Question m14 mid recommend decision
Which tools track AI visibility in languages other than English?
On 28 October 2026, ChatGPT recommended three brands, starting with Evertune; Claude recommended nine brands, starting with Peec AI; Gemini recommended ten brands, starting with LILT; Perplexity recommended five brands, starting with Rush Analytics. No brand was recommended by all four.
Asked once of each AI on 28 October 2026, with its own web search on and no location sent. Answers are shown verbatim. How we read them: one grand master model marked each brand, and a brand counts only if its name is in the answer word for word. The method.
ChatGPT
gpt-6-luna
Several AI-visibility tools say they track prompts or brand mentions in languages beyond English:
| Tool | What it says about language support |
|---|---|
| Evertune | Lists support for 33 languages, including French, German, Japanese, Korean, Spanish, Portuguese, Arabic, and Vietnamese. (evertune.ai) |
| Cituna | Lists 19 languages, including Spanish, French, German, Italian, Arabic, Hindi, Japanese, Chinese, Korean, and Thai. (cituna.com) |
| Scrunch | Says it supports prompts in any language supported by the AI platforms it monitors. (helpcenter.scrunchai.com) |
| PSentry | Says it monitors visibility in 5+ languages, and highlights English, German, French, Spanish, and Italian. (psentry.com) |
| Conductor AI Search Performance | Supports locations and languages available through the APIs of its supported AI search engines; availability varies by engine and market. (conductor.helpjuice.com) |
For a broad stated language list, Evertune is a useful starting point; for support described as flexible across many languages, compare Scrunch. Before choosing, confirm that a tool runs prompts in the target language and market—not just that its dashboard can display translated results.
What it searched
- AI visibility tracking tools multilingual languages supported official
- AI search visibility tracking multilingual support languages official platform
- LLM visibility tracking tool supported languages official
Sites it found
- psentry.comPSentry - AI Visibility Monitoring in Every Languagecited
- cituna.comAI Visibility Platform: How AI Engines See You | Citunacited
- conductor.helpjuice.comAI Search FAQs | Conductor Knowledge Basecited
- evertune.aiTop GEO Platforms Track Prompts In Different Languages and Regionscited
- helpcenter.scrunchai.comLanguages in Scrunch | Scrunch Help Centercited
and 31 more found but not cited
- servicenow.com
- brantial.ai
- withmaya.ai
- rovoki.com
- rixe.ai
- aigely.com
- tarnua.ai
- docs.verkada.com
- lionbridge.com
- storage.googleapis.com
- en.wikipedia.org
- home.norg.ai
- hedy.ai
- en.wikipedia.org
- europarl.europa.eu
- reddit.com
- reddit.com
- arxiv.org
- reddit.com
- reddit.com
- reddit.com
- reddit.com
- reddit.com
- reddit.com
- reddit.com
- reddit.com
- en.wikipedia.org
- reddit.com
- reddit.com
- arxiv.org
- arxiv.org
Claude
claude-haiku-5-5
Several tools now track AI answers in non-English languages, but coverage varies a lot and the vendors' claims are hard to verify. Most of what I found comes from vendor-written comparison posts, so treat the specifics as claims to test during a trial.
Tools that advertise explicit multi-language tracking
- Peec AI: Sources consistently cite 115+ languages, including Japanese, Korean, and Chinese, and one comparison says it offers unlimited countries and languages at every tier. Peec AI reports the broadest raw coverage at 115+ languages, including Japanese, Korean, and Chinese.
- SE Visible (SE Ranking): Brand monitoring can be configured in English, French, German, Dutch, or Spanish, and the tool suggests localized prompts for native-language searches. SE Ranking's broader AI search tool tracks brand mentions and links in multiple languages across five major AI search platforms.
- Profound: One comparison says it covers 30+ languages across 150+ regions.
- AthenaHQ: Sources say it offers multi-language and multi-region support, but they disagree on specifics. One says it publishes support for 60+ countries and languages at its enterprise tier. Another notes that language support is not publicly documented.
- Otterly.ai: A list of its features says it tracks search prompts in various languages and throughout various countries. However, it does not publicly disclose a language count. Its dashboard is in English.
- Citadex: It claims support for tracking in any language your buyers use, including Japanese, Korean, Chinese, Arabic, and others, with visibility measured per market (country + language).
- Omnia: One listing says it offers unlimited brands, countries, and languages, including on the entry plan.
- Allmond: It covers 67+ countries, and one listing says it has unlimited languages.
Tools with unclear or limited non-English support
- BrightEdge: BrightEdge publishes very little about non-English market support, multilingual prompt handling, or per-language segmentation.
- Goodie: Which languages are supported for prompt tracking is not publicly disclosed.
- Talkwalker: This is a social and brand-listening platform rather than an AI-answer tracker, but it covers 180+ language coverage, which may matter if you also need to monitor social mentions.
Things to check before buying
- Native prompts vs. translations: One guide advises that the key question is whether prompt tracking runs natively in the target language, not just in translated versions.
- Plan gating: Non-English coverage varies more by plan than by capability — several tools gate it to enterprise tiers.
- Per-market segmentation: Look for language and country reported separately, not blended into one score.
- Engine coverage: Some tools skip engines that matter in certain markets. For example, one comparison notes that most tools omit Qwen and Mistral.
A practical approach is to run a trial with prompts written by native speakers in your target languages, then check whether the results match what you see when you run those queries yourself.
What it searched
- AI visibility tracking tool multilingual non-English languages
- LLM brand monitoring tools support multiple languages 2026
Sites it found
- visible.seranking.comSE Visible — An AI Visibility Tool Made to ... - SE Rankingcited
- citadex.io7 AEO Tools Compared: Multilingual AI Visibility (2026) — Citadex Blog — Citadexcited
- citadex.io7 AEO & GEO Tools Compared for Multilingual AI Tracking (2026) — Citadex Blog — Citadexcited
- citadex.ioTop 8 Approaches for Tracking AI Brand Visibility in Non-English Markets — Citadex Blog — Citadexcited
- citadex.io7 AI Visibility Tools Compared: Multilingual & Global — Citadex Blog — Citadexcited
- writesonic.comTop 12 LLM Tracking Tools for AI Visibility in 2026cited
- otterly.aiBest AI Search Monitoring Tools (2026): Track Brand Visibility Across AI Search Enginescited
- therankmasters.comBest Scalable Brand Monitoring Tools (2026)cited
- cloro.devBest LLM & AI Visibility Tools 2026: 12 Testedcited
and 9 more found but not cited
- blog.laratranslate.comBest AI Brand Visibility Tracking Tools in 2026 - Blog
- nicklafferty.com9 AI Visibility Optimization Platforms Ranked by AEO Score (2026)
- avisibli.comAI Visibility Tracking Works in Any Language - Here's Why That Matters - avisibli
- postking.appAI Visibility Tracking Tools: 10 Best Picks for 2026
- designrush.comTop 10 Tools for Tracking LLM Brand Visibility in 2026
- backlinko.com6 AI Visibility Tools to Track Your Brand Across LLMs (2026)
- seranking.com10 Best LLM Tracking Tools in 2026
- erlin.ai10 best AI brand monitoring tools in 2026 (reviewed) - Erlin.ai
- getmint.ai7 Best AI Brand Monitoring Tools for LLM Visibility in 2026 - GetMint
Gemini
gemini-3.1-flash-lite
Tracking AI visibility and performance in languages other than English requires specialized approaches, as standard English-centric tools often miss localized errors, cultural nuances, and regional search behaviors.
Tools and resources in this space generally fall into two categories: benchmarking frameworks (for evaluating model proficiency) and visibility/monitoring platforms (for tracking brand presence and search performance).
1. AI Benchmarking Tools (Evaluating Model Performance)
These tools help you understand how well a model "thinks" or performs in different languages compared to English.
- LILT: Provides enterprise-grade multilingual benchmarking infrastructure. It uses localized "golden datasets" to evaluate models natively across over 200 languages, avoiding the pitfalls of simple English-to-target-language translation.
- AI Language Proficiency Monitor: A research-backed benchmark designed to systematically assess LLM performance across up to 200 languages, with a focus on tracking progress over time.
- Artificial Analysis: Offers a widely used leaderboard that compares the multilingual performance, pricing, and speed of leading AI models, allowing you to see how different LLMs stack up across languages.
- BenchLM.ai: Provides a leaderboard specifically focused on multilingual benchmarks (such as MGSM and MMLU-ProX) to evaluate cross-language reasoning.
- Scale AI (MultiNRC): Developed the "Multilingual Native Reasoning Challenge," which evaluates models using questions written natively by speakers of languages like French, Spanish, and Chinese, rather than relying on translations of English benchmarks.
- Hugging Face (evals-for-every-language): An open-source project that maintains evaluation snapshots for various languages, providing metadata on model performance per task and language.
2. AI Visibility & Monitoring Tools (Tracking Market Presence)
If you are tracking how your brand or content appears in AI search results across different countries and languages, you need tools that account for geographic and linguistic variables.
- Cognizo: Noted for its capabilities in multi-country AI search monitoring, helping brands track their AI visibility across different markets where AI engines surface varying results.
- AnswerBench: Uses an editorial methodology to track AI visibility, emphasizing that language alone does not define a market; it allows you to build separate observations for specific language-market combinations.
- Custom Monitoring Setups: Experts often recommend building your own "multilingual prompt panels" using tools like LangSmith or Evidently AI. These platforms allow you to:
- Set up A/B testing across different prompt versions.
- Maintain "golden datasets" in target languages to ensure consistent evaluation.
- Implement "LLM-as-a-judge" workflows that can be calibrated for cultural nuance and specific language quality criteria.
Key Considerations for Multilingual Tracking
When selecting tools for non-English environments, ensure they address these critical "blind spots":
- Native vs. Translated: Avoid tools that only translate your English prompts; ensure the tool supports native-language input to capture genuine linguistic reasoning and cultural context.
- Market Context: A language (e.g., German) is spoken in multiple countries (Germany, Austria, Switzerland) with different market conditions. Ensure your tool treats language and location/market as separate variables.
- Data Residency: If your multilingual monitoring involves sensitive data (e.g., customer service transcripts), check for GDPR or regional compliance (e.g., Germany’s BDSG) to ensure data stays within required borders.
What it searched
- AI benchmarking tools multilingual support
- tools tracking AI model performance in languages other than English
- monitoring AI model language coverage and performance non-English languages
- LLM evaluation frameworks multilingual capabilities
Sites it found
- lilt.comlilt.comcited
- airankchecker.netairankchecker.netcited
- talkory.aitalkory.aicited
- arxiv.orgarxiv.orgcited
- artificialanalysis.aiartificialanalysis.aicited
- azumo.comazumo.comcited
- benchlm.aibenchlm.aicited
- scale.comscale.comcited
- github.comgithub.comcited
- answerbench.organswerbench.orgcited
- mastra.aimastra.aicited
- evidentlyai.comevidentlyai.comcited
- aivisibilityapp.comaivisibilityapp.comcited
- huggingface.cohuggingface.cocited
- usefini.comusefini.comcited
Perplexity
perplexity/sonar
Several AI visibility platforms advertise tracking in languages beyond English:
- Peec AI — says it supports 115+ languages, making it a strong option for broad language coverage. 37
- Profound — a recent comparison reports 30+ languages; confirm which languages and plans are included with the vendor. 3
- SE Ranking’s SE Visible — supports English, French, German, Dutch, and Spanish. 9
- Rush Analytics — advertises 50+ languages and localized queries. 13
- Otterly.ai — says prompts can be tracked in all languages across 50+ country markets; its dashboard is in English. 11
- Promptwatch — lets you set a language per monitor, including regional variants such as French (Belgium). 1
- Scrunch — says prompts can be written in any language, with country targeting. 1
- Citadex — claims support for any language, segmented by country and language. 3
Language coverage, market targeting, and plan access aren’t always the same thing. Before choosing, check whether the tool runs prompts in your target language and location—not just whether its interface supports that language. These figures come from recent third-party comparisons and vendor claims, so it’s worth confirming current details directly.
What it searched
- AI visibility tracking multilingual languages supported tools 2026
- AI search visibility platform international languages supported
- LLM visibility tracking tool languages Spanish French Japanese
Sites it found
- promptwatch.comWhich AI Visibility Tools Track Brand Mentions Across Multiple ...cited
- citadex.iocitadex.io › blog › 7-aeo-geo-tools-compared-for7 AEO & GEO Tools Compared for Multilingual AI Tracking (2026)cited
- topify.ai7 Best Tools to Track AI Search Visibility in 2026 | Topifycited
- tryprofound.comSE Visible review: What it gets right (and where it falls short)cited
- citadex.io7 AI Visibility Tools Compared: Multilingual & Global - Citadexcited
- rush-analytics.comAI Tracker — Monitor Your Brand Mentions Across AI Search Enginescited
and 9 more found but not cited
- citadex.io7 AEO Tools Compared: Multilingual AI Visibility (2026) - Citadex
- advancedwebranking.comThe international SEO tool that speaks your team's language
- blog.hubspot.comProfound vs. Peec AI: Which is right for your team?
- brandbeacon.aiAI Search Monitoring & Visibility Tracker Tool | BrandBeacon
- llmpulse.aiHow to Measure AI Share of Voice (Complete Guide for 2026)
- brightedge.comGlobal and International Content Performance - BrightEdge
- rankingsuperior.comRankingSuperior | Content That Ranks
- useomnia.comThe 10 Best International SEO Tools for AI Search in 2026 ... - Omnia
- optimizegeo.aiMulti-Country AI Visibility Tracking: 2026 Guide | OptimizeGEO
AI search visibility tools: what AI recommends, October 2026 Every answer as CSV or JSON