Language-specific prompt sets
We build prompt sets around how buyers ask in each language, including local phrasing, comparison terms and decision criteria.
Language Visibility Layer
The Enough Agency helps brands appear accurately, confidently and consistently in AI answers across languages. We test how ChatGPT, Gemini, Perplexity, Claude and AI Overviews describe your brand in each language, then fix the content, entity, source and sentiment gaps that simple translation misses.
Bring your target languages, markets and competitors. We define which language sets need AI answer testing, entity cleanup and localized authority work first.
Why Translation Is Not Enough
AI engines synthesize from local-language pages, regional sources, third-party mentions, reviews, directories and structured data. If those signals are thin or inconsistent, the translated page becomes content without authority.
The Enough Agency treats each language as its own visibility environment. We check whether the brand is mentioned, cited, recommended and framed correctly, then build the language-specific evidence layer that helps answer engines choose the right description.
What We Localize
We build prompt sets around how buyers ask in each language, including local phrasing, comparison terms and decision criteria.
We inspect whether AI systems explain the brand, services, audience and proof points correctly in each target language.
We identify the publications, directories, reviews, communities and authority sources that shape answers in each language.
We make sure brand names, service terms, people, products and category relationships stay connected across translated and local pages.
We track positive, neutral, cautious and inaccurate answer patterns so correction work is not hidden inside a global report.
We connect language-level visibility to branded search, qualified traffic, engagement and assisted conversion signals where available.
Optimization Cycle
Choose the priority languages, markets, engines, competitors and buyer prompts that need separate visibility testing.
Capture language-level mentions, citations, source patterns, sentiment, brand accuracy and competitor visibility.
Refine localized content, entity signals, schema, internal links and third-party source strategy for the language context.
Track whether the language improves in answer presence, citation strength, sentiment, share of voice and qualified demand.
Technical Notes
Each language gets its own prompt logic because buyer phrasing, comparison terms and intent signals rarely transfer cleanly from English.
The Enough Agency checks whether translated service names, brand mentions and proof points still connect to the same recognized entity.
We identify whether AI engines trust local-language sources, third-party mentions and regional proof more than translated owned pages.
Language changes can introduce weak framing, caution language or outdated claims. We track those patterns separately.
We adapt definitions, FAQs, comparisons and summaries so AI systems can cite them naturally in the target language.
Reports show mentions, citations, source inclusion, share of voice and AI-influenced demand by language, not just globally.