ā¸Ąā¸”āšā¸”ā¸‡ ¡ Mot Dang
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ā¸Ąā¸”āšā¸”ā¸‡ ¡ Mot Dang ¡ Chiang Mai & Chiang Rai

Nobody chooses a 7-Eleven by its brand.

They choose the one with the cash machine. No map holds that. We do — for 88,251 places, with a visible reason for every fact.

Annika "Nan" Peacockmotdang.netSeptember 2026
01 / The problem, in one shop

A crawl gives you 487 identical records

4877-Elevens in the two provinces
1that OpenStreetMap tagged with a cash machine
92that Mot Dang knows have one
231that Mot Dang knows are open all night

Same brand, same logo, same Wikidata id, 487 pins. Nobody standing on a street at eleven at night is choosing between them on brand. They want the one with the ATM, or the one that is actually open, or the one with the hot food counter.

The unit of data is the shop. The unit of the decision is what is inside it. That gap is where every map on earth stops, and it is not a crawling problem — it is a collection problem wearing a crawl's clothes.

02 / What we collect instead

The facts that decide, and the reason we believe each one

Three layers, and they are data rather than code — a shelf says what kind of place this is, a facet says whether that one is worth the walk, a tag says what it also is across every shelf.

685places we know have wifi
570coin-operated
307open 24 hours
265with somewhere to sit
145step-free
123with a cash machine

Every fact wears its warrant. A dashed border means it was joined from a map point nearby. Solid means it was tagged. Solid and bold means a person stood there. A reader can see how far to trust a tag before they tap it.

Absence is never a claim. An untagged facet renders as nothing, never as "no". We know 92 of the 7-Elevens have a cash machine. We do not claim the other 395 lack one, and a directory that implied it would be lying quietly.

03 / One question, done properly

Where is the nearest toilet, may I use it, what does it cost

Sometimes there is only one question. The mapped answer is thin — 344 toilets mapped as toilets in Chiang Mai, 87 in Chiang Rai, and outside the old city that is close to nothing. Every map stops there and tells the reader there is nothing nearby.

So the answer is built a second way: thirteen classes of place that dependably keep one, ranked by how dependable the class is and how long its doors stay open — not by how nice the room is. Rank one is a fuel station. Each class carries who may use it (public, visitor, customer, guest), what it costs (free, small fee, free or small, with an order), and the hours its doors are open.

What is refused, and why

  • Convenience stores are excluded — all 515 of them. A Thai 7-Eleven does not normally keep a customer toilet, unlike abroad, and listing 515 of them would walk somebody to a door that is not there
  • The two kinds of knowledge — a toilet somebody mapped, and a class that dependably has one — are never printed in the same voice

What the reader gets

  • The list works the second the page opens, with no location shared and nothing to allow
  • Sorted by minutes on foot. Nearly every wat keeps one open and free
  • If a position is shared it stays on the device

This is the whole method in one page: when the ground truth is thin, answer with a ranked class, say which kind of knowing it is, and refuse the answer that would waste somebody's walk.

04 / Ask it something hard

Live, today, against a general search engine

Motorcycle parking near Tha Phae Gate

  • Mot Dang: 44, each with its distance from the gate — 80 m, 100 m, 150 m
  • Search: a scooter rental company, a hotel, a travel blog, and the parking page for the MotoGP circuit in Buriram, 600 km away

Tok sen, old city, still open at 21:30

  • Mot Dang: ā¸™ā¸¸āšˆā¸™ ā¸™ā¸§ā¸”ā¸•ā¸­ā¸āš€ā¸Ēāš‰ā¸™, with the hours the question turned on
  • Search: five tour-booking pages, none carrying opening hours at all

Thirty-eight questions were put to both on 18 September. Twenty had a working link to a business in the top five of search; 8% of the links were simply gone; the most common destination was a Facebook page, and 21 of the 22 fetched refused a reader who was not logged in.

Four in five businesses here are on Facebook and fewer than one in five has a website. The commercial web of this city is behind a login. Mot Dang is the open copy, and the licence is CC BY 4.0 so anyone may take it.

05 / The city is already listed

88,251 businesses have a page they do not know about

Built before anyone asked. A shop owner searching their own name finds a page with their hours, their pin, their phone — and a button that says this is mine. Confirming it takes a tick and shows on the page the same second.

88,251pages already made
freeto claim — tick what is true and it is yours
instantthe edit is live on the page the same second
0claimed so far — nobody has been told

That last number is the opportunity, not the problem. The supply side of a directory is normally the expensive half: you must persuade a merchant to create something. Here it exists already, and the ask is one tap on a page they were going to look at anyway.

The incumbent cannot run this play. A platform needs the merchant to show up first. Mot Dang did the work first and is holding the city's commercial identity in trust until its owners arrive.

Two provinces, and the second is not a junior

Chiang Rai is usually treated as an afterthought by everything that covers the north. Measured side by side:

62,848 · 25,398records — Chiang Mai, Chiang Rai
99.3% ¡ 99.6%carry a map pin
66.8% ¡ 78.1%carry Thai in the name
79.0% ¡ 79.0%have a Facebook page

On the two fields that decide whether a record can be found and shown to a Thai reader, Chiang Rai is ahead. It is a smaller province, not a thinner one.

06 / What it costs, and how fast

Five dollars a month. Thirty-five hours a city.

$5a month, all in — Workers Paid, 10M requests included
$0.15to re-embed the whole corpus for semantic search
35 hfirst commit to a live, sourced directory
1person

Seven American reference directories were built in the same seventy days, on purpose, to time the machine on subjects with no local advantage — barbecue, chicken wings, pinot noir, donut shops, Basque dining rooms, cross-border care, amulets worldwide. First commit to live site: 53 hours, then 45, 45, 36, 35, 35, 35. The curve is the asset.

No servers. No tile service and no per-view map fee — the basemap is self-hosted. No data licensing. No team. A new city does not need a new anything; the same plan absorbs it.

07 / Who turns up

5.3 million requests last month, and the audience is not who you would guess

5,296,010requests served in 31 days
724,170on the peak day
25 : 1machines to humans, measured across the publisher's repositories
CC BY 4.0attribution the only condition

Every assistant and agent shipping this year will be asked about this city. The answer they need is structured, licensed, sourced per field, and open to copy — and for Chiang Mai it exists in exactly one place.

08 / The ask

What money buys

Depth on the facts that decide — opening hours across the shelves people ask about with a clock in the question. The Thai-native trade registers a map never held. And telling 88,251 shop owners that their page is waiting.

The open question: what would have to be true for this to be worth backing at the size you would want to write? Say it, and the next version of this page answers it with a measurement.

Annika "Nan" Peacock — NaNoBotCo, Chiang Mai nan@motdang.net · motdang.net
Every figure was measured from the running system on 18 September 2026, not projected.

Forward it freely.