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LandBenchmark
Check any parcel before you buy — with sources
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.
About LandBenchmark on Product Hunt
“Check any parcel before you buy — with sources”
LandBenchmark was submitted on Product Hunt and earned 3 upvotes and 1 comments, placing #125 on the daily leaderboard. 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.
On the analytics side, LandBenchmark competes within SaaS, Artificial Intelligence and Maps — topics that collectively have 531.7k followers on Product Hunt. The dashboard above tracks how LandBenchmark performed against the three products that launched closest to it on the same day.
Who hunted LandBenchmark?
LandBenchmark was hunted by A M. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of LandBenchmark including community comment highlights and product details, visit the product overview.
A M