AI Slop or Vibecoded Gem? How to Actually Filter Through the Software Noise in 2026

There is more software being built right now than at any point in history.

That sounds like good news. In most ways it is. A solo developer with a good eye for a problem can now ship something genuinely useful in a weekend. AI-assisted development, no-code tooling, and low-overhead infrastructure have collapsed the cost of building software to almost nothing.

The side effect? The cost of shipping mediocre, harmful, or just plain terrible software has also collapsed to almost nothing.

Every niche has thousands of tools now. Every workflow has a SaaS (or 20) for it. Every problem has at least three VC-backed platforms and a dozen indie alternatives, all with clean landing pages, five-star testimonials, and a free trial that starts collecting your card details before you've figured out if the product actually does what you need.

Filtering through it is, genuinely, a new skill.

Here's how to do it.

Watch the business model, not the marketing

Before you evaluate a single feature, ask a simpler question: how does this company plan to still exist in two years?

A product with no pricing page, a "free forever" plan, and no visible investor backing has no answer to that question. Someone is paying for those servers. If it isn't you, it's either a VC runway that will eventually run out or a founder who will eventually get bored. Neither is a stable foundation for software you're building a workflow around.

The lifetime deal is the clearest version of this problem. Platforms like AppSumo have built entire ecosystems around the lifetime access model, pay once, use forever. For buyers, it feels like a bargain. For developers, it's often an exit. They collect upfront revenue, satisfy early adopters, and then quietly deprioritise the product once the launch window closes. There's no recurring revenue to fund ongoing development, no incentive to respond to support tickets from customers who already paid, and no business reason to build the next feature. The gem you bought on day one slowly becomes abandoned software, still technically accessible, increasingly broken.

"No credit card required" is a legitimate and honest offer from a company that's confident in its product. It's also a phrase that's been so thoroughly borrowed by cash-grab tools that it's worth pausing on. A free trial that requires no commitment is great. A free product with no monetisation strategy and no explanation of how it sustains itself is a different thing entirely.

Urgency can be a red flag in software

E-commerce has trained us to respond to scarcity signals. "Only 3 left." "Sale ends tonight." "47 people are viewing this right now."

Those mechanics have migrated into software sales, and they are largely there just for the psychological aspect of getting you to take action.

A countdown timer on a SaaS pricing page is almost never real. A "founding member" offer that's been running for eight months isn't a founding member offer, it's a permanent discount with theatrical framing. Flash sales on annual subscriptions. Limited-time lifetime deals. Artificial urgency engineered to make you commit before you've properly evaluated.

Legitimate software products don't need to manufacture pressure. They let the product speak. When you see urgency mechanics on a SaaS pricing page, treat it as a signal about how that company thinks about its relationship with you, as a transaction to be closed, not a customer to be earned.

The ProductHunt launch test

A strong ProductHunt launch, hundreds of upvotes, glowing comments, "#1 Product of the Day", is unfortunately easy to manufacture and means almost nothing on its own.

What's more interesting is what happens after the launch. Search for products that have been launched for six months or later. Is the founder still active in communities, answering questions, shipping updates? Are there genuine users talking about it outside of the launch thread? Does the ProductHunt comment section have real conversations, or does it read like a coordinated support operation?

A product that burns bright on launch day and then disappears from public conversation is a product that was optimised for launch, not for use.

Start with the reviews but read them like a detective

G2 and Capterra are the obvious starting points, and they're useful, but not in the way most people use them. Don't look at the star rating. Look at the shape of the reviews.

A few things that are actually a signal:

Recency. A tool with 200 reviews and none in the last eight months is telling. Either the product stagnated, the company stopped incentivising reviews, or the user base moved on.

The one and two-star reviews. This is where the real product lives. Are the complaints about a specific missing feature, or about something more structural, buggy core functionality, unresponsive support, surprise billing? The first is simply a roadmap problem and though something to keep an eye on, nothing to raise alarm bells about. The second is a character problem- this is concerning.

Vendor responses. Does the company respond to negative reviews? A defensive, corporate non-answer to a legitimate complaint tells you more about the support experience than any five-star review will.

Reviewer profiles. G2 lets you filter by company size and industry. A tool with great reviews from enterprise teams but nothing from small operators may be perfectly good software- but you should consider how it would logistically fit into your workflows on a smaller level.

The changelog test

What you're actually looking for isn't technically a specific artefact, it's just evidence that a human being is still actively engaged with the product. That might be a public changelog. It might be release notes, a blog, an active Discord, a founder who responds to comments on LinkedIn, or a GitHub repo where issues get thoughtful replies. The format doesn't matter. What you're looking for is proof of life.

When you find it, look at quality, not just presence. A changelog that reads "bug fixes and performance improvements" every few weeks tells you the product is being maintained, not developed. Specific entries, "added bulk export after user requests", "fixed a billing edge case affecting annual subscribers" can tell you there's someone still in the problem, responding to real usage.

If you genuinely can't find any public signal that someone is still working on this product, that's worth weighing. Not a complete dealbreaker on its own, some developers communicate primarily through private mailing lists to existing users, or move too fast for formal documentation, but absent any other evidence, it's a question worth asking directly before you commit.

Email their support before you buy

Send a genuine but slightly awkward question before you commit, something that requires a real human to think about rather than just paste a help article. Ask about a specific edge case in your workflow. Ask how their data export works.

Then wait.

You're testing three things: response time, whether it feels like a human or a template, and whether the answer is actually useful. The support experience you get before you're a paying customer is the best support experience you will ever get from that company. If it's already slow or robotic, then when you actually have an issue or question, it won’t be any better.

Community signals are the most honest data you have

Reviews on G2 and Capterra exist within a system that software companies know how to game. Community recommendations don't.

Search Reddit. Find the subreddit for your industry and search for the tool's name. Are people recommending it unprompted, or only in threads where someone sounds promotional? LinkedIn is useful too (not the company page, but searching for the tool's name in posts and comments). Real users mention software in context. They tag it when they're complaining. That kind of organic signal is very hard to manufacture at scale.

Niche Facebook groups and Slack communities for specific industries are often the most honest sources of all. If the general consensus in a 4,000-person professional group largely agrees that one tool is great for your niche, that's worth more than a hundred managed reviews.

Check what happens when you want to leave

Data portability is one of the most revealing things you can look up before you commit to a tool.

Good software makes it easy to get your data out. Not because they want you to leave, but because they're confident enough in the product that they don't need to trap you. Look for clear documentation on data export. Ask support directly: "If I cancel, how do I export everything?" The answer tells you a lot about how the company thinks about customer relationships.

Tools that make import seamless and export painful have made a deliberate architectural choice. That choice is worth knowing about before your workflow depends on them.

Pricing architecture as a signal, not just a cost

Genuinely useful tools tend to have honest pricing. One or two tiers. Clear feature differentiation. No "contact us for enterprise" without a real reason.

Slop hides its pricing, or it has eight tiers with aggressive upsells built into the core product, features that feel like they should be included, paywalled behind the next plan. Flat pricing, transparent limits, and a free tier that actually works are quiet signals that someone built this to be used, not just sold.

Integration depth over integration count

"Integrates with 200+ tools" almost always means API connections, not usable integrations. Check the specific integration you need. Search for "[tool name] + [integration name] not working" and see what comes up.

Three integrations that actually work are worth more than forty that technically exist.

The unfortunate truth

None of this is quick. Evaluating software properly takes time, and most people don't do it, which is exactly why so much mediocre (and downright awful) software continues to thrive. The slop survives on impatience.

But the problem goes deeper than individual effort. Even if you do all of the above, you're still doing it alone, spending hours on research that thousands of other people in your situation are also doing separately, arriving at the same conclusions (hopefully), with no shared infrastructure to build on.

The analogy that keeps coming to mind is food. Nobody has time to verify the sourcing, ethics, and environmental standards of every product they buy. So we created certification systems, Fairtrade, organic, B-Corp, that do the work once, transparently, monitor them for changes, and let buyers make faster and better decisions as a result.

Software doesn't really have that yet. Review sites help, but they're driven by volume and incentivised by advertising. Community signals are honest but scattered. Nobody is doing the slow, unglamorous work of actually evaluating niche software against a clear, published standard and saying: this one is real.

That's the gap we're building into at Myriad.

The Myriad Future

"Verified by Myriad" is meant to be the B-Corp certification of SaaS, not a star rating, not a sponsored placement, but a signal that something has been properly evaluated: the product works, the developer is still in it, the data practices are sound, and the pricing is honest. A shortcut you can actually trust, built by people who've done the evaluation so you don't have to.

We're starting in the Field Service and UK allied health space because the markets are fairly underserved yet full of genuinely good indie software that's never had anyone in its corner. But the problem we're solving isn't specific to healthcare or FSM. It's the same problem anyone faces when they open a browser and type "best software for [thing I need]" and get back a page of SEO-optimised comparison sites that all say the same thing.

Allied health and FSM are just where we start. However they won't be where we stop. The gems are out there. They just need someone willing to do the looking and Myriad is stepping up. Read more about our vetting process all applications need to go through before getting listed on Myriad.

If you build tools for underserved markets and you think your software deserves a bigger stage, we'd like to hear from you. And if you're evaluating software for your business and you're tired of doing all of the above yourself- that's exactly what Myriad is for. Either way, we look forward to serving you.