Sites similar to piplabs.dev

How the match score works

Each match is a 0–100 similarity score — the higher it is, the more two sites resemble one another. It’s computed automatically from our own crawl data (never from what a site says about itself) by combining several independent signals, so a high score means several of them point the same way:

• shared topics how many of the same fine‑grained content topics (IAB sub‑categories) both sites cover — the main signal.
• same category whether they sit in the same business / industry category.
• content & title how closely their titles and page descriptions line up in wording and meaning.

No single signal decides the result — they’re blended together. Treat the score as a way to rank candidates rather than an absolute percentage; the chips on each result show which signals contributed.