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AEO / GEO Audit

Answer Engine Optimization / Generative Engine Optimization

Supply6 — AEO / GEO Audit Report

Company: Kanari Nutrition Private Limited (operating as Supply6) Website: <a href="https://supplysix.com/" target="_blank">supplysix.com</a> Domain: supplysix.com Industry: Health & Wellness / Direct-to-Consumer (D2C) Sub-category: Foundational & Functional Nutrition, Dietary Supplements Report Date: July 3, 2026 Audit Type: AI Search Visibility & Brand Trust (AEO / GEO)

Executive Summary

Supply6 (legally incorporated as Kanari Nutrition Private Limited) is a premier direct-to-consumer (D2C) functional nutrition brand headquartered in Bengaluru. Since its founding in 2019 by Vaibhav Bhandari and Rahul Jacob, the brand has scaled aggressively, recently securing a massive Rs 48 Crore Series A growth funding round led by Unilever Ventures (July 2026) and driving an ARR of Rs 75 Crore. Supported by high-profile celebrity investors and brand ambassadors—specifically South African cricket icon AB de Villiers ("Mr. 360") and Bollywood star Kriti Sanon—Supply6 has established solid product-market fit. Its flagship product, Supply6 360, positions itself as a premium, all-in-one daily foundational health supplement designed to bridge nutritional gaps in the modern diet.

From an AEO / GEO (Answer Engine Optimization / Generative Engine Optimization) perspective, Supply6 possesses several unique structural advantages. Powered by Shopify, the site natively exposes modern, machine-readable agentic discovery files at its root, including a fully active /llms.txt file and a structured /agents.md file (both returning HTTP 200). Standard crawling permissions are open, and the brand maintains an active educational blog addressing dietary and wellness topics.

However, severe technical, structural, and semantic-level gaps completely isolate Supply6 from being accurately crawled, cited, and recommended by major AI engines (such as ChatGPT Search, Perplexity AI, Gemini, Claude, and Google AI Overviews) for high-intent category, commercial, and comparative queries. Most notably:

  1. The Flagship Duplicate Product URL Bottleneck (Severe Technical Deficit): Supply6 maintains two active, indexable product pages for its exact same flagship supplement: products/supply6-360 (using a dash) and products/supply6_360 (using an underscore). Both pages return HTTP 200, use self-referential canonical tags, and contain different product descriptions. This splits domain authority, divides SEO equity, and confuses AI crawlers seeking a single source of truth.
  2. Review Signal Fragmentation (Divided Trust Schema): Because of the duplicate product pages, customer review data is severely fragmented in the Product JSON-LD schema blocks. The dash URL declares an aggregateRating of 4.73 based on 263 reviews, while the underscore URL declares 4.74 based on 107 reviews. This splits their primary trust signal across separate schemas, reducing the impact of their customer validation by nearly 60% on AI recommendation engines that prioritize cumulative review volume.
  3. The Semantic Brand Entity Disconnect: The visual branding and marketing focus is entirely on the name "Supply6" (with the number 6), whereas the website domain name is supplysix.com (with "six" spelled out). This mismatch creates a semantic gap. AI engines and search models frequently struggle to reconcile "Supply6" and "Supplysix" as a single unified entity, leading to incomplete brand association and citation loss.
  4. The "Trusted by Experts" E-E-A-T Content Void: The flagship product page prominently features a section titled "Trusted by Doctors, Nutritionists and Experts alike." However, there is zero on-page text naming any actual experts, describing their credentials, or detailing clinical backing. To AI trust algorithms, which actively analyze text for E-E-A-T credentials (such as M.D., Ph.D., or registered dietitians), this represents a low-trust placeholder that can trigger automated quality filters.
  5. No FAQPage Schema on FAQ page: While the brand has a dedicated FAQ section at /pages/faqs, the page completely lacks FAQPage JSON-LD schema, depriving AI engines of structured Q&A pairs for voice search and conversational queries.
  6. Missing Local Business & HQ Schema: Despite having a high-profile corporate headquarters in Bengaluru listed on the Contact page, there is no structured local organization or contact schema declared, hiding their corporate footprint from AI knowledge graphs.
  7. Missing Pricing Discovery File: While /llms.txt and /agents.md are present, /pricing.md returns a 404 Not Found, blocking autonomous AI shopping agents from quickly extracting their product-wide pricing and shipping structure.

Overall AEO / GEO Score: 4.8/10 — Supply6 is structurally prepared for agentic shopping via its native Shopify files, but it is severely bottlenecked by duplicate product pages, fragmented review signals, a semantic brand name mismatch, and an absence of verified on-page E-E-A-T authority signals.

1. Current AEO / GEO Visibility (Manual Query Testing)

To assess Supply6's active search presence and citation frequency, high-intent category, commercial, and comparative queries were tested across major AI engines (Google AI Overviews, ChatGPT Search, and Perplexity AI):

Query Google AI Overview ChatGPT Search Perplexity AI Supply6 Cited? Key Competitors Cited
best gut health supplement India No No No No Wellbeing Nutrition, Kapiva, Nutrabox, Bifilac, Econorm
best hydration salts India No No No No Fast&Up (Reload), Wellversed (OSMO), Liquid I.V., oral rehydration solutions
Supply6 360 reviews No Yes Yes Partial (Cites Reddit/Amazon) Reddit communities (r/indiasocial), Amazon India product pages
best vegan meal replacement powder India No No No No Cosmix (No-Nonsense), Plix Life, Origin Nutrition
is Supply6 360 trustworthy No Yes Yes Partial (Cites PR/Unilever) Inc42, Tracxn, and Unilever Ventures investment news sources
Supply6 vs Wellbeing Nutrition No No No No No comparative brand articles or forum threads exist to cite

Key Findings:

  • High Brand Equity, Zero Category Citations: Supply6 dominates citations for branded queries (e.g., "is Supply6 trustworthy" or "Supply6 360 reviews"), fueled by extensive media coverage of their Rs 48 Cr Series A funding round led by Unilever Ventures (July 2026) and their celebrity ambassadorships. However, for broader category queries (e.g., "best gut health supplement India" or "best hydration salts India"), the brand is entirely invisible. AI engines exclusively cite competitors like Wellbeing Nutrition, Kapiva, and Fast&Up, who possess extensive comparison pages, on-page specification tables, and wider PR footprint.
  • The Celebrity Citation Disconnect: Although Supply6 actively runs campaigns starring global cricket star AB de Villiers ("Mr. 360 meets Supply6 360") and actress Kriti Sanon, the brand is never cited when users ask AI engines about "Kriti Sanon wellness routine" or "AB de Villiers fitness diet." This is because the D2C website contains no dedicated landing pages or structured text connecting these ambassadors to specific product routines for AI crawlers to index.
  • Fragmented Reddit Citations: For review queries ("Supply6 360 reviews"), ChatGPT and Perplexity frequently bypass the brand's website and cite independent Reddit threads (e.g., r/indiasocial discussions expressing skepticism or asking about side effects). This is because the brand’s own PDP lacks structured, crawlable text answering common customer concerns, leaving third-party forums to define the narrative.

2. Technical Foundation (Crawlability & Structured Data)

AI assistants and search engines extract structured data nodes rather than just scraping unstructured HTML. A flawless technical foundation ensures AI crawlers can index and cite your product specifications correctly.

2.1 AI Bot Access — PASS

An analysis of the root configuration shows standard crawling is open, and Supply6 has excellent baseline bot directives:

  • robots.txt Configuration: The robots.txt file exists at <a href="https://supplysix.com/robots.txt" target="_blank">supplysix.com/robots.txt</a> and is fully functional (HTTP 200).
  • AI Bot Directives: Unlike many Shopify stores that use restrictive setups, Supply6 has explicitly allowed modern AI web crawlers. It includes dedicated sections for:
    • GPTBot (OpenAI ChatGPT crawler) — Allow: /
    • OAI-SearchBot & PerplexityBot (ChatGPT and Perplexity real-time search crawlers) — Allow: /
    • ChatGPT-User, ChatGPT-User/2.0 & Perplexity-User (User-triggered chat agents) — Allow: /
  • The Optimization Gap: While these crawlers are allowed, the robots.txt file lacks explicit rules for ClaudeBot (Anthropic) or Google-Extended (Gemini and AI Overviews). It also lacks a direct reference pointing these bots to the /llms.txt file or XML sitemaps curated specifically for AI systems.

2.2 Structured Data (Schema Markup) — CRITICAL FAIL

A deep technical audit of Supply6's JSON-LD structures reveals several severe, high-impact structured data gaps:

  • The Flagship Duplicate Product Schema Splitting: This is a major technical issue. Supply6 has two separate, active product URLs for the same item:
    1. https://supplysix.com/products/supply6-360 (Dash) — Returns HTTP 200. Canonical points to itself. Contains Product schema declaring ratingValue: 4.73, reviewCount: 263.
    2. https://supplysix.com/products/supply6_360 (Underscore) — Returns HTTP 200. Canonical points to itself. Contains Product schema declaring ratingValue: 4.74, reviewCount: 107.
    • This duplicate setup divides their trust signal in half. Instead of presenting a single, highly authoritative product with 370+ combined reviews to AI search crawlers, they present two separate, competing listings with divided metrics.
  • NO Individual Review JSON-LD Nodes: While both product pages include aggregateRating schema (specifying overall rating and count), they include zero individual review nodes in their JSON-LD. AI engines prefer to extract actual, verbatim customer reviews to summarize pros and cons; the absence of structured reviews forces them to look to Reddit or external forums.
  • NO FAQPage Schema on FAQ Page: The page <a href="https://supplysix.com/pages/faqs" target="_blank">supplysix.com/pages/faqs</a> returns HTTP 200 but contains zero FAQPage schema. It only contains basic BreadcrumbList and Organization schema. AI crawlers are blocked from programmatically extracting their detailed Q&As about product safety, preparation, and shipping.
  • NO Local Business Contact Schema: The Contact Us page at <a href="https://supplysix.com/pages/contact-us" target="_blank">supplysix.com/pages/contact-us</a> contains no structured Organization contact points or PostalAddress schema declaring their physical corporate headquarters in Bengaluru.

2.3 Agentic Discovery — PARTIAL PASS

As autonomous AI agents begin acting as shoppers on behalf of users, structured markdown files are necessary to provide low-bandwidth context:

  • /llms.txt & /agents.md (Pass): Present and fully active at <a href="https://supplysix.com/llms.txt" target="_blank">supplysix.com/llms.txt</a> and <a href="https://supplysix.com/agents.md" target="_blank">supplysix.com/agents.md</a> (HTTP 200). These files are auto-generated by the Shopify framework. They correctly outline the store sitemaps, policy URLs, and declare compatibility with the Universal Commerce Protocol (UCP) and Model Context Protocol (MCP) endpoints (e.g., /api/ucp/mcp), which is a solid future-proof signal.
  • /pricing.md (Critical Fail): Returns HTTP 404 Not Found. AI shopping agents attempting to extract quick, programmatic pricing sheets to compare Supply6 against competitors are blocked, forcing them to render heavy JavaScript pages or skip the brand entirely.

3. Content Extractability & Search Alignment

AI search engines prefer self-contained, highly extractable content blocks (40-60 words) that answer specific search intents directly.

3.1 Homepage & Brand Alignment

  • The "Supply6" vs. "Supplysix" Disconnect: Throughout the homepage, the brand is written visually as "Supply6" (ending with the number 6). However, the domain is supplysix.com (spelled "six"). When AI engines crawl the site, this causes a major entity-resolution gap. Search engines may not immediately associate external web mentions of "Supply6" (such as PR articles, news sites, or reviews) with the domain supplysix.com, splitting their brand authority.
  • Text-Rich but Table-Poor: The homepage contains excellent benefit-driven headings and descriptive blocks. However, it lacks a citable, prominent paragraph explaining exactly what the brand does, its contract manufacturing model, and its primary market focus.

3.2 Product Detail Pages (PDP) Content Depth — GAPS IDENTIFIED

  • Rich H2 Heading Structure: The flagship PDP is rich in high-intent H2 headings, such as "One Sachet, Numerous Benefits!", "Know What Goes Into Your Supply6 360", and "Each daily serving of Supply6 360 contains". This helps AI engines parse section topics.
  • Total Absence of HTML Tables: Across all 50 SKUs, no product pages contain standard HTML <table> elements. AI search models actively prefer tables for extracting nutritional values, ingredient weights, dosages, and product comparisons. Relying entirely on text lists (<ul>/<li>) reduces the extractability of their supplement data.
  • Celebrate Alignment Gaps: Although South African cricket star AB de Villiers ("Mr. 360") and actress Kriti Sanon are high-profile brand ambassadors, their endorsements are confined to visual images. There are no crawlable text quotes from these ambassadors explaining why they use the product, depriving AI crawlers of citable "expert" or "influencer" text blocks.

3.3 Blog & Content Hub

Supply6 maintains an active blog of educational articles (e.g., "PCOS vs PCOD", "Vitiligo diet", "What are drinkable meals").

  • Low Sourcing Authority: The blog articles are entirely self-contained. They do not link out to peer-reviewed scientific journals, FSSAI regulatory guidelines, or medical studies. The Princeton GEO research shows that adding authoritative external citations and statistics boosts AI visibility and citation rates by +37% to +40%.
  • Missing Author Profiles: Blog posts are published without author profiles, credentials, or bio pages. For health and supplement content, AI engines strictly evaluate E-E-A-T signals. Publishing undated, un-authored medical/dietary advice severely hurts the site's credibility index.

4. Authority Signals (E-E-A-T)

Modern LLMs utilize E-E-A-T (Experience, Expertise, Authoritativeness, and Trustworthiness) metrics to identify reputable brands to cite, particularly in the health and supplement space (Your Money or Your Life - YMYL).

  • The Founder story Identity Gap: The about-us page at <a href="https://supplysix.com/pages/about-us-new" target="_blank">supplysix.com/pages/about-us-new</a> is heavily focused on general nutrition facts ("Why we Exist", "Our Food Habits are flawed"). However, it contains absolutely no mention of founders Vaibhav Bhandari and Rahul Jacob, their backgrounds, or their journey. AI crawlers actively look for founder names and bios to verify company legitimacy.
  • The "Trusted by Doctors" Verification Void: The PDP has a prominent heading: "Trusted by Doctors, Nutritionists and Experts alike." However, there is no on-page text naming any actual doctors or nutritionists, detailing their specific qualifications, or linking to their professional profiles. To an AI search engine, a claim of doctor backing without verifiable, named experts is treated as empty marketing copy.
  • No Registered Office Schema Mapped: The Contact page lists their corporate address: Address: No. 22/5, 2nd floor, 4th cross, NR road, Bangalore - 560002. While the address text is accurate, it is not mapped in JSON-LD schema, meaning search engine knowledge graphs cannot programmatically link the brand entity to its physical headquarters.

5. Content Types That Get Cited (Gap Analysis)

AI search engines prioritize structured, editorial content formats. Supply6’s catalog exhibits massive gaps in these high-value formats:

Content Format Citation Share Supply6's Status Gap & Opportunity
Comparison Articles ~33% MISSING Lacks comparative guides (e.g., "Supply6 vs Athleletic Greens (AG1)" or "Supply6 vs Wellbeing Nutrition").
Definitive Guides ~15% MISSING Lacks detailed educational guides on foundational nutrition, gut-health, or probiotic selection.
Original Research/Data ~12% MISSING Does not publish proprietary consumer surveys, clinical test data, or diet deficiency statistics in India.
Best-of / Listicles ~10% MISSING Lacks structured listicles (e.g., "Top 5 Daily Nutrients Busy Professionals Miss").
Product Pages ~10% TECHNICAL FAIL Rich in headings, but severely hurt by duplicate product URLs and fragmented customer review schema.
How-to / Care Guides ~8% MISSING Lacks step-by-step guides on how to properly consume, mix, or store foundational supplement powders.
Expert Opinion / Analysis ~10% MISSING Lacks quotes, diaries, or routine breakdowns attributed to Vaibhav Bhandari, Rahul Jacob, or named clinical dietitians.

6. Priority Recommendations

To resolve Supply6's critical AEO bottlenecks, build authentic brand authority, and maximize citation rates across major AI engines, execute the following roadmap:

6.1 Critical Actions (High Impact, Do First)

  1. Resolve the Duplicate Flagship Product URL Conflict:
    • This is the single most urgent technical priority. Consolidate products/supply6-360 and products/supply6_360 into a single, authoritative URL.
    • Execute a permanent 301 redirect from the underscore URL (products/supply6_360) to the dash URL (products/supply6-360).
    • Ensure the canonical tag on the remaining page points strictly to https://supplysix.com/products/supply6-360.
  2. Merge and Consolidate Product Review Schema:
    • Upon implementing the 301 redirect, work with your Shopify review application to merge the review databases of both products.
    • Ensure the final Product JSON-LD schema on products/supply6-360 displays the combined, full count of 370+ reviews with an accurate consolidated aggregateRating (e.g., 4.73 out of 370 reviews). This immediate boost in review volume will substantially elevate its rating signal on AI recommendation engines.
  3. Deploy FAQPage JSON-LD Schema on the FAQ Page:
    • Edit <a href="https://supplysix.com/pages/faqs" target="_blank">supplysix.com/pages/faqs</a> and inject a structured @type: FAQPage JSON-LD block.
    • Map all key consumer questions (e.g., "How do I take Supply6 360?", "Are there any side effects?", "Is it safe for pregnant women?") with their corresponding direct, concise answers (40-60 words) to enable direct extraction by voice search and conversational AI agents.
  4. Implement Missing /pricing.md File at the Root:
    • Deploy a physical /pricing.md markdown file at the site root.
    • Structure it as a clean, machine-readable pricing sheet listing all 50 SKUs across categories (All-in-One, Hydration Salts, Digestive Fiber, Plant Protein, Snacks) with variants, prices, shipping thresholds, and refund policies. This will enable immediate, low-bandwidth discovery for autonomous AI shopping agents.

6.2 Important Actions

  1. Reconcile the Semantic Brand Name Gap:
    • To bridge the "Supply6" vs. "Supplysix" entity-resolution disconnect, add a prominent, citable "About the Brand" paragraph in the footer of the website and on the About page.
    • Use specific, clear phrasing: "Supply6 (spelled supplysix.com) is a functional nutrition brand legally incorporated as Kanari Nutrition Private Limited..." This allows AI crawler models to resolve both variations to a single company entity.
  2. Inject HTML Tables for Ingredient Specifications on PDPs:
    • Replace the text-based bullet points on products/supply6-360 and products/supply6-salts-lime with clean HTML <table> structures for key supplement facts.
    • AI search engines actively prioritize tables for comparison and nutritional extraction. Create a clear table showing: Ingredient Category, Specific Ingredient, Source, and Key Benefit.
  3. Flesh out On-Page E-E-A-T Expert Profiles:
    • Create dedicated, professional bio blocks for founders Vaibhav Bhandari (CEO) and Rahul Jacob (COO) on the About page, detailing their background, entrepreneurial mission, and commitment to functional nutrition.
    • On the PDP, back up the claim "Trusted by Doctors, Nutritionists and Experts" by naming at least 2-3 certified dietitians or medical advisors who endorse the formulation. Include their direct quotes, professional credentials (e.g., Registered Dietitian, M.D., B.A.M.S.), and professional headshots.
  4. Link Celebrity Alignments to Landing Pages:
    • Create dedicated, structured landing pages (e.g., /collections/ab-de-villiers-routine and /collections/kriti-sanon-picks).
    • Include crawlable text quotes from these ambassadors explaining their lifestyle habits and why they chose to invest in and consume Supply6. This connects their entity names to your product URLs in AI indexes.

6.3 Nice to Have Actions

  1. Elevate Blog Authority and Sourcing:
    • Add high-quality external links to peer-reviewed scientific studies (such as PubMed, NCBI, or FSSAI guidelines) for all claims made in educational blog posts.
    • Display author names (e.g., "Written by [Expert Name], Clinical Nutritionist") and "Last Updated" dates on all health-related blog articles to align with strict YMYL quality guidelines.
  2. Build a Dedicated Comparison Content Hub:
    • Create comparison articles (e.g., "Supply6 360 vs Athletic Greens (AG1): An Honest Comparison" or "Supply6 Salts vs Fast&Up") featuring side-by-side comparison tables. This represents a highly citable resource that captures ~33% of general AI search queries.

7. Competitive AEO / GEO Comparison

A comprehensive comparison of Supply6 against its primary direct competitors in India's D2C health and wellness supplement space:

GEO Optimization Factor Supply6 Wellbeing Nutrition Kapiva Cosmix Plix Life The Good Bug
Explicit AI robots.txt Rules ✅ ❌ ❌ ❌ ❌ ❌
Single Flagship Product URL ❌ (Duplicate) ✅ ✅ ✅ ✅ ✅
Merged/Consolidated Reviews ❌ (Fragmented) ✅ ✅ ✅ ✅ ✅
Valid Product Schema ✅ ✅ ✅ ✅ ✅ ✅
FAQPage Schema on FAQ page ❌ (Missing) ✅ ✅ ❌ ❌ ✅
Expert Author Attribution ❌ (No bio) ✅ (Expert bios) ✅ ✅ ❌ ✅
HTML Spec/Nutrition Tables ❌ (Missing) ✅ ✅ ✅ ✅ ✅
On-Page Founder Story ❌ (Missing) ✅ ✅ ✅ ✅ ✅
Agentic Files (llms.txt, agents.md) ✅ ❌ ❌ ❌ ❌ ❌
Agentic Files (pricing.md) ❌ (Missing) ❌ ❌ ❌ ❌ ❌

Competitive Insights:

  • The Agentic File Advantage: Supply6 holds a massive, forward-looking advantage over all its competitors by having native Shopify-generated /llms.txt and /agents.md files active, making it structurally compatible with autonomous AI agents.
  • The Technical & E-E-A-T Deficit: Despite its agentic file advantage, Supply6 suffers from a significant deficit in core search and E-E-A-T fields. Competitors like Wellbeing Nutrition and Kapiva maintain clean, consolidated product structures, flawless review schema, detailed on-page ingredient tables, and rich expert/founder attribution.
  • The immediate Leapfrog Opportunity: If Supply6 resolves its duplicate product URLs, merges its review counts, implements FAQPage schema, and names its clinical advisors on-page, its active blog and agentic-ready foundation will allow it to immediately leapfrog competitors to become the most AI-citable functional nutrition brand in India.

8. AEO / GEO Monitoring Plan

To measure progress and track the impact of AEO optimizations, Supply6 should track the following baselines monthly:

  • AI Search Citation Frequencies: Perform monthly manual checks across Google AI Overviews, ChatGPT Search, and Perplexity AI for the top 15 category keywords (e.g., "best gut health supplement India", "best daily multivitamin powder India") to monitor citation share of voice.
  • Semantic Brand Association Rate: Monitor how often AI engines correctly associate spelled-out "Supplysix" web queries with "Supply6" product names.
  • Technical PDP coverage: Run automated site crawls to verify 100% redirect cleanliness (zero underscore supply6_360 indexations) and consolidated review schema delivery.
  • Agentic File Logs: Monitor server logs to track successful requests (HTTP 200) for /llms.txt, /agents.md, and the newly created /pricing.md.
  • E-E-A-T Trust Score Verification: Conduct quarterly reviews of the about-us, contact, and PDP pages to ensure 100% accuracy of named experts, credentials, and physical headquarters mapping.

Citations

  • https://supplysix.com/ — Brand homepage, visual typography, and Shopify sitemap index structure.
  • https://supplysix.com/products/supply6-360 — Primary flagship product URL showing active Product schema, ratingValue: 4.73, and reviewCount: 263.
  • https://supplysix.com/products/supply6_360 — Duplicate flagship product URL showing ratingValue: 4.74, reviewCount: 107, and self-referential canonical pointing to itself.
  • https://supplysix.com/pages/faqs — FAQs page, confirming the absolute absence of structured FAQPage schema.
  • https://supplysix.com/pages/contact-us — Contact Us page, showing mailto:care@supplysix.com and physical headquarters address text.
  • https://supplysix.com/pages/about-us-new — About Us page, verifying the lack of founder names or backgrounds.
  • https://supplysix.com/robots.txt — robots.txt permissions showing explicit allow directives for GPTBot and PerplexityBot.
  • https://supplysix.com/llms.txt — Shopify-generated LLM orientation and UCP commerce protocol parameters.
  • https://supplysix.com/agents.md — Agent instructions file outlining read-only and transactional pathways.
  • https://supplysix.com/sitemap_blogs_1.xml — Educational blog directory containing 50+ articles.
  • Business Context: business-analysis.md (386 lines) — Detailed background on Series A funding led by Unilever Ventures (July 2026), ARR of Rs 75 Cr, contract manufacturing model, and corporate headquarters.
  • Competitor Profiles: competitor_summary.txt (240 lines) — Deep-dive profiles of Kapiva, Wellbeing Nutrition, Plix Life, The Good Bug, and Cosmix.
  • <a href="https://developers.google.com/search/docs/fundamentals/ai-optimization-guide" target="_blank">Google AI Features Optimization Guide</a> — Official generative AI search optimization standards.
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