Docs: Add AI Search Specialist and AEO Audit documentation (LIS-2680)

[haleyserrano]

JIRA

LIS-2680 — Add chip for AEO audit

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Change Classification

• Type: UI/UX change + Feature behavior change
• Repo: Business App docs (end-user facing)
• Partner Center: No changes required — this is an SMB-facing feature with no partner configuration workflow

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Summary

Creates new documentation for the AI Search Specialist in Local SEO, covering the new AEO (AI Engine Optimization) Audit chip. Also updates the Local SEO overview to include the feature in the product description and plan comparison table.

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Files Changed

File	Action
docusaurus/docs/local-seo/ai-search-specialist/_category_.json	Created — sidebar entry, position 10
docusaurus/docs/local-seo/ai-search-specialist/index.md	Created — new AI Search Specialist article
docusaurus/docs/local-seo/overview/index.mdx	Updated — added AI Search Specialist to feature list and plan comparison table

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New vs. Updated

New page created. No existing documentation was found for the AI Search Specialist or AEO Audit in either the local-seo/ or business-app/ai/ sections.

Placement reasoning: The AI Search Specialist is gated to Local SEO Pro (confirmed in listing-products/internal/activation/lb/edition.go), making local-seo/ the most appropriate home. The section follows the existing pattern of one folder per feature under the product root, at position 10 (after analytics at position 9).

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Acceptance Criteria Coverage

AC	Documented
Chip visible with Local SEO Pro	✅ — Requirements section
Chip click pre-fills "Audit my website's AI readiness"	✅ — Chip description; uses the implemented text (first-person), consistent with galaxy PR #32885
Monthly cadence — shows latest if already run this month	✅ — Audit cadence section
Auto-run on first purchase	✅ — Audit cadence section
Credits purchase (out of scope)	Not documented
Proactive in-chat notification (out of scope)	Not documented

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Figma / Images

No Figma links or screenshots were provided in the JIRA. No images added. The article documents behavior only.

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Skills Used

• pre-push-validation — frontmatter, unclosed tags, JSON validation; all checks passed

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Assumptions & Notes

• Chip text: The JIRA spec shows the chip labelled "Audit your website's AI readiness" but galaxy PR #32885 confirms the implementation uses "Audit my website's AI readiness" for both the chip display and pre-fill (for consistency with the other two chips). Documentation uses the implemented text.
• "SEO AI Premium": The JIRA references this term for the auto-run trigger. The implementation (PR [Review Due] docusaurus/docs/business-app/crm/opportunities/index.md #602) confirms Local SEO Pro is the actual entitlement. Documentation uses "Local SEO Pro" consistently.
• Other chips: The AI Search Specialist has two additional chips (Brand Visibility, SEO Audit). These are not documented here as they fall outside the scope of this JIRA and no source material was available for them.

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@ahnikakuse @haleyserrano @maryam6samadi

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