Know a home is coming available — before it's listed.
Too Soon AI reads publicly available records tied to major life changes and cross-references them with property data — so you can reach out to an owner directly, respectfully, before a house ever hits the market.
By the time a house is listed, everyone already knows.
The traditional real estate process is built to reveal opportunity last. An owner's circumstances change long before a "For Sale" sign goes up — and by the time it does, dozens of buyers and agents are competing for the same information at the same moment.
Too Soon AI exists to close that gap — respectfully, transparently, and using only what's already public.
We read publicly available records tied to major life changes, match them to real property ownership data, and let a buyer draw a search area on a map to see what's likely coming — early enough to have an honest, direct conversation with the owner.
Four steps, one honest conversation
No cold-calling lists. No guesswork. Just public data, scored transparently, put on a map.
Draw your area
Trace the neighborhood you care about directly on the map — no zip-code guesswork, no generic radius search.
AI finds the signal
We cross-reference public life-event records with property ownership data to identify homes that may be coming available soon.
Confidence, scored
Every match gets a transparent score. Low-confidence matches are labeled "possible" — nothing is presented as certain.
Reach out directly
Generate a respectful, one-tap outreach letter and start a direct conversation with the owner — no agent required.
This is real people's information. We treat it that way.
Public records only
Every signal comes from records that are already legally public. We don't buy private data or scrape anything behind a login.
Conservative by default
Matches below our confidence threshold simply don't get shown. When in doubt, we stay quiet.
One-tap dispute
Every match can be flagged. Flagged matches are hidden immediately and reviewed by the founder within 48 hours.
Human in the loop
No black-box scoring. The matching logic is deterministic, auditable, and manually spot-checked every week during beta.
Confidence scoring, made visible
Every property card shows exactly how confident the match is — never a raw guess presented as fact.
Owner name matched across two independent public sources. Filing is under 90 days old. Property is owner-occupied, not held by an entity.
Homes first. Then everything else people own.
We're deliberately starting small — one region, one signal type — to get the trust and accuracy right before we scale.
Northwest Arkansas
Limited to Benton & Washington County. One life-event signal type, sourced from a single, verifiable public court records provider.
More signals, same rigor
Additional publicly-documented life-event types added to the matching pipeline, with the same conservative confidence scoring.
Broader public-record coverage
Expanded event coverage, including obituary and estate-related public notices, handled with extra care and longer review windows.
Point, snap, discover
Take a picture of any property and see its owner, estimated value, and whether a public life-event signal is attached to it.
Cars. Boats. RVs. Motorcycles.
The same direct-to-consumer model, applied to every major asset people buy and sell — not just real estate.
Tom Laszewski
Tom is a builder who tends to start things in his own backyard before scaling them. He's spent his career across software architecture and full-stack development, and outside of it, he's built two other founder-led ventures from scratch: Cold Immersion, a cold-exposure and breathwork practice, and the Ma Pesch Foundation, a scholarship fund for STEM students.
Too Soon AI follows the same pattern — start local, prove the core assumption with real people, and expand deliberately. The beta is running in Northwest Arkansas, Tom's home base, where he can personally review every match by hand.
Ready to see what's too soon?
Beta access is limited to Northwest Arkansas right now. Reach out to request access, ask a question, or talk about what comes after homes.
tom@toosoon.aiToo Soon AI surfaces information derived solely from publicly available records. Matches are estimates, not guarantees, and are reviewed for accuracy on an ongoing basis. Too Soon AI is not a real estate brokerage and does not provide legal, financial, or real estate advice — always do your own diligence before contacting a property owner or making an offer.