I’m starting to think most early-stage products don’t fail because of bad execution —
they fail because they never become necessary.
A lot of tools (especially AI ones) optimize convenience:
faster, cleaner, smarter.
But if a user skips the product for a week and nothing breaks, nothing hurts, nothing gets delayed —
then it quietly lives in the “nice to have” zone.
And that’s where churn lives.
The products that seem to survive long-term usually sit inside workflows people are already forced to complete:
cash flow tracking, compliance, publishing, closing tickets, reconciliation.
AI can amplify an existing habit.
It rarely creates one from scratch.
Curious how others here think about this:
👉 How do you tell early whether you’re building convenience… or necessity?
This is the most underrated filter for product ideas. The necessity test — "what breaks if the user stops using this?" — cuts through so much noise.
I've been thinking about this in terms of the tools I use daily. The ones that stick aren't the ones that are "nice to have." They're the ones where NOT using them causes a real, felt problem. My code editor? Necessary. My AI usage tracker? Became necessary after I got rate-limited during a critical debugging session for the third time. My project management tool? Honestly, I could go back to sticky notes and survive.
The implication for builders is uncomfortable: if your product is a vitamin and not a painkiller, you're competing on marketing instead of retention. And marketing-driven growth without retention is just a leaky bucket.
This is exactly it — the uncomfortable part is the most important signal.
I like how you framed it around what actually breaks. In most products, nothing breaks — at worst, things get slightly slower or messier. That’s not enough to anchor a habit.
What stood out to me in your example is that “necessity” often isn’t about daily usage, but about risk exposure. You don’t need the tool every minute — but the moment it’s missing, the downside is immediate and painful.
That’s why marketing-heavy growth feels so fragile. You can convince people to try vitamins, but only painkillers survive neglect.
I’m increasingly convinced the real work is designing for consequence, not convenience. Convenience gets adoption. Consequence gets retention.