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Methodology

How Smol Launch ranks weekly product launches

Smol Launch ranks each week's submissions with one public vote total. Community support, launch completeness, and participation all add votes to that same number. This page documents every way votes are added.

How votes work

Every launch shows one whole-number vote total across the site.

Community support

Each registered user can vote once for a launch. That adds 1 vote to the same public total shown in the vote button.

Maker actions

Completing a maker profile, completing the product page, and participating during launch week also add votes to the same total shown everywhere.

Rankings sort by the combined vote total. Ties break on early momentum and the number of unique engaged users. Vote totals freeze when a launch week is finalized on Monday. Paying does not add votes; payment buys visibility, never rank. We monitor voting patterns for manipulation and review anomalies by hand.

Every vote source is public

The interface shows one vote total, while this page documents every action behind it. There is no paid or hidden weighting.

What paid tiers do (and don't) change

Premium includes a permanent, high-authority backlink and scheduling flexibility, but it adds zero votes. A free submission can outrank a Premium one by earning more votes. Featured Spot is the separate paid-placement product.

See how launches work for the differences between launch tiers.

Moderation and review

Every submission is reviewed before going live. An automated AI reviewer surfaces likely issues (broken links, low-quality copy, policy violations) and a human moderator from Smol Launch's editorial team makes the final approve/reject call. Typical review turnaround is 24–48 hours.

When the vote rules change

The rules are simple by design and do not need frequent tuning. If they change, we will update this page first. Any change applies going forward to active and future launch periods; a finalized launch week keeps its frozen vote total.

A closer look at how votes are added

Every approved submission carries one public vote total. It updates as people vote and as makers complete eligible actions, then freezes when the launch week is finalized.

Actions that add votes

All of these feed the same public total:

  • A community vote adds 1 vote when a registered user supports the launch.
  • A complete profile adds up to 4 votes for a profile image, a bio, and a social link.
  • A complete product page adds up to 6 votes for screenshots, a demo video, and a verified launch badge.
  • Launch-week participation adds up to 2 votes for replying to comments and supporting other makers during that launch week.

What breaks ties

When two launches land on the same vote total, we don't flip a coin. We fall back to two signals: how quickly the submission reached meaningful early votes, and how many unique people engaged with it — voted or commented. Both favor real, broad-based enthusiasm over a slow trickle or the same small circle voting on repeat.

Integrity: how we keep votes honest

A simple vote total still needs a guard rail. We monitor voting patterns for signs of manipulation — timing patterns, account creation clusters, and other signals — and a human reviews anything that looks off. Confirmed manipulation can mean removal from the launch period. Once a launch week is finalized on Monday, its vote total is frozen for good; we do not go back and re-rank a week that has already closed.

What this means for makers

The vote rules reward exactly what they say they reward, so the honest strategy is the whole strategy:

  • Complete your profile. It's a one-time investment that pays off on every future launch.
  • Complete your product page. Screenshots, a demo video, and badge verification add votes again for each new product.
  • Show up during your launch week. Reply to comments on your own launch and vote for other makers' launches. Both add votes and make the platform better for everyone else too.
  • Ask real people to vote. Each community vote adds 1 immediately.
  • Don't try to game it. Coordinated bursts and fake accounts are exactly the patterns our detectors are built to catch, and the downside — a flagged submission, possible removal — far outweighs any short-term bump.

None of this depends on paying. Premium does not add votes, so a free submission can finish ahead of a paid one. If you want the practical walkthrough, see how weekly launches work and then submit a product.

Methodology FAQ

How does Smol Launch rank weekly products?
Each approved launch has one public vote total. Community votes, a complete maker profile, a complete product page, and launch-week participation all add to that same total. The top three at the end of the week earn Gold, Silver, and Bronze winner badges.
Do you publish the exact ranking formula?
Yes. This page documents every action that adds votes and how many it adds. The product page and vote button show only the combined vote total.
Can a paid premium tier buy a higher rank?
No. Premium includes a permanent, high-authority backlink and scheduling flexibility, but paying adds zero votes. A free submission can outrank a Premium one by earning more votes. Featured Spot is the separate paid-placement product.
How are community votes counted?
Each registered user can vote once per launch submission, and that action adds exactly 1 vote to the public total. There is no extra weight for early votes and no decay over time. Anonymous votes do not count.
Does a maker's history or reputation affect their votes?
No. Karma and past launch results do not add votes. Profile completeness can add votes to each current launch, while product and participation actions apply only where the documented rules say they do.
How do you detect fraud and gaming?
We monitor voting patterns for signs of manipulation — timing patterns, account creation clusters, and other signals — and a human reviews anything that looks off. Confirmed manipulation can mean removal from the launch period.
Who moderates submissions?
Submissions are reviewed by Smol Launch's editorial team through an admin cockpit before going live. Automated AI review surfaces likely issues (broken links, low-quality copy, policy violations) and a human moderator makes the final approve/reject decision.
How often do the vote rules change?
They are designed to stay simple. If they change, this page will be updated and the change will apply going forward. A finalized launch week keeps its frozen vote total.
How are votes counted?
One vote per registered user per launch submission. Votes are de-duplicated, rate-limited, and monitored for manipulation. Anonymous votes do not count.
What is karma?
Karma is a separate rewards system that recognizes participation across the platform: voting, commenting, and successful launches. It can be redeemed for perks like Maker Credits. Karma does not add votes to a launch.