AI Overview Visibility for E-commerce Site

My e-commerce site needs a holistic visibility upgrade so it reliably shows up inside Google’s AI Overviews and the answer boxes of ChatGPT, Grok, and Gemini. The goal is to have product-related, brand-specific, and niche market keywords surfaced by these systems as naturally as they appear in standard Google Search results.

Scope of work
• Audit existing pages, schema, feeds, and technical SEO to see where Google, ChatGPT, Grok, and Gemini currently miss or misinterpret my catalog.
• Implement the structured data, product metadata, and conversational snippets that let large language models pull accurate, up-to-date answers.
• Fine-tune on-page copy so AI crawlers capture the same intent and relevance signals that rank well in organic search.
• Recommend or set up any required APIs, sitemap tweaks, or vector embeddings that improve indexing speed and response quality for each platform.

Deliverables
1. A before-and-after visibility report showing placement inside Google AI Overviews.
2. A prompt pack or “few-shot” guideline that reproduces product answers in ChatGPT, Grok, and Gemini.
3. Updated schema files and written implementation notes so the improvements remain maintainable by my in-house team.

Acceptance criteria
• Targeted keywords surface at least once in AI Overview for test queries.
• ChatGPT, Grok, and Gemini return correct product information without hallucinations for the provided prompt pack.
• No negative impact on current organic rankings or page load times.

You are free to use any modern SEO toolset—Surfer, SEMrush, Ahrefs, Screaming Frog—as well as OpenAI or Claude APIs for testing generative answers, provided the final documentation is clear and reproducible.