Draw a parcel anywhere on Earth and get 55 measured signals — flood, soil, slope, wetlands, protected areas, contamination. Every value names its source agency and observation date. We publish our own measured error rate.
Hi Product Hunt 👋
I kept watching people buy rural land the same way: see it once, on a sunny
day, with the seller standing next to them. Then find out about the wetland,
or the shrink-swell soil, or the fact that the parcel sits inside a National
Monument.
None of that information is secret. It's public, free, and scattered across
a dozen federal agencies that don't talk to each other. Checking all of them
properly takes about a week, so almost nobody does.
LandBenchmark does it in about a minute. Draw a parcel anywhere on Earth and
it measures 55 signals — flood position, wetlands, soil productivity, depth
to bedrock, slope, protected areas, contamination records, access. 34 work
anywhere in the world; 21 are US-only, where the public data runs deepest.
The part I actually want feedback on:
Every value names the agency it came from, the date it was observed, and
links to the source. And we measured our own error rate and published it —
including the parts we've never checked, which say UNMEASURED with the
reason. Our elevation is bounded against 22 NGS survey marks (mean absolute
error 0.904 m); climate sits at 0.674 °C against NOAA station normals.
It's public, no signup: landbenchmark.com/accuracy
Doing that measurement found a real bug in our own product — a corrupt tile
in a federal dataset was silently downgrading US parcels to a coarser global
model, and no test caught it because the number still looked plausible.
For the builders here: there's a REST API and an MCP server, so you can run
this from Claude Desktop, Claude Code, or your own agent. → /developers
Free: one full report per account, no card. Pro is $19/mo with a 3-day trial.
Here's a complete report on a real parcel, nothing gated:
landbenchmark.com/sample-report
What I'd genuinely like to know: if you've bought land, what did you wish
you'd known before you signed? I'm here all day.
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