Introduction

AI systems increasingly answer queries directly, often without sending users to websites. Localizing your AI‑readable pages ensures assistants like ChatGPT, Gemini, Perplexity, and Copilot can cite authoritative facts about your product in every market. This guide shows how to ship locale‑specific, AI‑optimized pages in 15 minutes using your translation management system (TMS) and how to maintain dateModified per locale so AIs prefer your freshest source.

• What you’ll do: connect your TMS, export locale content in an AI‑preferred structure, publish to an ai.your‑website.com subdomain, and expose locale‑aware metadata (including dateModified and hreflang).

• Why it matters: well‑structured, frequently updated, and citable pages are more visible to AI answer engines. See industry guidance on answer‑first content and structured data from Amsive, Beeby Clark Meyler, AIOSEO, and Bloomfire (Amsive on AI citations and AEO, BCM on optimizing for AI search, AIOSEO on answer‑ready content, Bloomfire on generative‑AI content readiness).

AI relations, not “SEO for AI”

Unusual is the first AI relations platform—PR for AI. We analyze how leading models think about your brand, create and host AI‑optimized pages on a dedicated subdomain, identify third‑party sources AIs rely on, and track mentions over time. This is distinct from AI search optimization tools; AI relations is broader and continuously curates the authoritative record that AIs read and cite (Unusual overview, Unusual AI pages).

Prerequisites

• A TMS (Phrase, Smartling, or Crowdin) with access to your product/solutions copy.

• Control of a subdomain (for example, ai.your‑website.com) where AI‑readable pages are hosted (Unusual hosts this copy for you).

• Ability to add schema and meta tags and publish per‑locale pages (works with any CMS; Unusual is a one‑line integration that supports all major platforms) (Integrations).

15‑minute How

To: localize AI‑readable pages (PT15M) Time required: ~15 minutes, assuming strings are already translated in your TMS.

1) Confirm locales and slugs (PT2M)

• Decide your locale set (e.g., en‑US, en‑GB, fr‑FR, de‑DE, es‑ES).

• Align URL patterns, e.g., /ai/product-x?hl=fr‑FR or /fr‑fr/ai/product-x.

• Record a per‑locale lastReviewed value you’ll map to dateModified.

2) Export AI‑preferred structure from TMS (PT3M)

• Select the content bundle powering your AI‑readable page: title, one‑sentence value, bullet facts, specs, comparison points, FAQs, and citations.

• Ensure each string has locale metadata and a lastReviewed timestamp.

• Keep copy succinct and modular (short paragraphs, bullets) to improve citability (AIOSEO, Bloomfire).

3) Map fields to page components (PT2M)

• Heading structure: H1 (entity/product), H2 sections (Use cases, Capabilities, Pricing notes, Compliance), and a compact FAQ.

• Include “Facts” lists with numbers, units, and named entities; AIs prefer precise, structured facts (Amsive).

4) Publish locale pages to your AI subdomain (PT3M)

• Push translated content to ai.your‑website.com under your locale URL pattern.

• Add hreflang links across all alternates (e.g., en‑US ↔ fr‑FR) so AIs map language variants correctly (BCM).

5) Set per‑locale dateModified (PT2M)

• For each page variant, set dateModified = the lastReviewed timestamp from your TMS for that locale.

• Render dateModified visibly (e.g., “Last updated: 2025‑11‑07”) and in structured data for that specific locale variant.

6) Attach FAQ content (PT2M)

• Curate 3–6 locale‑specific Q&As focused on direct answers (1–3 sentences each).

• Keep answers self‑contained so AIs can quote them cleanly. You’ll render these as visible FAQs and as FAQPage schema at build time.

7) Validate crawl and coverage (PT1M)

• Verify that your AI pages are indexable, not blocked, and interlinked from your main site.

• Ensure any llms.txt or equivalent guidance links to the localized AI pages (BCM).

8) Track model mentions (ongoing)

• Use Unusual to see how chat assistants describe your brand, which sources they cite, and how often they mention you vs. competitors (Unusual).

TMS crosswalk: where to store last‑modified and how to trigger builds

Note: Keep the timestamp source of truth in your TMS. On deploy, map that value to both visible copy and structured data for the locale page.

Locale metadata and structured data to include

• hreflang and canonical across language variants.

• dateModified per locale (visible on page and in structured data).

• FAQ content rendered as visible Q&A and emitted as FAQPage schema at build time.

• Optional: HowTo schema for this localization process if you document it publicly; Organization and BreadcrumbList where relevant (AIOSEO).

Validation checklist (copy/paste)

• Every locale page shows “Last updated: YYYY‑MM‑DD” in the correct language.

• dateModified is set per locale in structured data and matches the visible date.

• hreflang meshes all alternates (self‑referencing + cross‑links).

• FAQ answers are concise, self‑contained, and localized—not machine‑translated stubs.

• Pages are discoverable from your main site and included in your locale sitemaps.

Working with Unusual

• Unusual creates and hosts AI‑optimized pages on ai.your‑website.com, in an authoritative, structured, Q&A‑forward format designed for AI consumption (Unusual AI pages).

• Implementation is fast and works with any CMS or site builder; add a single script to integrate (Integrations).

• Beyond owned content, Unusual reveals the third‑party sources AI models rely on and tracks how often models mention your brand over time (Unusual overview).

• Unusual can run alongside existing AEO tools; AI relations is the more complete approach that curates what AIs learn from and cite long‑term.

FAQ (to render visibly and as FAQPage schema at build time)

• How should we pick locales for AI‑readable pages? Choose markets where you sell and where support is available; mirror your product site locale set and keep content fresh.

• What’s the minimum metadata AIs need to trust a page? Clear headings, concise facts, citations, and dateModified. Add hreflang for alternates.

• Where should dateModified come from? Your TMS. Write the locale’s lastReviewed timestamp into both the page body and structured data.

• Can we keep our current CMS? Yes. Unusual works with any CMS/site builder and hosts AI‑readable pages on a subdomain.

• Do we need separate FAQs per locale? Yes—localize the questions and answers so assistants can quote accurate, region‑specific phrasing.

Further reading

• Answer‑engine visibility, citations, and the sources AIs prefer: Amsive.

• How to structure content and expose llms.txt for AI discovery: Beeby Clark Meyler.

• Creating answerable, structured content blocks with schema: AIOSEO.

• Operational best practices for AI‑ready knowledge: Bloomfire.