How Spanish-speaking buyers in the US ask
Spanish-speaking buyers in the United States ask AI assistants in Spanish about a life that runs on US rules. Car insurance is aseguranza, not seguro; the weekly grocery run is hacer el mandado; a car is a carro; and a food-delivery app stays an app. Someone without a Social Security number asks which bank lets them open an account with an ITIN, the taxpayer identification number the IRS issues instead. A new driver asks which aseguranza takes a licencia nueva. A job seeker looks for trabajo bilingüe, in Spanish and English. Cities are Houston, Los Ángeles, Miami and Chicago, and the state, Texas or Florida, often matters more than the country.
This is not Mexican Spanish with a different flag, and it is not English translated. The brands in the answer are US brands: the bank, the insurer, the airline and the supermarket a person in Houston would actually use, asked about in the Spanish spoken in Houston. A keyword list translated from English misses the vocabulary; a prompt set borrowed from Mexico misses the ITIN, the state and the brands. VozRadar discovers questions in es-US from the start, so the prompts read like something a Spanish speaker in the US would actually type. A few examples from the evaluation set follow.
Example questions
Hand-picked examples from VozRadar’s evaluation set for this market, in the language buyers use. They show how questions are phrased here; they are not measured demand.
- ¿Qué banco me deja abrir una cuenta con ITIN en Estados Unidos?
- ¿Qué aseguranza de carro recomiendan en Estados Unidos para alguien con licencia nueva?
- ¿Dónde conviene hacer el mandado en línea para ahorrar?
- ¿Cuál es la app de delivery más confiable para pedir comida de noche en Houston?
- ¿Cuál es el lector de tarjetas más barato para cobrar en un food truck?
- ¿Dónde buscar trabajo bilingüe en español e inglés en Houston?
What shapes the answers
Web-grounded assistants answer from what they retrieve, and for a Spanish question about the US that should mean US sources. The Spanish-language press in the US, Univision, Telemundo, La Opinión in Los Angeles, El Diario in New York and El Nuevo Herald in Miami, covers banks, insurers and stores for a Hispanic audience. US consumer publishers, NerdWallet, Bankrate and Consumer Reports, compare accounts, credit cards, insurers and products for US readers, some of it in Spanish. Federal and state bodies publish on .gov domains. Pan-regional outlets such as CNN en Español or Infobae, and global platforms, are read across the Spanish-speaking world and do not count as local to the US.
The domain alone says little here: almost every US publisher and brand lives on .com, the same suffix as a site in Mexico or Spain. When VozRadar first evaluated this market, the local-source check failed for exactly that reason, and it passed once the evaluation set named the US-only publishers by domain. That is also the risk a brand faces in this market: for a question asked in Spanish, an engine can just as easily retrieve a Mexican bank comparison or a Spanish newspaper as a US one. A brand that describes its US offer in Spanish on its own pages, and is covered by the US Spanish-language press and US comparison sites, gives the model a reason to name it; a brand with only an English site and English coverage leaves the answer to competitors that those sources describe. Absence from those sources is not a penalty; it is the absence of a reason to be included. The list below shows the kind of sources VozRadar checks for the US Hispanic market: a hand-picked set used to evaluate the market, not a ranking of who is cited most.
Local sources
Local publications and public bodies VozRadar checks for in AI answers for this market. A starting point, not a ranking of what gets cited most.
- univision.com
- telemundo.com
- laopinion.com
- eldiariony.com
- elnuevoherald.com
- nerdwallet.com
- bankrate.com
- consumerreports.org
Where VozRadar helps in the US Hispanic market
The US Hispanic market is generally available: it passed VozRadar’s market readiness checks on real AI answer engines on 26 September 2026, the same day as the Latin American markets. The checks ran its evaluation set, 20 questions in US Spanish across ten categories, from digital banks and food delivery to car insurance, airlines and job boards, with US benchmark brands and US local sources, and confirm that answers come back in Spanish, name the US brands a good answer should name, cite a meaningful share of US sources and rarely lean on sources from Mexico or Spain. Three things need watching in this market more than elsewhere: how often an answer to a Spanish question comes back in English; whether an engine cites US sources or Mexican and Spanish ones; and Gemini, whose API has no location control, so it sees only the language and tends to lean on Mexico. VozRadar measures each of these per market, never pooled across countries, and the loop is the same as in Mexico, the reference market.
Discover. VozRadar finds the questions Spanish-speaking buyers in the US are likely to ask about your category, in US Spanish, and you approve the ones that matter.
Measure. Approved prompts run weekly on named answer surfaces: OpenAI’s web-grounded API, Gemini with Google Search grounding, Perplexity’s web-search API, and Google AI Mode and AI Overviews captured from search results, with the United States as the location wherever the surface allows one. Each answer is stored with its surface, model and location, and rates come with sample sizes rather than as a ranking.
Explain and fix. Gaps show which brands are named instead of yours and which US sources cover them but not you; each becomes a content brief or a prompt for a coding agent. You review and ship it. VozRadar never publishes to your site.
Prove. The Experiment Ledger records a baseline, a ship date and an observation window, so a change in US Spanish answers has a recorded before and after.
VozRadar is in prelaunch; the waitlist starts with a free one-off scan of your brand in the US Hispanic market.
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