How to find similar software and tell which one people actually use

The short answer

Start from the job, not the brand. Write what the tool does for you in one line, search for that job plus the word alternative, and collect five to ten candidates. Then rank them by evidence of use, not by their position in a list: a list position tells you how the list is ordered, not whether anyone visits the tool this week.

On Proof of Traction every listed project shows visitors counted by our script on the maker's own site, day by day, with the channels they came from and a weekly history that never changes once a week is sealed. Use it as the last step: of the candidates you found, which ones have an audience right now?

What we are not: a directory of every tool. We list indie projects whose makers installed our script and passed a manual review, so you will not find everything here. What you do find is measured, not self-reported.

Step by step

1. Name the job in one line. In your own words: "shows me what fills my Mac's disk", "follows up a quote nobody answered", "keeps every X reply in one inbox". Similar software is software that does this job, whatever it is called.
2. Collect candidates from three kinds of places. The tool's own site, when it publishes comparisons with rivals. Directories and search results for the job plus alternative. Boards that show what indie makers are shipping, such as our weekly market, where every tile is a project with its one-line description. Ask an AI assistant the same question too; we show AI assistants as a traffic source when they send visitors to a listed project.
3. Check that each candidate is alive. Open its project page on Proof of Traction if it has one. Visitors per day covers the recent days, History has one line per week, and the badge on the maker's site shows this week's count. A project with measured days this week is a tool someone is visiting now. If a candidate is not listed here, look for dated releases or a changelog on its own site; a page with no date is the weakest evidence.
4. Read where the visitors come from. The project page splits visits by channel, among them Google, X, Reddit, Hacker News, AI assistants, Product Hunt, launch sites, other sites and direct. Our reading, not a rule: a large Google share usually means people search for the job and land on the tool; a Hacker News or Product Hunt share concentrated in one week usually means a launch, so compare the week after; direct means people typed the address or came from an app. Click a channel to see the sites behind it.
5. Compare two candidates on sealed weeks, then try both. Open the two project pages, note each one's last sealed week: visitors, the week-over-week change when it is shown, and the top source. The numbers tell you which tool has an audience. Only using the tool tells you which one fits your job.

Common mistakes

• Treating a list position as popularity. Vote counts, star ratings and editorial order are decisions made by other people at some earlier time. Measured visitors this week are a different kind of fact, and the two often disagree.
• Comparing a launch week with a normal week. A launch brings a spike. On our board, growth is shown only once a project has a full previous week with at least 200 visitors, so a jump from 3 to 30 does not top the list. Apply the same care to numbers you read elsewhere.
• Reading visitors as customers. We count people our script saw on the site. Sign-ups, revenue and retention are outside what we see; a number here means people visited, nothing more.
• Trusting a listing that outlived the product. Directory entries stay up after a tool dies. Here, a day without the script is not measured and never counts as zero, and after seven days without it the project is paused, so a listed project with recent measured days is a product that still runs.
• Stopping at the biggest number. The most visited similar software is the most visited, not the best for you. Read its one-line description and try it before you decide.

Where Proof of Traction fits

For people choosing software: a weekly board of indie projects ranked by visitors measured on each maker's own site, with week-over-week growth when a project has enough prior data and the traffic sources behind each project. Each project page keeps its full weekly history; sealed weeks never change.

For makers whose tool is the similar software people search for: listing is free, we approve every project by hand, and an approved project's page links to your site with a followed link while our script keeps running there. A site badge shows your visitor count. Read how the counting works, then submit your project.

Related guide: product directories for indie projects, for the directories where candidates are listed.

Questions people ask

Is Proof of Traction a directory of similar software?

No. It is a weekly leaderboard of indie projects, ranked by visitors our script measures on each maker's site. Use directories to collect candidates and our project pages to check which candidates people visit.

Does the most visited tool mean the best similar software?

No. Visitors show attention, not fit. Two tools with the same measured visitors can serve different jobs. Shortlist by the job, check the numbers, then try the tool.

Why does a project show visitors but no growth figure?

Growth appears once a project has a full previous week with at least 200 visitors. Before that, the page shows the visitor count on its own, so a small project is not ranked by a change that means little.

What does a project page show that a directory listing does not?

Visitors per UTC day, the channels and sites those visitors came from, and one line per week going back to the first measured week. Every sealed week stays as it was published.