it's obvious where that line of reasoning leads, and I don't think I can explain it properly in a thread without leaving out the parts that actually matter.

        If you're open to it, what's the best email to reach you on?

  11. 1

    Zero reviews and no social proof at $119/month is basically asking strangers to make a high-trust decision with zero evidence. The math was always going to be brutal at that price point before anyone had verified the thing was worth it.

    Personally emailing store owners who left frustrated one-star reviews on competing apps is one of the best distribution moves in this post. Those people already know they have the problem, already tried to solve it, and are already annoyed about it. That's the warmest possible audience outside of someone actively searching right now.

    1. 1

      Agreed, and it's the move I'm leaning hardest into. The nuance I'm learning: those 1-star reviewers are the warmest audience and the most vendor-fatigued at the same time. They just got burned, so a pitch reads as "here's another one." What seems to flip it is leading with their specific complaint (the exact thing that broke for them) and offering to just fix it, free, no call unless they want one. The warmth is in the specificity, not the free part. Early days, but the replies I get back are night-and-day depending on whether the first line is about them or about me.

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