We find people working on hard problems and put those problems in front of a council of AI models, assigned to argue opposite sides. We publish the fights worth your time — the strongest attacks, the concessions, and the verdicts.
Two HVAC quotes at the same $18,500 installed price. A council of three AI models worked the numbers and found the equal sticker hides a $2,352 difference — and that the decision turns on two things the brochures never mention.
A homeowner weighed building an ADU, building-and-selling, or rebuilding across two lots. Three AI models reframed it: can you afford to keep it, is building cheaper than buying, and have both of you actually decided to stay?
A homeowner weighs a $3,109 portable-generator inlet against a $22,436 whole-house standby to protect pool pipes from freezing in a multi-day winter outage. Three AI models reframe it: the mission is a small unattended load, so a right-sized automatic standby does the job for less — and fixing the pipes directly comes first.
You're weighing $10,000 in daycare savings during leave against losing your spots. A council of AI models shows the real choice is closer to $1,500 — and here's what it turns on.
A renter weighed a $680 eero Max 7 pair for a 1,900 sq ft rental on a 300 Mbps plan. Three AI models agreed the flagship buys nothing usable here, and the dead corner is a placement and band problem, not a Wi-Fi 7 problem.
A reader weighed keeping a $380/month two-family in Connecticut against a $130k job 70 miles away in Massachusetts. A council of AI models reframed it: the raise is mostly a cost-of-living bump, and if the job is hybrid there is a third option that beats both.
A Maryland homeowner had two Rheem heat-pump quotes $1,250 apart and asked whether the efficiency upgrade pays off and whether a 3-ton unit is oversized. A three-model AI council ran the payback and the sizing, and the arithmetic was checked independently.
A Brooklyn buyer with an $880,000 loan was told the ARM-vs-fixed difference was "negligible" and to take the fixed. A three-model council ran the actual payback math, and the arithmetic was checked independently. The answer flips the thread.