You’ve read the threads. Here’s the data that would have settled them.

Deciding where to live usually means forty tabs at 11 p.m.: a thread from 2019, a listicle that wants to sell you a house, a chatbot that sounds sure. Localsaid ranks a city’s neighborhoods on live data, labels where every number came from, and lets the people who live there correct it before you see it.

Tucson, ranked for living

Locals correcting it now

#	Neighborhood	Schools	Flood and heat	Commute	Locals say
	Armory Park
	Barrio ViejoLocal correction pending
	Catalina Foothills
	Civano
	Midtown
	Oro ValleyLocal correction pending
	Rita Ranch
	Sam Hughes

Ranks and scores publish to the waitlist first. Every score will show where it came from.

One question, three answers

Most people decide where to live by asking a thread, asking a chatbot, and hoping they agree. Here is the same question, answered all three ways.

“Two kids, one starting kindergarten. I work near the airport. Where in Tucson should I look?”

A thread

Anywhere on the northwest side is fine for schools. Don’t overthink it.
posted 5 years ago
Disagree. Depends which side of the wash you end up on. Ours floods every August.
posted 3 years ago
[deleted]
posted 3 years ago

Real knowledge in there. No way to tell whose is current, or which wash.

A chatbot

Tucson offers many family-friendly neighborhoods with highly rated schools and convenient airport access. Popular options include , , and , all known for their welcoming community feel and abundant amenities.

Sources: none

Fluent and sure. Can’t say where any of it came from, or how old it is.

Localsaid

Eight neighborhoods, filtered on elementary ratings, an 8 a.m. drive to the airport, and flood exposure. Three pass.
Schools: liveCommute: liveFlood: cached
Corrected by a residentSchools: liveCommute: liveFlood: live
Schools: liveCommute: estimatedFlood: cached

Every number labeled. Blanks stay blank. One row corrected by someone who lives there.

Names are withheld until launch. The thread and chatbot replies are illustrative.

What you know after about a minute

One place for the questions that usually take a weekend of tabs. Pick the side that fits you; you can switch any time.

If you’re moving

Schools: Ratings for the schools a home actually feeds into, not the ZIP average.
Flood, heat, and air: FEMA flood zones, summer heat load, and bad-air days, side by side.
Commute: How long it takes to reach your job at 8 a.m., by car or transit.
What locals say: Recurring themes from reviews and neighborhood threads, quoted with sources.

If you’re investing

Rent against price: Whether the rent-to-price ratio holds on this block, not just this metro.
Permits: Who is building nearby. Permits carry a fifth of the momentum score.
Momentum: Price, rent, and permit trends, ranked against the rest of the metro.
Flood and insurance exposure: Risk you should price in before running cash flow.

Eight things a listing site, a thread, or a chatbot won’t give you

Listing sites are built to sell you a house. Threads remember what someone said once. Chatbots summarize both. Localsaid is built to answer whether a neighborhood is worth your next ten years, or your next dollar, and to show its work.

FactorLocalsaidElsewhere

Where each number came fromEvery score is labeled live, cached, estimated, or unavailable. If a source was down, the cell is blank. Nothing is filled in with a guess.A confident paragraph, or a star average, with no way to check it.

Recomputed, not rememberedEvery neighborhood in the city scored on the same rubric from current data, re-run when the data changes.Whatever was posted most, whenever it was posted.

A ranking locals argued withNeighborhoods ranked against each other, with a flag on every row a resident disputed and what changed after.Opinions in a thread, or one page per house. No ranking, no record of corrections.

Permits filed nearbyWho applied to build, gut, or demolish within walking distance, and whether that is speeding up. A fifth of the momentum score.Not shown

One neighborhood, two verdictsThe same place scored for living in and for buying into. Some blocks are a good hold and a hard place to live; some are the reverse.One answer for everyone, usually the buyer of one listing.

The bill after you move inProperty tax for the county, insurance as a flagged estimate, and electricity on the local utility's real rate, summer months included.A mortgage estimate, or “summers are brutal.”

What locals say, with sourcesRecurring themes from reviews and neighborhood threads, quoted and linked, so you can read the original instead of trusting a summary.The threads themselves, unsorted, or a summary of them with the links removed.

Noise you cannot see in photosDistance to highways, rail lines, and flight paths, computed for every neighborhood from the map itself.Rarely shown.

Every number says where it came from

Each score carries one of four labels, so you always know how much to trust it. A chatbot cannot do this; a thread never does.

If a source is down, the score is blank. Localsaid never fills a gap with an invented number.

Live

Pulled from the source when you asked.Public records, FEMA, the Census, transit feeds.

Cached

From a recent pull, with the date shown.Used when a source limits how often we can ask.

Estimated

Computed from a documented method.Insurance and rehab costs, for example, where no public feed exists.

Unavailable

We couldn’t get it, so we say so.The cell stays blank instead of showing a guess.

Locals correct the ranking before you see it

Data gets a neighborhood roughly right. People who live there get it exactly right.

Tucson, in progressPhoenix, nextTampa, next

We publish a first ranking for one city
A one-page list, built from public data, posted where that city already talks about itself.
Residents tell us where it’s wrong
The wash that floods every monsoon, the school boundary that moved, the block that feels different after dark.
We re-rank and show what changed
Corrected rows carry a flag so you can see the ranking was argued over, not just computed. Every change is logged in the open.

Corrections log, TucsonPreview

Flood and heat, loweredResidents flagged a wash that floods every monsoon; the FEMA layer missed it.
Schools, raisedA boundary moved last year; the block now feeds a different elementary.
Locals say, loweredThree residents described the same street after dark. Their words are quoted.

An assistant that says “I don’t know”

The ranking is the product. The assistant is how you question it. It answers only from the same sourced data, names where each number came from, and when it has nothing, it tells you that instead of making something up.

Turn your situation into filters: Kids, commute, budget, no pool. It narrows the list and shows which cut removed what.
Explain a rank: Ask why one neighborhood sits below another and get the scores that decided it.
Compare two places: Side by side on the factors you name, with the local corrections that apply.
Admit a gap: No measured noise for Tucson? It says so, shows the estimate it used instead, and labels it.

Tucson, Live modePreview

You

Two kids, one starting kindergarten. I work near the airport and I don’t want to own a pool. Where should I drive through first?

Localsaid

Filtering the eight Tucson neighborhoods on elementary ratings, a drive under 30 minutes to the airport at 8 a.m., and flood exposure. and pass all three. passes two but sits partly in a FEMA flood zone, and locals flagged its wash after the last monsoon.

Schools: liveCommute: liveFlood: cached

You

Which of those two is louder?

Localsaid

I don’t have measured noise for Tucson, so this is computed from distance to I-10, the rail line, and the airport approach. is closer to all three. Treat it as an estimate and listen for yourself on the drive.

Noise: estimated

Names are withheld until launch. Answers always carry the same source labels as the ranking.

Get your city’s ranking before it’s public

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