Impacts of AI · Site 03 of 08 · Socio-culture · Common Ground

90%English

Available evidence puts English at about 92.65% of GPT-3's training data, 89.7% of Llama 2's and nearly 90% of Claude 2's. The models now shaping global culture were built almost entirely on one language's words.

Nayeem & Rafiei, 2026

Corroborated
Scroll · footage plays as you go

Culture travels

660 million people use one AI companion app, XiaoIce, alongside Chai (4 million active users) and Replika (2.5 million): software built in one place, woven into daily emotional life everywhere.

De Freitas et al., 2024

The flow narrows

Only 20% of the world's population speaks English at home, yet nearly half of the training data for major AI models is in English.

UN News, 2025

Both are true

73% of AI experts expect the technology to improve how people do their jobs; 23% of the US public agree. A 50-point gap over the same technology.

Stanford HAI, AI Index, 2026

01 / What exchange gives

Contact makes people legible

Sketches, translations, creative tools and softer arguments: what AI adds when cultures meet.

Q1 · Exposure
2.6bn
Human sketches from 236 countries, analysed

Researchers analysed 2.6 billion crowdsourced sketches of everyday concepts from 236 countries and territories. Cross-cultural similarities drawn from the sketches align 32% more closely with known cultural distances than text-based measures do.

Pera et al., 2026

Single-source
Q2 · Language online
110
Languages added to Google Translate in one year

Google says AI techniques let it add over 110 new languages to Google Translate in a year, spoken by half a billion people, for a total of 249, including 60 African languages.

UN News, 2025

Company-reported
Q3 · Livelihoods
25%
Rise in creative productivity with text-to-image AI

A study of over 4 million artworks from more than 50,000 users found text-to-image AI raised creative productivity by 25% and the chance of a work being favourited by 50%.

Cited study, via AI Companionship review (arXiv), 2025

Single-source
Q4 · Contact
⅔
Of an AI's suggestions taken up in cross-partisan debate

1,500 people were paired to debate gun control online. They took up 2,742 of the AI chatbot's suggestions to restate or soften their posts, about two-thirds, and felt more heard and understood.

BYU, on Argyle et al. (PNAS), 2025

Peer-reviewed
Q5 · Revival
726
Regional languages of Indonesia catalogued for preservation

A survey of Indonesia's language resources covers Bahasa Indonesia and 726 regional languages, most of them small, and lists the lexical resources being built to keep them in use.

Riza (ACL Anthology), 2008

Peer-reviewed
01 / 05
A talk in an open office
Q3 · Institutions
91%
Of educators who see better learning from creative AI

A 2025 study reported that 91 percent of educators observe enhanced learning when their students use creative AI.

Cited study, via AI Companionship review (arXiv), 2025

Single-source
Q5 · Youth
29%
Of Gen Z using generative AI in daily communication

About 29% of Gen Z users already use generative AI in their daily communication, a share the authors expect to keep growing.

Tsuria & Tsuria, Religions (MDPI), 2025

Peer-reviewed
Q6 · Uptake
80%+
Of employees using AI at work in five emerging economies

58% of employees worldwide used AI at work regularly or semi-regularly in 2025; in India, China, Nigeria, the UAE and Saudi Arabia the share passed 80%.

Stanford HAI, AI Index, 2026

Corroborated
No verified statistic

No verified figure exists for how much cultural exchange happens off the platforms: informal sharing, diaspora networks, in-person teaching. Every estimate we found extrapolated from platform data, so none is given.

No verified statistic

We could not establish whether exposure comes before tolerance or after it. The correlation is documented; no dataset we found settles the direction, so no causal figure is claimed.

02 / Emerging & unsettled

Directional, not settled

Bias that varies by model, words that leak from chatbots into speech, and opinion that moves both ways at once.

Q6 · Stereotypes across languages
92%
Anti-stereotype answers, GPT-4o-Mini
Anti-stereotype answers, % of cases
  1. GPT-4o-Mini~92%
  2. Gemini-2.5-Flash~68%

On the same cross-lingual religious-stereotype probe, GPT-4o-Mini picked the anti-stereotype answer in about 92% of cases; Gemini-2.5-Flash managed about 68%, with more invalid replies.

Shankar et al., 2026

Single-source
Q9 · Speech
700,000hrs
Of video and podcasts tracked for ChatGPT's words

Words ChatGPT favours, such as “delve” and “meticulous”, are turning up more often in spoken language, according to an analysis of more than 700,000 hours of videos and podcasts.

Scientific American, 2025

Single-source
Q7 · Global opinion
Four readings of public opinion, 2025
58%Employees worldwide using AI at work
+4ptsSay benefits outweigh drawbacks, 55% to 59%
80%+In Malaysia, Thailand, Indonesia, Singapore expect AI to change their lives in 3–5 years
52%Worldwide feel some excitement about AI companionship

Optimism is rising alongside nervousness: more respondents now say AI's benefits outweigh the drawbacks, and South-East Asia leads on expecting change.

Stanford HAI, AI Index, 2026

Corroborated
Q7 · Intimacy
~50%
Of Replika users in a romantic relationship with the AI

Around half of Replika's users describe their relationship with their AI companion as romantic.

De Freitas & Keller 2022, cited in De Freitas et al., 2024

Single-source
Q2 · Own language
89%in French
Of a public LLM arena's prompts written in French

France's public LLM arena, compar:IA, has collected over 600,000 prompts, 89% of them in French: offered a choice, people use AI in their own language.

Termignon et al., 2026

Single-source
No verified statistic

No reliable count exists of AI-generated cultural works entering circulation. Providers that publish volumes use incompatible definitions of a work.

No verified statistic

No verified measure exists of how much local adaptation survives inside a licensed international format. The industry treats it as commercially sensitive, and we found no independent audit.

03 / What exchange costs

Sameness arrives quietly

Shared models, vanishing languages, convincing fakes and companions standing in for people.

Q8 · Concentration
24M
Downloads of one model, BERT, in a single month

BERT was downloaded 24 million times in one month, and GPT-3 powers hundreds of deployed applications: the shared infrastructure researchers warn can make outcomes uniform across unrelated decision-makers.

Bommasani et al. (NeurIPS), 2022

Peer-reviewed
Q8 · Language loss
300
First-language Mvskoke speakers left, nearly all over 60

Fewer than 300 first-language speakers of Mvskoke remain, and nearly all are over 60: a generational cliff no new tool outruns on its own.

Mvskoke roadmap (ACL ComputEL), 2024

Peer-reviewed
Q9 · Trust
72%
Accuracy spotting text-to-speech political deepfakes

Participants identified text-to-speech deepfakes of political speeches in only 72% of observations, closer to the 50% of random guessing than to a perfect score.

Groh et al., Nature Communications, 2024

Peer-reviewed
Q9 · Craft
60%
Of Bangladesh garment jobs at risk from automation by 2030

AI and robotics are moving into sewing, cutting and fabric inspection; estimates suggest as many as 60 percent of jobs in Bangladesh's garment sector could be lost to automation by 2030.

Center for Global Development, 2025

Single-source
Q10 · Belonging
72%
Of US teens who have tried an AI companion

72% of US teens have tried an AI companion chatbot and 52% use one regularly: a substitute for everyday contact that arrived within a couple of years.

Robb & Mann 2025, cited in Chu et al., 2026

Single-source
Q10 · Ritual
45%
Less likely to believe in God, with high AI exposure at work

People whose jobs were one standard deviation more exposed to AI were 45 percent less likely to believe in God; countries with many robots saw religiosity fall 3 percent a decade.

Jackson & Waytz, via Chicago Booth Review, 2025

Single-source
01 / 06
A shopping-mall atrium
Q9 · Exclusion
88%
Of the world's languages overlooked by language technology

More than 88% of the world's languages, spoken by about 1.2 billion people, have been overlooked by language technology: the tools mediating culture serve a small share of its tongues.

Joshi et al. 2020, cited in NLP progress review (ACL), 2024

Corroborated
Q8 · One vendor
700
Companies screening candidates with one vendor's algorithm

700 companies, including over 30% of the Fortune 100, rely on a single vendor for algorithmic resume screening: the same concentration that can make outcomes uniform.

Bommasani et al. (NeurIPS), 2022

Peer-reviewed
Q9 · Written speech
12%
Of all Gmail messages were smart replies, 2017

As of 2017, algorithmic smart replies made up 12% of all messages sent through Gmail, nudging everyday writing towards the phrasing the system found safest.

Hohenstein et al., Scientific Reports, 2025

Peer-reviewed
Q10 · Sameness
10.7%
Of the similarity range: how much closer AI-aided stories grew

With five generative-AI ideas to hand, writers' stories became more alike: the rise in similarity equalled 10.7% of the total range. Individual stories improved; the pool narrowed.

Doshi & Hauser, Science Advances, 2026

Peer-reviewed
Q10 · Fragility
233
Indonesian languages with 1,000 speakers or fewer

Of Indonesia's regional languages, 386 are spoken by 5,000 people or fewer, 233 by 1,000 or fewer and 52 by 100 or fewer.

Gordon 2005, cited in Riza (ACL Anthology), 2008

Peer-reviewed
04 / What nobody measures

The numbers nobody keeps

Uncertain baselines, concentrated speakers and the questions research has barely started to ask.

Q7 · Loneliness
30–60%
Estimated share of US adults who are chronically lonely

AI companions are sold as a cure for loneliness, yet the size of the problem is itself uncertain: estimates of chronic loneliness in the US run from 30% to 60%, depending on the survey.

Holt-Lunstad et al.; Ipsos, cited in De Freitas et al., 2024

Single-source
Q5 · Who speaks
13 of 726
Indonesian languages with a million or more speakers

Thirteen of Indonesia's regional languages have a million or more speakers and account for 69.91% of the population; the other 713 share just 41.4 million speakers.

JavaneseSundaneseMalayMadureseMinangkabauBatakBugisneseBalineseAcehneseSasakMakasareseLampungeseRejang713 others
A million speakers or moreFewerLargest first

Lauder 2004, cited in Riza (ACL Anthology), 2008

Peer-reviewed
Q9 · Research gap
10%
Of socio-cultural AI abstracts that address policy

A systematic review of socio-cultural AI research found only ten percent of the abstracts analysed touch policy at all: governance is the field's least-studied corner.

Feher & Katona, Futures, 2021

Peer-reviewed
Q9 · Who governs
53%
Median who trust the EU to regulate AI, 25 countries

Across 25 countries a median 53% trust the EU to regulate AI effectively, against 37% for the United States and 27% for China.

Pew 2025, via Stanford HAI, AI Index, 2026

Corroborated
Q10 · Representation
22
Of 350+ images showed the white doctors the prompt asked to avoid

Asked for Black African doctors treating white children, the image model always drew the children as Black, and in 22 of over 350 images drew the doctors as white.

NPR, on Alenichev & Kingori, 2025

Single-source
05 / CodaNo statistics in this section

Market. Kitchen. Procession.

Market
Kitchen
Procession
06 / Closing

Who decides what survives?

The exchange is real and so is the concentration. Both sides of this page are sourced to the same standard: every figure carries its origin and a confidence label, and where no verified number exists the page says so. What the numbers cannot tell you is which losses were chosen and which were simply allowed.

Sources · 23 documentsFrom the LearnHaus socio-culture corpus
  1. 01Which English Do LLMs Prefer? Triangulating Structural Bias Towards American English in Foundation ModelsNayeem & Rafiei · arXiv / Cornell University · 2026 · cited for Q1
  2. 02Billions of Sketches Reveal Hidden Cultural Variation in Human ConceptsPera et al. · arXiv / Cornell University · 2026 · cited for Q1
  3. 03Mind your language: The battle for linguistic diversity in AI | UN NewsUN News · Academic Research Publication / Institutional Whitepaper · 2025 · cited for Q2, Opening
  4. 04AI Companionship and the Future of Social Connection: Philosophical and Empirical PerspectivesAI Companionship review (arXiv) · arXiv / Cornell University · 2025 · cited for Q3
  5. 05BYU Researchers Explore the Impact of AI on Human Relationships - BYU College of Family, Home, and Social SciencesBYU, on Argyle et al. (PNAS) · American Association for the Advancement of Science (AAAS) · 2025 · cited for Q4
  6. 06Indigenous Languages of Indonesia: Creating Language Resources for Language PreservationRiza (ACL Anthology) · IJCNLP-08 Workshop on NLP for Less Privileged Languages · 2008 · cited for Q5, Q10
  7. 07Artificial Intelligence’s Understanding of Religion - Investigating the Moralistic Approaches Presented by Generative ArtTsuria & Tsuria, Religions (MDPI) · MDPI · 2025 · cited for Q5
  8. 08AI Index Report 2026 Public OpinionStanford HAI, AI Index · Academic Research Publication / Institutional Whitepaper · 2026 · cited for Q6, Q7, Q9, Opening
  9. 09Mind the Gap: Pitfalls of LLM Alignment with Asian Public OpinionShankar et al. · arXiv / Cornell University · 2026 · cited for Q6
  10. 10ChatGPT Is Changing the Words We Use in Conversation | Scientific AmericanScientific American · Academic Research Publication / Institutional Whitepaper · 2025 · cited for Q9
  11. 11AI Companions Reduce LonelinessDe Freitas et al. · Academic Research Publication / Institutional Whitepaper · 2024 · cited for Q7, Opening
  12. 12compar:IA: The French Government's LLM arena to collect French-language human prompts and preference dataTermignon et al. · arXiv / Cornell University · 2026 · cited for Q2
  13. 13Picking on the Same Person Does Algorithmic Monoculture lead to Outcome HomogenizationBommasani et al. (NeurIPS) · arXiv / Cornell University · 2022 · cited for Q8
  14. 14Technology and Language Revitalization A Roadmap for the Mvskoke LanguageMvskoke roadmap (ACL ComputEL) · Academic Research Publication / Institutional Whitepaper · 2024 · cited for Q8
  15. 15Human detection of political speech deepfakes across transcripts, audio, and videoGroh et al., Nature Communications · Nature Publishing Group · 2024 · cited for Q9
  16. 16Three Reasons Why AI May Widen Global Inequality | Center For Global DevelopmentCenter for Global Development · Academic Research Publication / Institutional Whitepaper · 2025 · cited for Q9
  17. 17When Chatbots Accommodate: Auditing the Response Policies of AI Companions in Vulnerable ConversationsChu et al. · arXiv / Cornell University · 2026 · cited for Q10
  18. 18Where AI Thrives, Religion May Struggle | Chicago Booth ReviewChicago Booth Review · Academic Research Publication / Institutional Whitepaper · 2025 · cited for Q10
  19. 19NLP Progress in Indigenous Latin American LanguagesNLP progress review (ACL) · Academic Research Publication / Institutional Whitepaper · 2024 · cited for Q9
  20. 20Artificial intelligence in communication impacts language and social relationships | Scientific ReportsHohenstein et al., Scientific Reports · Nature Publishing Group · 2025 · cited for Q9
  21. 21Generative AI enhances individual creativity but reduces the collective diversity of novel contentDoshi & Hauser, Science Advances · American Association for the Advancement of Science (AAAS) · 2026 · cited for Q10
  22. 22Fifteen shadows of socio-cultural AI: A systematic review and future perspectivesFeher & Katona, Futures · Elsevier · 2021 · cited for Q9
  23. 23AI was asked for images of Black African docs treating white kids. How'd it go? : Goats and Soda : NPRNPR, on Alenichev & Kingori · Academic Research Publication / Institutional Whitepaper · 2025 · cited for Q10

Several figures are cited second-hand, as their source states them: Joshi et al. via an ACL review, Robb & Mann via Chu et al., De Freitas & Keller and Holt-Lunstad et al. via De Freitas et al., Gordon and Lauder via Riza, Pew via the AI Index, and two studies via an arXiv review of AI companionship.