Genuine question. I've been building products for a while now and I'm starting to think SaaS might be the slowest path to revenue for solo founders.
Here's my experience with two products:
PRODUCT 1 — Pregnalyze (pregnalyze.com) A pregnancy risk calculator backed by 54 peer-reviewed studies covering 500K+ pregnancies. Solid product, real science, users loved it.
We launched with a $5.99 unlock and a $14.99 premium tier. Results after months of traffic:
→ 119 ad clicks
→ 18 email signups
→ Paying customers: 0
→ Conversion rate: literally 0%
People used the free version, got value, and left. Nobody wanted to pay. We ended up removing the entire payment system and making everything free. Now we're trying to monetize through affiliates and ads instead.
PRODUCT 2 — AdPipe (adpipe.io) An AI tool that generates Meta ad copy from any product URL. $29/month subscription.
Two weeks in:
→ ~$50 on Google Ads
→ A few clicks, 0 conversions
→ Paid traffic bounces in 16 seconds
→ Organic users actually engage
→ $0 MRR
The product works. People try the free demo. But nobody has pulled out their credit card yet.
Both products solve real problems. Both have users. Both have $0 in revenue.
Meanwhile I see people making money faster with:
→ One-time digital products
→ Freelancing/consulting using their own tools
→ Lifetime deals (AppSumo model)
→ Service + tool hybrid models
So my honest question: is SaaS actually a terrible model if you need revenue in the short term? Is the "recurring revenue" dream just that — a dream that takes 12-18 months to even start?
What's your experience? Has anyone here actually generated meaningful SaaS revenue in the first
3 months?
The "output vs workflow" distinction in this thread is the best framing i've seen. But i'd add one more layer, even workflow tools struggle if you don't solve distribution first. I'm building a B2B payments product and the tech works, but finding the first merchants willing to try something new is the real challenge. Revenue speed isn't about the model, it's about how fast you can get in front of people who already feel the pain.
100% agree — distribution is the real bottleneck. I'm experiencing this firsthand with AdPipe. The product works, people who try it love it, but getting in front of the right people is where all the energy goes.
What I'm doing right now: LinkedIn outreach (Sales Navigator + personalized InMails to Meta ads professionals), Reddit engagement in niche communities, and posts like this one. All manual, all slow.
For your B2B payments product, I'd imagine the pain is even sharper — merchants don't switch payment systems casually. Are you doing direct outreach or trying to find them through communities?
I don’t think SaaS is the slowest model , I think cold traffic SaaS is.
From what you shared, both products seem to solve real problems. The issue might not be the model, but where and how users are discovering you.
Paid traffic (especially early) is brutal without trust layers. People click, test the free version, and bounce because there’s no social validation around the product.
Before changing the model, I’d look at:
• Where your ideal users are already discussing this problem
• How they currently solve it
• What objections stop them from paying
For AdPipe especially, marketers constantly compare tools and discuss ad performance in communities. Being present in those conversations can convert better than cold ads.
Out of curiosity , have you tested community-driven acquisition before relying on paid traffic?
This is spot on, and honestly it's exactly the shift I've been making this past week.
I stopped paid traffic entirely (Google ads and Meta ads) and went all-in on community-driven acquisition:
You're right that cold traffic without trust layers is brutal. The people responding to my InMails are responding because I reference something specific from their profile, not because of a generic pitch.
To answer your question directly — community-driven acquisition is now my entire strategy. Paid traffic is off the table until I have at least 10 organic customers and real social proof.
The "where your ideal users are already discussing this problem" point is key. For AdPipe, that's Reddit ad communities, LinkedIn marketing groups, and Facebook groups for media buyers. That's where I'm spending all my time now.
Super relatable post, Edgar. I’ve been down the SaaS road too, and honestly, for solo founders, the early months can feel brutal. People love the free version, try it, and bounce—paying is often the last thing on their mind.
From my experience, if you want fast revenue, one-time products, freelance consulting, or hybrid models usually outperform pure SaaS early on. SaaS shines in the long term, but yeah, 12–18 months to meaningful MRR sounds about right for a lot of solo founders.
Would love to hear if anyone has cracked real paying SaaS in the first 3 months—seems rare!
Thanks! Yeah the "love the free version and bounce" is real — I'm living it right now haha.
The hybrid model point is interesting. I've actually been thinking about offering a one-time "ad copy pack" — pay $9 for a single batch instead of committing to $39/month. Lower friction for people who just want to try it once for a campaign launch. Haven't built it yet but it's on my mind.
On cracking paying SaaS in the first 3 months — I think the founders who pull that off usually have one of two things: either a built-in audience before launch, or they're solving a problem so painful that people pay immediately (like saving money, not just saving time).
AdPipe saves time, which is harder to monetize early because people undervalue their own time until they're drowning in work. The agencies managing 10+ clients? They'll pay. The solo founder running one store? Free tier is "good enough."
That's why I'm focusing my outreach on agencies and media buyers managing multiple accounts — they feel the pain at scale. Solo founders will come later when there's enough social proof.
Still early days though. 3 weeks in, $0 MRR, but the conversations from this post alone are worth more than any ad spend I could have done.
IDK about the facts but one must push through regardless of the outcome
Agreed. Showing up every day is the only strategy that always works.
SaaS may not the best model for "short-term" profit, but we should think as a consumer. Would you pay the full price up front or turn to subscribe, knowing you can always just cancel? The risk is significantly low as long as the price is right.
Good point. The subscription model is actually better for the customer — low risk, cancel anytime.
That's why pricing matters so much early on. Too high and nobody tries it. Too low and you need thousands of users to survive.
One thing nobody's mentioned yet: a chunk of what looks like "churn" isn't churn at all.
Failed payments. Expired cards. Soft declines. Customers who never chose to leave - their card just failed and nobody told them. For most SaaS it's 3-9% of MRR leaking silently. Looks like churn in your dashboard, but it's actually recoverable.
Once you hit that $1k MRR milestone, this is the first leak worth plugging. It's the easiest revenue to get back because the customer already said yes once.
Great point — You spend all this effort acquiring a customer and then lose them because of an expired card, not because they wanted to leave.
Right now my challenge is getting from $0 to $1 haha, but saving this for later. Thanks for the heads up.
Running exactly this experiment right now, so here's live data.
I spent the last two weeks building 7 one-time digital products on Gumroad instead of another SaaS. Templates, databases, prompt libraries. $12–$79 per product. Zero subscription management. Zero MRR graphs.
Honest result: also $0 so far. But the failure mode is completely different.
With SaaS, you fail because of product–market fit or the wrong pricing model (which is what your Pregnalyze story sounds like — the product worked, the monetization structure didn't).
With digital products, the product is fine but you fail because of cold-start distribution. There's no trial, no freemium funnel, no virality loop. You need external traffic from day one.
The core tradeoff I've found:
SaaS advantages:
— Built-in recurring revenue if you get PMF
— Customer feedback loop is richer
— Can iterate based on usage data
Digital product advantages:
— Sell before you build (validate with a landing page)
— No churn, no support load, no infrastructure
— Lower trust threshold (paying $29 once vs. $29/month forever)
— Faster to launch (days, not months)
The fastest path I've seen: sell the digital product first, then build the SaaS for the customers who want more.
Your AdPipe demo-to-conversion problem sounds like a pricing structure issue, not a model issue. What if you sold a "starter pack" of 50 AI-generated ad variants for a one-time fee, then offered the subscription for ongoing generation? The one-time purchase gets them in; the subscription retains them.
Anywho — curious to see how your experiment evolves. Will share Gumroad numbers here once I have something worth reporting.
Your Gumroad experiment is interesting — $0 on both models but completely different failure modes is a great observation. SaaS fails on monetization structure, digital products fail on distribution. Same $0, different lessons.
The starter pack idea for AdPipe is actually something I've been thinking about this week. Something like "pay $9 for a single batch of 12 variants" as a one-time purchase, no commitment. Then the subscription makes sense for agencies and media buyers who need it weekly.
Right now I'm testing distribution before changing the model — went all-in on LinkedIn outreach (personalized InMails to Meta ads professionals) and community engagement like this post. Got my first real lead from an InMail yesterday, so the "people who feel the pain" are out there. Just need to find more of them.
Would love to see your Gumroad numbers when you have them. The honest "$0 on both sides" transparency is refreshing — most people only share the wins.
No, SaaS is not worst model to earn money, this is the best way to become millionaire, if you can master it. In your case, its not a problem of SaaS model.
Ask yourself, WHY they will pay you?
I have visited both of your websites. And here is my observation:
Regarding the first product, there are a lot of free pregnancy risk calculator. Even some tools providing better options than your one totally for free. They have brand visibility, Google Ranking, still they are offering free option. So, why they would like to pay you for the same feature? when they even don't know you.
Regarding your second product:
I have visited your website (not used the tool), I believe your tool is far better than ChatGPT or Gemini ad copy right? In the comparison table of ChatGPT and AdPipe is very good and your tool has really strength. Users should pay you for ad copy. But you could't properly positioned your tool.
Users won' t pay for "Meta ad copy you can launch today". They know they can launch anytime with all free options.
You have to understand, actually when they would like to pay your tool. They will pay you if you can ensure ROI, more conversions through your ad copy.
Regarding your Google Ads, $50 is not enough to test Google Ads. Google have a learning phase of 14 days for any campaigns. So, initial $50 is nothing for Google (however it depends on your target market).
Hope you understand!
These are just my observations, best wishes for your SaaS products!
If you want to earn money or be successful in the SaaS niche, you don't need to focus on whether people will "like" or "need" the product. If you only look at need, people will simply enroll in free trials and then leave.
Instead, you need to see if the product can make someone pay for it. Just look at luxury brands: do people actually need them? No, but they still pay a handsome amount of money for them.
You can't assume people will buy something just because it’s a great product; you have to determine whether they are willing to pay for it or not.
Success in SaaS depends on two factors: the business model itself and whether you have the foundational pieces in place. You need the right technology stack and an existing audience.
A SaaS I built a couple of years ago validated this. I built a platform for a real estate law firm to digitize their workflow. It handled client registration, vetting, contract management, and deadline reminders. Since they already had a client base, adoption was straightforward. The platform streamlined their process, saved them time, and boosted client engagement.
More recently, I've worked on two different approaches. One is a specialized SaaS for Amazon SP-API, promoted directly by Amazon; this one gets a helping hand from Amazon. The other is a web app for contextual lead analysis that I'm building independently. After years of building solutions for clients, I wanted to shift to building products that solve my own problems.
the output vs workflow framing in these comments is spot on. been through the same thing building AI video tools - if the free tier delivers a finished result, you already lost the subscription argument.
one thing that worked for me: make the free version good enough to prove value but cap it at a point where professionals hit a wall. for AI content generation specifically, the wall is consistency across batches. anyone can generate one good image or one good ad copy. doing it 50 times with brand consistency is the real paid feature.
also worth noting - the service hybrid path is genuinely faster to revenue. i was charging for done-for-you AI video production at $500-1k per video while the self-serve tool had zero paying users. the service revenue funded the product development. now building the open source version at openslop.ai so others can skip the $0 MRR phase entirely.
As a solo builder myself, I’m starting to think SaaS isn’t about building a product — it’s about building leverage.
If you don’t have leverage (audience, SEO, community, partnerships), SaaS becomes a very slow game.
Do you think your issue was pricing, positioning, or distribution?
the output vs workflow framing is sharp, but I'd push it one level deeper: subscriptions struggle when the value lands before the payment ask.
output tools — ad copy, a risk score, a generated image — deliver everything in the free trial. by the time the user is deciding whether to pay, they're already satisfied. you're asking them to prepay for next week's value based on this week's memory. weak ask even when the product genuinely works.
workflow tools solve this structurally. a CRM with 6 months of data, a monitoring tool with a history of alerts, a tracker you've built around — there's real cost to cancelling. subscriptions hold when users have something to lose.
for AdPipe: if the free demo outputs copy good enough to actually use in a campaign, you've out-competed yourself. the question isn't 'why won't they subscribe' — it's 'at what point in the flow did they decide they had enough?' the gate needs to move earlier.
the service hybrid is probably the faster first-revenue path regardless. charge per campaign, use AdPipe to deliver, let real client work prove the product. once you have testimonials and retention data, the self-serve subscription is an easier pitch.
adpipe sounds like a cool ai tool, I would like to have it on my toolsai cloud platform, see if you can get more traffic from there
Thanks! I'd be interested — always looking for distribution channels. What's the platform? Drop me a link and I'll check it out.
toolsai cloud that's the name of the platform, I'm new on indie, still can't send links yet. just type toolsai dot cloud... you find it right away 😀
SaaS is slow when the value delivered is diffuse or the pain threshold is low. Your Pregnalyze example is a perfect case: the free version fully resolved the anxiety. There was no residual problem left to sell around.
The faster monetization paths you mentioned — consulting hybrids, done-for-you services, LTDs — all share one thing: the payment moment feels proportional to the value delivered. Subscription friction is highest when users can't intuitively project what they'll get next month.
What I've seen work for early SaaS revenue: targeting a workflow where the cost of not using the tool is visible and recurring. Things like sales outputs, proposals, client deliverables — where skipping the tool has a direct professional consequence. That urgency justifies the subscription ask much faster than tools that improve productivity abstractly.
The 3-month revenue window is real but it tends to reward specificity over breadth. The more clearly you can say "this is for person X doing task Y", the faster payment decisions happen.
"The payment moment feels proportional to the value delivered" — that's the cleanest way I've heard this explained.
With Pregnalyze, the payment moment was actually working against us. Someone in a pregnancy scare doesn't think "let me optimize my spending" — they want answers NOW and free. The anxiety was the product's distribution engine but also the reason nobody paid. The value was fully consumed before we ever asked for money.
Your point about "cost of not using the tool" is making me rethink AdPipe's positioning. Right now we sell it as "generate ad copy faster." But the real cost of NOT using it is: you spend 2 hours writing mediocre copy, launch ads that underperform, and burn ad budget. That's a $500+ problem every campaign cycle. We're not communicating that cost clearly enough.
The specificity point is also spot on. "AI ad copy tool" is broad. "The tool media buyers use to generate Meta ad copy from product URLs in 30 seconds" is specific. Same product, completely different purchase decision speed.
Really appreciate this breakdown. Are you building something yourself or advising?
It depends heavily on your niche and distribution.
SaaS is slow to revenue but compounds, once you hit $1k MRR, churn is your main enemy, not acquisition.
I'm building a personal finance SaaS and the hardest part hasn't been the product, it's been getting the first 50 users who actually pay.
The model works, the distribution problem is real.
"The model works, the distribution problem is real" — 100% where I'm at right now.
With AdPipe, the product genuinely works. People who try the demo engage with it. But getting the right people to the front door is the bottleneck.
The first 50 paying users thing resonates. It feels like the hardest gap in all of SaaS — from 0 to 50. After that you have data, testimonials, word of mouth. Before that you're basically selling a promise.
How are you approaching distribution for your personal finance SaaS? Curious what channels you're testing — feels like a space where content/SEO could be a strong long game but slow to start.
Honestly I think the issue isn't SaaS as a model — it's the gap between "people use it" and "people pay for it." Those are two completely different problems.
With Pregnalyze, the free version solved the whole problem. There was no remaining pain to monetize. That's not a SaaS problem, that's a value-gating problem. Same with AdPipe — if the demo gives enough output to be useful, why would someone subscribe?
I've had the most luck with what I'd call "workflow tools" rather than "output tools." If your product generates a one-time result (a score, an ad copy), people will use it once and bounce. But if it's something they need to come back to daily — tracking, monitoring, managing — subscriptions make sense because the value literally compounds over time.
To your question about fast revenue: I think the hybrid model is underrated. Charge for done-for-you services, use your own tool to deliver, and the tool itself becomes the productized service backend. Way faster to $5k/mo than pure self-serve SaaS.
This is probably the most useful reply I've gotten — especially the distinction between "output tools" and "workflow tools." That hit hard.
You're right about Pregnalyze. The free version solved the entire problem. We essentially gave away the full value and then asked people to pay for... more of what they already got. Classic value-gating mistake. We've since removed the paywall entirely and pivoted to a free traffic model (affiliates + ads + funneling users to our TTC calculator which has a clearer paywall justification).
With AdPipe, I think we're in a slightly better position because ad copy isn't a one-time need — media buyers need fresh copy every campaign cycle. But your point still stands: if the free demo gives them enough to walk away satisfied, the subscription has no pull.
The hybrid model idea is really interesting. We've actually considered offering "done-for-you" ad copy packages using AdPipe as the backend — charging per campaign instead of $29/mo self-serve.
Appreciate the honest take. What kind of workflow tools have worked for you?
I’ve been on the other side of this for years. built a SaaS over 7 years, invested over $1M of my own money. Learned a ton. Traction? Not much. Eventually had to shut it down. Built a few others that never really picked up either.
so I don’t think SaaS is dead. But I do think it’s slow. And crowded. And subscription fatigue is real. Every product wants $19–$49/month. After 5–6 tools, people start asking themselves: do I really need another recurring bill?
Looking at my own behavior, I sign up for lifetime deals way more often than monthly subscriptions. One-time payments feel lighter psychologically. There’s no ongoing tax on my brain.
Lately my approach has shifted:
Core product free, no signup required
Most features usable immediately
If someone creates an account, they get full access for 6–12 months
I watch usage, not just signups
If people are consistently using it without being forced, that’s signal. Then I can think about a one-time payment or something closer to a software license model. SaaS can work. But recurring revenue is not automatic. It’s earned slowly. And if you need fast money, services or hybrids are almost always quicker.
Curious how many of us are really building SaaS for revenue speed vs building it because we like the model.
7 years and $1M of your own money — that takes guts. Respect for sharing that honestly.
The subscription fatigue point is something I think about a lot. I'm a consumer too, and I catch myself doing the same mental math: "do I really need another $29/month?" If I hesitate, my users definitely hesitate.
Your approach is interesting — free core, full access for 6-12 months, watch usage. That's essentially what happened with Pregnalyze by accident. We had a paywall, nobody paid, so we removed it. Now we're watching usage to figure out where real value lives. Turns out people love the calculator but the willingness to pay was zero at the point of crisis ("am I having a miscarriage?"). The paying moment might be later in their journey — which is why our TTC calculator has a different model.
Your last question is the real one though. I think a lot of us (myself included) fell in love with the MRR dream before validating whether our specific product even fits the subscription model. Not everything needs to be recurring.
What does your current product look like? Sounds like you landed on something closer to a freemium + license model?
Interesting question. I think the answer depends on what you mean by 'fast' money vs sustainable revenue. I've built 6 apps across different models and the patterns are pretty clear: One-time purchases (like my iOS apps Tiny Steps and NameDrill) generate immediate cash but plateau quickly. Subscription SaaS takes longer to ramp but compounds. The sweet spot I've found is freemium mobile apps with IAP - you get immediate revenue from power users while building a subscription base. My latest launch, FaunaDx (AI animal identification), went free on iOS last week and is already seeing both download volume and upgrade conversions. The key insight: don't pick the model first, pick the market. Some problems are worth paying for immediately (productivity tools), others need nurturing (lifestyle apps). What specific timeline are you optimizing for?
"Don't pick the model first, pick the market" — that's a great reframe.
Looking back, I think that's exactly where I went wrong with Pregnalyze. We picked the market right (pregnancy loss — huge demand, 4M+ annual searches), but we picked the wrong monetization model for the emotional context. People googling "am I having a miscarriage" are in crisis mode. Asking them to pay $5.99 for clarity in that moment was tone-deaf, even if the product was solid. We've since made it completely free and shifted to an ad/affiliate model — which fits the market behavior much better.
With AdPipe, the market (media buyers needing Meta ad copy) is more transactional by nature — these are people who already spend money on tools. So subscription should theoretically work. But I think the problem right now is awareness, not model.
To answer your question: honestly, I'm optimizing for first $1K MRR within 90 days. Not because I need the money to survive, but because revenue is the only signal that tells me the product-market fit is real vs imagined.
Congrats on FaunaDx — AI + mobile freemium is a smart combo. What's your conversion rate looking like from free to paid so far?