Generative Portrait of Poland: a semantic map

White squares are places; lime squares are the things the models link to those places in their answers.

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Warsaw — The most frequent core names are Warsaw (40.0% of answers) — 40.0% of answers
Chopin — Chopin appears alongside Warsaw or Żelazowa Wola in 97% of his mentions — 97% of mentions
Kraków — The most frequent core names are Warsaw (40.0% of answers), Kraków (36.6%) — 36.6% of answers
Wawel — among institutions and historic sites, the National Court Register (7.1%), Wawel (6.6%) — 6.6% of answers
Wrocław — The most frequent core names are Warsaw (40.0% of answers), Kraków (36.6%), Wrocław (27.0%) — 27.0% of answers
Gdańsk — Two names come up here more often than elsewhere: Gdańsk (7 of 12) and Ystad (4 of 12) — in 7 of 12 answers
Solidarity — Solidarity and Wałęsa come in through Gdańsk and the shipyard. — 72.9% of mentions
Copernicus — Copernicus alongside Toruń or Frombork in 54% — 54% of mentions
Poznań — The most frequent core names are Warsaw (40.0% of answers), Kraków (36.6%), Wrocław (27.0%), Gdańsk (21.8%), Poznań (15.1%) — 15.1% of answers
IT hubs — a company looking for engineers gets Poland with a recommendation in 93.8% of answers (a service centre in 95.8%, on four questions) — 95.8% of answers
Szczecin — Then come studies (recognition, insurance for a Norwegian student), a job offer and taxes, implants in Szczecin or Budapest
logistics — Explicit recommendation ranges from 93.1% in questions about sales markets to 62.3% in questions about logistics — 62.3% of answers
Toruń — Copernicus comes in through Toruń, which appears in one in twenty of these answers on average, but in one in two of those that mention Copernicus.
Ukraine reconstruction — As a base for Ukraine's reconstruction, Poland is explicitly recommended in every answer, including when the question does not name it.
Rzeszów — a grain store in Lublin or Rzeszów ahead of delivery to Germany
Katowice — The most frequent core names are Warsaw (40.0% of answers), Kraków (36.6%), Wrocław (27.0%), Gdańsk (21.8%), Poznań (15.1%), Katowice (9.6%) — 9.6% of answers
ferry to Ystad — the Baltic ferry (in 87 of 348 answers to Swedish companies, although no question asks about a ferry) — in 87 of 348 answers
Masuria — In the study's answers to German individuals Masuria appears in 34 of 360 answers, but 24 of these respond to the four questions that themselves name Masuria — in 34 of 360 answers
industry — Katowice belongs above all to answers for companies: 635 of 806 (78.8%, although companies account for half of the data set) — in 635 of 806 answers
Gdynia — Gdańsk, Gdynia or Szczecin appear in 33 of the 48 shortlist answers — in 33 of 48 answers
Auschwitz-Birkenau — First associations with Poland are dominated by places and symbols: Warsaw 117, Kraków 116, Solidarity 97, pierogi 93, Auschwitz-Birkenau 70 — in 70 of 144 answers
Łódź — Katowice (9.6%) and Łódź (8.7%) — 8.7% of answers
Tatras — Unlike most market-specific threads in this chapter, this one makes it into practical answers: the Tatras appear in 48 of the 348 answers to Czech individuals — in 48 of 348 answers
Zakopane — the Tatras appear in 48 of the 348 answers to Czech individuals (only one question names them), Zakopane in 38 — in 38 of 348 answers
Lublin — A Ukrainian company asks about Poland as a gateway to the EU and as a back-up base: a grain store in Lublin or Rzeszów ahead of delivery to Germany
Silesia — A Slovak company asks about southern Poland: a pilot entry into the Silesian Voivodeship
Gliwice — 635 of 806 (78.8%, although companies account for half of the data set), most often alongside Gliwice, Tychy, the A4 motorway and the Polish Investment Zone
gingerbread — Toruń (often overlooked): birthplace of Copernicus, a UNESCO-listed historic centre, interactive museums and traditional gingerbread houses
hub for Ukraine — Setting up a regional hub in southeastern or central Poland (Rzeszów or Warsaw) allows you to project power into Ukraine
ports and shipyards — For a Norwegian company Poland is a country of ports and shipyards, and the models have that map: Gdańsk, Gdynia or Szczecin appear in 33 of the 48 shortlist answers — in 33 of 48 answers
engineers — a company looking for engineers gets Poland with a recommendation in 93.8% of answers — 93.8% of answers
logistics hub — the strongest options are western Poland — particularly the Poznań / Wrocław / Łódź area
economic zones — an industrial zone near Katowice as a family firm's first export market
nearshoring — In questions about sales markets, service centres, economic zones and nearshoring, Poland's competitors are its Central and Eastern European neighbours
second warehouse — there is a point in competing for the role of "second warehouse" and "eastern hub": this is exactly how the models themselves describe western Poland when a company asks about Central Europe
vetting a partner — the door into the answer is not Warsaw or Toruń but the company's situation: vetting a business partner, recruitment, connection to the grid
lakeside house — a lakeside house in Masuria
IT jobs — IT and engineering jobs in Warsaw and Wrocław
Tychy — 635 of 806 (78.8%, although companies account for half of the data set), most often alongside Gliwice, Tychy, the A4 motorway and the Polish Investment Zone
A4 motorway — 635 of 806 (78.8%, although companies account for half of the data set), most often alongside Gliwice, Tychy, the A4 motorway and the Polish Investment Zone
POLIN Museum — the most frequently cited sources are the UNESCO World Heritage List site (26) and the POLIN Museum of the History of Polish Jews (23)
Polish Investment Zone — 635 of 806 (78.8%, although companies account for half of the data set), most often alongside Gliwice, Tychy, the A4 motorway and the Polish Investment Zone
service centres — a service centre for 50 people in Kraków, Wrocław or Katowice
Wałęsa — Solidarity and Wałęsa come in through Gdańsk and the shipyard. — 77.8% of mentions
John Paul II — John Paul II is the exception in the opposite direction: a place appears with him less often than average — 37.9% of mentions
Gdańsk Shipyard — Solidarity and Wałęsa come in through Gdańsk and the shipyard. — 72.9% of mentions
Statistics Poland (GUS) — The official layer consists of administration and registers: the gov.pl portal and its services (podatki, biznes, study), the National Court Register (KRS), Statistics Poland (GUS)
Łazienki — Chopin makes it into a practical answer alongside Warsaw: through the concerts in Łazienki
KRS — among institutions and historic sites, the National Court Register (7.1%) — 7.1% of answers
PAIH — the National Court Register (7.1%), Wawel (6.6%), PAIH, the Polish Investment and Trade Agency (6.5%) — 6.5% of answers
ZUS — Auschwitz-Birkenau (6.1%) and ZUS — 5.8% of answers
Polish Tourism Org. — In August 2026 the Polish Tourism Organisation, commissioned by the Ministry of Sport and Tourism, launched the "Poland. More than you expected" campaign in five markets
Świnoujście — The Ystad–Świnoujście ferry, a Swedish association, in 3 of 348. — in 3 of 348 answers
Oder — The Oder appears in 7 of 360, six of them answers to the question from Frankfurt (Oder). — in 7 of 360 answers
gateway to the EU — A Ukrainian company asks about Poland as a gateway to the EU and as a back-up base
Baltic coast — buying a holiday home on the Polish Baltic rather than in Mecklenburg
cold storage — the best base option is south-western Poland, above all the Wrocław–Legnica area
dental implants — People ask about work in Warsaw and Wrocław, an Erasmus semester, implants in Szczecin or Budapest
studies — someone is planning a semester in Kraków, looking for work in Poland or comparing warehouse costs near Poznań
energy storage — energy storage in Poland, and the regions with access to green energy
Toruń Old Town — Toruń’s medieval Old Town
Małaszewicze — The China–Europe railway via Małaszewicze features in one in three answers to Chinese companies — in 98 of 348 answers
Legnica — The Wrocław and Legnica example below shows how detailed this map can be.
Kłodzko — shopping in Kudowa and Kłodzko from Náchod
Kudowa-Zdrój — shopping in Kudowa and Kłodzko from Náchod
Nowy Targ — shopping trips from Orava to Nowy Targ and Żywiec
mountains and city — they come in through questions about combining mountains with a city and about a weekend “in the mountains, and then in the city”
a flat in the mountains — living in Zakopane rather than in the High Tatras
grain store — a grain store in Lublin or Rzeszów ahead of delivery to Germany
China–Europe rail — The China–Europe railway via Małaszewicze features in one in three answers to Chinese companies
renting a flat — renting or buying a flat in Wrocław or Kraków
manufacturing plant — a plant in Łódź or Katowice, with a model of hidden costs
city break — Kraków, Gdańsk and Warsaw for a city break
KRD — Good, because a model that recommends KRD for checking a Polish business partner is answering practically and credibly. — in 143 of 4,200 answers
Tyskie — Tyskie appears in one, as the brewery museum in Tychy
BIG InfoMonitor — the credit-information bureau BIG InfoMonitor (97) — in 97 of 4,200 answers
PSE — PSE, the Polish transmission-system operator (95) — in 95 of 4,200 answers
No Fluff Jobs — the job portal No Fluff Jobs (71) — in 71 of 4,200 answers
Hays Poland — the recruitment agency Hays Poland (53) — in 53 of 4,200 answers
Wedel — Among brands, the canon is food and cosmetics: Wedel 140, Żubrówka 122, Inglot 113, Reserved 113, Ptasie Mleczko 104, Ziaja 91
PGE — KGHM in 144 of 144 answers, PGE and PKO Bank Polski in 143 — in 143 of 144 answers
Reserved — Among brands, the canon is food and cosmetics: Wedel 140, Żubrówka 122, Inglot 113, Reserved 113, Ptasie Mleczko 104, Ziaja 91
KGHM — KGHM (in 144 of 144 answers) — in 144 of 144 answers
PKO Bank Polski — KGHM in 144 of 144 answers, PGE and PKO Bank Polski in 143 — in 143 of 144 answers
Ziaja — Among brands, the canon is food and cosmetics: Wedel 140, Żubrówka 122, Inglot 113, Reserved 113, Ptasie Mleczko 104, Ziaja 91
Baltic Power — Baltic Power in 50.0% — 50.0% of answers
Lotos — The models also know that the gas company PGNiG and the refiner Lotos are now part of Orlen.
PZU — PGE and PKO Bank Polski in 143, PZU in 139 — in 139 of 144 answers
Allegro — PZU in 139, Orlen and Allegro in 131 — in 131 of 144 answers
CD Projekt — the games developer CD Projekt and the clothing company LPP (122) — in 122 of 144 answers
LPP — the games developer CD Projekt and the clothing company LPP (122) — in 122 of 144 answers
shopping and fuel — shopping and filling up from Frankfurt (Oder)
Volkswagen Poznań — Volkswagen Poznań and Stellantis Gliwice also appear in these answers (12 and 3 of 24) — in 12 of 24 answers
shopping from Orava — shopping trips from Orava to Nowy Targ and Żywiec
Stellantis Gliwice — Volkswagen Poznań and Stellantis Gliwice also appear in these answers (12 and 3 of 24) — in 3 of 24 answers
shopping from Náchod — shopping in Kudowa and Kłodzko from Náchod
Bear Cave — Poland alongside Germany, with Kłodzko and the Bear Cave
Solaris — Automotive they know through buses: Solaris appears in every other answer
gov.pl — The answers thus return systematically to a few dozen Polish public sites: gov.pl (738)
trip with teenagers — Auschwitz with teenage children
paih.gov.pl — gov.pl (738), paih.gov.pl (449)
ekrs.ms.gov.pl — podatki.gov.pl (260), ekrs.ms.gov.pl (255)
study.gov.pl — stat.gov.pl (202), study.gov.pl (161)
poland.travel — The portal poland.travel has 134 citations, 119 of them in URLs given in the answer by models that did not search. — 119 of 134 citations
polin.pl — museums (polin.pl, auschwitz.org, muzeumkrakowa.pl)
auschwitz.org — museums (polin.pl, auschwitz.org, muzeumkrakowa.pl)
ahk.pl — but questions from companies (35.0%) produce ahk.pl (23 citations)
krd.pl — krd.pl, the Krajowy Rejestr Długów, a Polish debt register (Slovakia, 31)