# GigaCommerce

> GigaCommerce sets up the agentic-commerce stack for Shopify and Amazon merchants — Shopify's agentic storefronts and Catalog, Microsoft's Brand Agents and Copilot Checkout, and AI-ready product catalogs — for merchants doing $100K–$10M in revenue. Fixed-scope engagements, two-week deployments, transparent measurement. Part of Gigaverse.

GigaCommerce is an implementation partner for the wave of AI shopping infrastructure that shipped in 2026. When an AI shopping agent (ChatGPT, Perplexity, Google AI Mode and AI Overviews, Amazon's Alexa for Shopping (formerly Rufus), Microsoft Brand Agents) needs to find, recommend, or sell a merchant's products, GigaCommerce is the team that makes the merchant's store ready for it.

## Services (the four SKUs)

- [Agentic Commerce Setup](https://gigacommerce.co/agentic-commerce-setup): Set up agentic storefronts + Microsoft Brand Agents + Copilot Checkout + an AI-ready catalog. Fixed scope, live in two weeks. The flagship service.
- [Product Data Enrichment for AI](https://gigacommerce.co/catalog-enrichment): Restructure, enrich and schema-tag product catalogs so AI shopping engines surface them. Throughput-priced, 100–100,000 SKUs.
- [Commerce GEO](https://gigacommerce.co/commerce-geo): Generative Engine Optimisation — get a brand's products cited by ChatGPT, Perplexity, Google AI Overviews, Copilot and Alexa for Shopping. Built jointly with Gigabit. Three-month engagements.
- [Merchandising Agents](https://gigacommerce.co/merchandising-agents): Automated restock, promo and review-to-UGC agents for independent merchants. Coming Q2 2027.

## Buy online (no call needed)

- [Store Care](https://gigacommerce.co/store-care): Monthly care plans for Shopify, WooCommerce, BigCommerce and other stores: monitoring, updates, fixes, change hours and a monthly AI-shopping readiness check. Essentials $299/mo (4 hours), Growth $699/mo (10 hours), Scale $1,499/mo (25 hours); annual plans get two months free and no onboarding fee. A 3-month first term on monthly plans, then month to month with 30 days' notice, and a 30-day money-back. To buy: pick a plan, create an account, pay by card on Stripe Checkout; the client portal then handles requests, reports and billing.
- [Marketplace Care](https://gigacommerce.co/store-care#marketplace): Amazon and Walmart account care, $599/mo up to 50 ASINs, or $1,499/mo with Sponsored ads up to $10K/mo spend. Bought the same way; store plus marketplace takes 20% off the lower-priced plan.
- [Black Friday Watch](https://gigacommerce.co/store-care): $499 one-time, Nov 26 – Dec 1: daily test checkouts, one-minute monitoring and a named on-call person. Free with a Store Care plan started by Nov 15.

## Delivery channels

- [Shopify Build & Growth](https://gigacommerce.co/shopify): Shopify builds on any plan with agentic storefronts, Microsoft Brand Agents, Copilot Checkout and an AI-ready catalog baked in; Shopify Plus for multi-store, B2B or $500K+/month brands.
- [Shopify Migration](https://gigacommerce.co/shopify-migration): Magento and WooCommerce to Shopify migrations: every indexed URL 301-mapped, products, customers and orders carried across, structured data kept, and the new store ready for AI shopping channels at launch. Includes Adobe's Magento 2.4.6/2.4.7 support dates.
- [WooCommerce Build & Growth](https://gigacommerce.co/woocommerce): WooCommerce stores for quote-led, configured, regulated and wholesale catalogs, on hosting the merchant owns, with care retainers.
- [Amazon Marketplace](https://gigacommerce.co/amazon): Catalog-first Amazon operations — listings, PPC, AMC, Brand Registry, Alexa for Shopping (formerly Rufus) readiness.
- [TikTok Shop](https://gigacommerce.co/tiktok-shop): TikTok Shop setup and management in the US, UK and EU: Seller Center setup, Shopify sync, creator affiliates, shoppable video and LIVE, and ads measured on orders and margin.

## Specialised programmes

- [Sourcing & Brand Launch](https://gigacommerce.co/sourcing): Launch a US Amazon brand with verified suppliers in 90 days.
- [Manufacturers on Amazon](https://gigacommerce.co/manufacturers-on-amazon): Bangladesh and South Asia manufacturers take their products to US Amazon under their own brand.
- [Agency Partners](https://gigacommerce.co/agency-partners): White-label agentic-commerce delivery for agencies.

## Free tools

- [AI Shelf Check](https://gigacommerce.co/tools/ai-shelf-check): The hero tool — see whether ChatGPT, Perplexity and Gemini recommend your products or your competitor's, in a share-of-AI-shelf report.
- [Product Schema Grader](https://gigacommerce.co/tools/product-schema-grader): Reads up to ten product pages on any store as a non-JavaScript crawler receives them and scores the Product structured data agents use — 14 fields, published weights, instant, no email for the score.
- [AI Revenue-at-Risk Calculator](https://gigacommerce.co/tools/ai-revenue-calculator): Estimate the annual revenue lost to AI invisibility — instant, with a transparent formula.
- [Agentic Commerce Readiness Score](https://gigacommerce.co/tools/agentic-readiness-score): Submit a Shopify URL, get a /100 score across catalog, schema, PDP and checkout readiness, plus three specific fixes.
- [AI Citation Check](https://gigacommerce.co/tools/ai-citation-check): Check whether ChatGPT, Perplexity and Google AI Overviews cite a brand.
- [TACOS Calculator](https://gigacommerce.co/tools/tacos-calculator): Amazon ad spend against total revenue and contribution margin — TACOS, ACoS, organic share, net margin after ads, and the ad-spend ceiling a target net margin allows. Instant, no email.
- [FBA Landed Cost Calculator](https://gigacommerce.co/tools/landed-cost-calculator): Factory cost, freight, duty, customs, prep, FBA and referral fees to a per-unit landed cost, contribution margin and break-even price for importers selling on US Amazon. Instant, no email.
- [Catalog Debt Calculator](https://gigacommerce.co/tools/catalog-debt-calculator): Product-data remediation cost and payback period — SKUs with gaps, hours, cost, and payback at a user-supplied uplift assumption (we supply none). Instant, no email.
- [AI Channel Eligibility Check](https://gigacommerce.co/tools/ai-channel-eligibility): Checks every product in a Shopify store's public feed against Shopify Catalog's documented rules, plus the policies ChatGPT requires and robots.txt. Instant, no email for the result.
- [Shelf Watch](https://gigacommerce.co/tools/ai-shelf-watch): A free weekly monitor: up to three of your own shopping prompts asked in ChatGPT, Perplexity and Gemini, with week-over-week changes by email.
- [Policy Schema Generator](https://gigacommerce.co/tools/policy-schema-generator): MerchantReturnPolicy and shipping structured data as Shopify Liquid or JSON-LD, built in the browser.
- [AI Shelf Index](https://gigacommerce.co/ai-shelf-index): Monthly original data: which brands ChatGPT, Perplexity and Gemini name for 30 fixed shopping prompts across 10 categories, with a page per category (e.g. [skincare](https://gigacommerce.co/ai-shelf-index/skincare)), CSV downloads under CC BY 4.0 and the full method.

## Free templates (email-gated CSVs; the paired guide on each page is ungated)

- [Template library](https://gigacommerce.co/templates): Six working CSVs — [product attribute schemas](https://gigacommerce.co/templates/product-attribute-schema) for apparel/beauty/home/supplements (51 attributes), an [AI citation panel tracker](https://gigacommerce.co/templates/ai-citation-panel-tracker) (20 prompts x 4 engines), a [27-check readiness checklist](https://gigacommerce.co/templates/agentic-readiness-checklist), [30 Brand Agent conversation flows](https://gigacommerce.co/templates/brand-agent-conversation-flows), a [catalog coverage audit](https://gigacommerce.co/templates/catalog-coverage-audit), and an [AI revenue report build sheet](https://gigacommerce.co/templates/ai-revenue-report-template).

## Changelog (living page — re-check this one)

- [Agentic Commerce Changelog](https://gigacommerce.co/changelog): A running record of what actually shipped across Shopify, Amazon, ChatGPT/OpenAI, Google, Perplexity and the protocol standards (ACP, UCP, AP2, MCP) — each entry with a primary source, what it means for a $100K-$10M merchant, and whether it needs action. Updated weekly. RSS: https://gigacommerce.co/changelog/feed.xml

## Reference

- [Agentic Commerce Glossary](https://gigacommerce.co/glossary): terms defined in one sentence each — agentic commerce, AI-ready catalogs, Commerce GEO, Amazon/Rufus and measurement vocabulary. Every indexed term has its own page at /glossary/{term} with the definition, alternate framings, and links to the guides that use it.

## Key pages

- [Pricing](https://gigacommerce.co/pricing): Public, productized pricing — free AI Visibility Snapshot; Readiness Audit $1,500–$2,500 (credited to a build); Setup + Catalog Sprint from $4,000; Commerce GEO retainer from $3,000/mo, month to month. Store Care from $299/mo, bought online.
- [How to Choose an Agentic-Commerce Agency](https://gigacommerce.co/how-to-choose-an-agentic-commerce-agency): A candid buyer's guide — how to tell a real agentic-commerce agency from repackaged SEO.
- [Compare Your Options](https://gigacommerce.co/vs): Honest build-vs-buy comparisons — hiring [in-house](https://gigacommerce.co/vs/in-house), [DIY with apps](https://gigacommerce.co/vs/diy-apps), [an AI-visibility platform](https://gigacommerce.co/vs/geo-platforms), or [extending your current agency](https://gigacommerce.co/vs/generalist-agency). Each states the alternative's case first and names the conditions under which GigaCommerce is the wrong choice.
- [How Commerce GEO Works — Methodology](https://gigacommerce.co/methodology): The five-layer method to get products recommended by AI, and how it's measured (share-of-AI-shelf, AI-attributed revenue).
- [Agentic Commerce Protocols Explained (ACP vs UCP vs AP2 vs MCP)](https://gigacommerce.co/agentic-commerce-protocols): Plain-English decoder of the agentic-commerce protocols and what merchants actually have to do.
- [Case Studies](https://gigacommerce.co/case-studies): Eight named store builds on Shopify and WooCommerce (among them Stokes, Mouthguard Shop and PSW Energy), each with the brief, what we built and the live URL.
- [About](https://gigacommerce.co/about): Founded in 2024. Founder-led team of eleven named operators, US + Dhaka.
- [Contact](https://gigacommerce.co/contact): Book a 20-minute scope call.
- [Research & press](https://gigacommerce.co/research): AI Shelf Index data and CSVs, citation format, embargoed previews for journalists, boilerplate, logos and the founder's bio.
- [Badges](https://gigacommerce.co/badges): Free, data-issued badges: a Readiness Score of 70+ or a top-ten place in an AI Shelf Index category, each linking to a verification page.
- [Insights](https://gigacommerce.co/insights): Articles on agentic commerce, catalog work, Shopify and Amazon.

## Insights — deep guides (citable reference)

111 articles in 10 hub-and-spoke clusters. Pillar guides are the canonical reference for each; hubs live at https://gigacommerce.co/insights/{cluster}/.

### Agentic Commerce (hub: /insights/agentic-commerce)
- [Agentic Commerce on Shopify: The 2026 Guide](https://gigacommerce.co/insights/agentic-commerce/agentic-commerce-shopify-2026-guide): How agentic commerce works on Shopify in 2026: ChatGPT, Copilot, AI Mode, Microsoft Brand Agents, what you control, and the stack to fix. Score your store free.
- [What Is Agentic Checkout? The 2026 Variants, Who Sells, and What to Configure](https://gigacommerce.co/insights/agentic-commerce/what-is-agentic-checkout): Agentic checkout explained: in-chat checkout in Copilot and AI Mode, agents that buy on your site, payment tokens and the merchant of record. Check yours.
- [Agentic Commerce vs Traditional E-commerce: What Changes and What Doesn't](https://gigacommerce.co/insights/agentic-commerce/agentic-commerce-vs-traditional-ecommerce): Agentic vs traditional e-commerce: who browses, what the storefront is, which data matters, checkout, attribution and returns. Then check your AI channel setup.
- [What Is Agentic Commerce? The Plain-English Definition and How It Works](https://gigacommerce.co/insights/agentic-commerce/what-is-agentic-commerce): What agentic commerce means, how an AI agent finds, compares and buys products, the protocols behind it and where it runs today. Then score your store for free.
- [Shopify Products Not Showing in ChatGPT? Every Cause, in the Order to Check](https://gigacommerce.co/insights/agentic-commerce/shopify-products-not-showing-in-chatgpt): Shopify products missing from ChatGPT? Check each cause in order, from plan and channel settings to catalog rules and robots.txt. Run the eligibility check.
- [What Your Free Agentic Commerce Readiness Score Report Actually Grades](https://gigacommerce.co/insights/agentic-commerce/what-readiness-score-report-grades): See what the free Agentic Commerce Readiness Score grades across catalog, schema, PDP, and checkout — plus the three fixes in your PDF. Run yours free.
- [When AI Shopping Promises a Delivery Date Your Warehouse Can't Hit](https://gigacommerce.co/insights/agentic-commerce/ai-shopping-wrong-delivery-promises): AI shopping quotes ship-by and arrival dates from stale cutoffs, banners, and Amazon SLAs. Align the promise before peak, then run a free readiness score.
- [How to Train a Shopify Knowledge Base AI Shopping Agents Will Quote](https://gigacommerce.co/insights/agentic-commerce/shopify-knowledge-base-training): Train Shopify's Knowledge Base so AI shopping agents quote your real return and shipping rules. Override generated FAQs, then get your free readiness score.
- [When AI Shopping Quotes the Wrong Price](https://gigacommerce.co/insights/agentic-commerce/ai-shopping-wrong-price): AI shopping quotes the wrong price when schema, Shopify discounts, and Amazon coupons disagree. Align the offer before peak, then run a free readiness score.
- [Brand Agent Conversation Design: 30 Flows That Convert](https://gigacommerce.co/insights/agentic-commerce/brand-agent-conversation-design): A working taxonomy of Brand Agent conversation flows — comparisons, constraints, suitability, objections, post-purchase — with prompts and a build order.
- [The First 30 Days After Your Agent Goes Live](https://gigacommerce.co/insights/agentic-commerce/first-30-days-after-brand-agent-launch): A week-by-week operating rhythm for the 30 days after a Brand Agent launch: monitoring, conversation-flow fixes, measurement, and the handoff decision.
- [What Breaks First: 10 Failure Modes of a Bad Agent Install](https://gigacommerce.co/insights/agentic-commerce/brand-agent-failure-modes): A live Brand Agent giving wrong answers, off-brand tone, or checkout failures usually traces to one of ten root causes. Symptom, cause, and fix for each.
- [Microsoft Brand Agents on Shopify, Explained](https://gigacommerce.co/insights/agentic-commerce/shopify-brand-agents-explained): What Microsoft's Brand Agents are, how Shopify merchants get one through Microsoft Clarity, how one differs from a chatbot, and how to train it on your catalog.
- [Brand Agents vs. Third-Party Chatbots: The Migration Guide](https://gigacommerce.co/insights/agentic-commerce/brand-agents-vs-chatbots-migration-guide): Should you replace your Gorgias or Tidio chatbot with a Microsoft Brand Agent? What carries over, what breaks, and a sequence that avoids a support gap.
- [How to Measure Agentic Commerce ROI](https://gigacommerce.co/insights/agentic-commerce/measuring-agentic-commerce-roi): The five-metric stack for Brand Agent ROI — conversation volume, intent, conversion, attributed revenue, AOV lift — plus attribution rules and the CFO math.
- [Copilot Checkout: The Configuration Guide](https://gigacommerce.co/insights/agentic-commerce/copilot-checkout-configuration-guide): How to configure Copilot Checkout on Shopify for tax, shipping, payments and fulfillment edge cases. Unhappy paths, not the demo, decide if orders complete.
- [The Agentic Commerce Glossary](https://gigacommerce.co/insights/agentic-commerce/agentic-commerce-glossary): 40+ agentic commerce terms defined in one sentence each: Brand Agents, Commerce GEO, TACOS and every term in between, written as reference rather than fluff.
- [The Agentic Commerce Readiness Checklist](https://gigacommerce.co/insights/agentic-commerce/agentic-commerce-readiness-checklist): A run-it-yourself checklist for AI-agent readiness: catalog coverage, structured data, PDP rendering, Brand Agent inputs, Copilot Checkout edge cases.

### AI Shopping Channels (hub: /insights/ai-channels)
- [AI Shopping Channels: How Products Get Into ChatGPT, Copilot, Gemini and Perplexity](https://gigacommerce.co/insights/ai-channels/ai-shopping-channels-guide): How products get into ChatGPT, Copilot, Gemini and Perplexity: the feeds each reads, where the sale closes, what you control, the fees. Check your store free.
- [Stripe Agentic Commerce: The Agentic Commerce Protocol, the Agentic Commerce Suite and Shared Payment Tokens](https://gigacommerce.co/insights/ai-channels/stripe-agentic-commerce): What Stripe's Agentic Commerce Suite, Shared Payment Tokens and the Agentic Commerce Protocol do in October 2026, and who needs them. Check your store free.
- [Shopify Agentic Storefronts: What Each Setting Does and When to Turn It Off](https://gigacommerce.co/insights/ai-channels/turn-off-agentic-storefronts): Shopify agentic storefronts, setting by setting: what each switch controls in ChatGPT, Copilot and Google AI Mode, what opting out removes and what stays.
- [Shopify's Agentic Plan: Who It's For and What It Leaves Out](https://gigacommerce.co/insights/ai-channels/shopify-agentic-plan-explained): Shopify's Agentic plan puts products from a non-Shopify store into ChatGPT, Copilot and Gemini. Who it suits, what's missing, how checkout works. Score yours.
- [Universal Commerce Protocol (UCP): Getting Google Checkout in AI Mode and Gemini](https://gigacommerce.co/insights/ai-channels/google-ucp-merchant-center-ai-mode): Universal Commerce Protocol (Google UCP) explained: the Buy button in AI Mode and Gemini, Merchant Center setup and the Shopify route. Check eligibility.
- [ChatGPT Ads: How They Work for Ecommerce, What They Cost and How to Buy Them](https://gigacommerce.co/insights/ai-channels/chatgpt-ads-for-ecommerce): ChatGPT Ads explained: who sees them, ad formats, product feed campaigns, CPM and CPC bidding and the $25 daily minimum. Then check your organic eligibility.
- [Instant Checkout Is Gone: How Buying Inside ChatGPT Works Now](https://gigacommerce.co/insights/ai-channels/chatgpt-instant-checkout-ended): OpenAI stepped back from Instant Checkout in March 2026. The timeline, how Shopify orders from ChatGPT close now, and what ACP is for. Check your store's setup.
- [The OpenAI Product Feed Spec, Field by Field, With Shopify Mappings](https://gigacommerce.co/insights/ai-channels/openai-product-feed-spec-shopify): Every field in OpenAI's product feed spec, mapped to the Shopify field or metafield it comes from, and why most Shopify stores never build it. Check your store.

### Catalog for AI (hub: /insights/catalog-for-ai)
- [Product Catalog Enrichment for AI Shopping: The Playbook](https://gigacommerce.co/insights/catalog-for-ai/catalog-enrichment-for-ai-playbook): What product catalog enrichment is, a field map from Shopify to Amazon, schema.org and Merchant Center, and an audit worksheet. Price your catalog gaps free.
- [When AI Shopping Recommends the Wrong Size](https://gigacommerce.co/insights/catalog-for-ai/ai-shopping-wrong-size-recommendations): AI shopping recommends the wrong size when charts stay in images and fit notes stay buried in reviews. Fix fit data before peak — enrich 10 SKUs free.
- [When AI Shopping Recommends an Out-of-Stock Product](https://gigacommerce.co/insights/catalog-for-ai/ai-shopping-out-of-stock-recommendations): AI shopping recommends out-of-stock products when schema, feeds, and live inventory disagree. Fix availability truth before peak — enrich 10 SKUs free.
- [How We Enrich 10 Sample SKUs Before You Commit to Catalog Work](https://gigacommerce.co/insights/catalog-for-ai/how-we-enrich-10-sample-skus): See how a free 10-SKU enrichment sample works: which products to pick, what fields we extract, and how to decide full catalog scope — then send 10 SKUs free.
- [Peak Season Catalog Mistakes for AI Shopping](https://gigacommerce.co/insights/catalog-for-ai/peak-season-catalog-mistakes-ai-shopping): Peak catalog freezes, gift SKUs, and inventory shortcuts that break AI shopping on Shopify and Amazon. Fix them before traffic — then enrich 10 SKUs free.
- [Enriching a 10,000-SKU Catalog Without a Team of Ten](https://gigacommerce.co/insights/catalog-for-ai/enriching-a-10000-sku-catalog): A tactical guide to enriching a 10,000+ SKU catalog for AI with a small team: batching by category, templated extraction, and where automation helps or hurts.
- [Product Taxonomy Design for AI Discovery](https://gigacommerce.co/insights/catalog-for-ai/product-taxonomy-design-for-ai): How category tree structure shapes agent reasoning: flat vs. deep taxonomies, category ambiguity, Google Product Taxonomy vs. custom, and safe restructuring.
- [Image Metadata & Alt Text at Catalog Scale](https://gigacommerce.co/insights/catalog-for-ai/image-metadata-alt-text-at-scale): How to template alt text and image metadata across thousands of SKUs — what shopping-context alt text contains, IPTC basics, and where automation is safe.
- [Compatibility Data: The Attributes AI Agents Rely On Most](https://gigacommerce.co/insights/catalog-for-ai/compatibility-data-for-ai-agents): Works-with, fits, and pairs-with data drives the highest-intent AI agent queries. How to source compatibility relationships and model them in your catalog.
- [Variant Data That Doesn't Confuse AI Agents](https://gigacommerce.co/insights/catalog-for-ai/shopify-variant-data-for-ai-agents): Why AI agents mix up size, color and material variants, and the option naming, metafield placement and inventory rules that fix it on a Shopify store.
- [Shopify Metafields vs. a PIM: Where Should Product Data Live?](https://gigacommerce.co/insights/catalog-for-ai/shopify-metafields-vs-pim): A decision framework, not a tool review: the catalog-size, channel, team, and change-rate thresholds where Shopify metafields stop being enough for a PIM.
- [Catalog Debt: Measuring What Incomplete Data Costs You](https://gigacommerce.co/insights/catalog-for-ai/catalog-debt-cost-of-bad-data): Bad product data behaves like technical debt: it compounds across every AI surface, it charges interest in lost sales, and it has a principal you can pay down.
- [Product Attribute Templates by Category](https://gigacommerce.co/insights/catalog-for-ai/category-attribute-templates-library): Starter attribute templates for apparel, beauty, home goods, and supplements, with the shopper question behind every field. Adapt, don't copy verbatim.
- [Designing a Product Attribute Schema AI Can Use](https://gigacommerce.co/insights/catalog-for-ai/product-attribute-schema-design): How to design per-category product attribute schemas: derive fields from shopper questions, tier required attributes, control vocabularies, and gate new SKUs.

### Commerce GEO (hub: /insights/commerce-geo)
- [Commerce GEO: How to Get Your Products Recommended by AI](https://gigacommerce.co/insights/commerce-geo/commerce-geo-products-recommended-by-ai): Where ChatGPT, Perplexity, Google AI Mode, Copilot and Alexa for Shopping get product data, the feeds that reach them, and how to measure it. Check yours free.
- [What Your Free AI Citation Check Report Actually Shows](https://gigacommerce.co/insights/commerce-geo/what-ai-citation-check-report-shows): See what the free AI Citation Check report shows across ChatGPT, Perplexity, and AI Overviews — named, cited, or absent — and how to act. Run yours free.
- [When Shoppers Ask AI for Gift Ideas, Why Mid-Market Brands Never Make the List](https://gigacommerce.co/insights/commerce-geo/why-ai-skips-brands-for-gift-queries): Gift-framed AI queries cut mid-market brands before the shortlist. Fix occasion, budget, and recipient signals on hero SKUs — then run a free AI Shelf Check.
- [What a Schema Audit Actually Finds](https://gigacommerce.co/insights/commerce-geo/what-schema-audit-actually-finds): What a product schema audit finds on real Shopify PDPs: missing Offers, JS-only JSON-LD, bad GTINs. Grade your store, then run a free AI Citation Check.
- [How Perplexity Picks Products (Observed Behavior)](https://gigacommerce.co/insights/commerce-geo/how-perplexity-picks-products): Perplexity has no published ranking spec for shopping. Here is what we have observed about which pages it cites and what a product page needs to be one of them.
- [GEO vs. SEO Budget Split: A Decision Framework](https://gigacommerce.co/insights/commerce-geo/geo-vs-seo-budget-split): There is no universal GEO/SEO ratio. This framework splits budget between GEO and SEO by category, search maturity and how ready your catalog is for AI.
- [The Quotable Content Style Guide](https://gigacommerce.co/insights/commerce-geo/quotable-content-style-guide): A writing style guide for GEO: answer-first structure, defined terms, direct claims over adjectives, comparison tables, and how to avoid the buried lead.
- [The Commerce GEO Benchmark: What "Good" Citation Rates Look Like](https://gigacommerce.co/insights/commerce-geo/commerce-geo-citation-rate-benchmark): Qualitative AI citation-rate bands by category maturity, brand age and catalog depth, and what actually moves an ecommerce brand from one band to the next.
- [Reviews, Reddit, and the Corroboration Graph](https://gigacommerce.co/insights/commerce-geo/reviews-and-the-corroboration-graph): Why AI assistants trust reviews and Reddit over brand claims, and how to build a corroboration footprint that earns AI citations without astroturfing.
- [Structured Data for AI Shopping Agents](https://gigacommerce.co/insights/commerce-geo/structured-data-for-ai-shopping): Which schema.org types matter for AI shopping, and how Product, Offer and Review markup helps assistants read your store and find your products.
- [Google AI Overviews for Ecommerce: What Surfaces and Why](https://gigacommerce.co/insights/commerce-geo/google-ai-overviews-for-ecommerce): How Google AI Overviews differs from featured snippets and what an ecommerce page needs to be a source it draws from. Observed patterns, not documented spec.
- [How to Run an AI Citation Audit for Your Brand](https://gigacommerce.co/insights/commerce-geo/ai-citation-audit-guide): The exact process to test whether ChatGPT, Claude, Gemini, and Perplexity recommend your brand - and how to fix the gaps when a competitor wins instead.
- [llms.txt for Ecommerce: The Complete Guide](https://gigacommerce.co/insights/commerce-geo/llms-txt-for-ecommerce): What llms.txt is, how it differs from robots.txt and sitemap.xml, what an ecommerce store should include, and what it realistically does and does not do.
- [Should You Block AI Crawlers? A Merchant Decision Guide](https://gigacommerce.co/insights/commerce-geo/should-you-block-ai-crawlers): Publishers block AI crawlers; merchants shouldn't. What GPTBot, ClaudeBot and PerplexityBot actually do, plus a copy-paste welcome-list robots.txt for stores.

### Shopify (hub: /insights/shopify)
- [Running Shopify in 2026: The Operator's Guide](https://gigacommerce.co/insights/shopify/running-shopify-in-2026-operators-guide): Plan, theme or headless, apps, checkout, Markets, Flow, speed, migration, search, Klaviyo and AI channels: every 2026 Shopify call in one guide. Start here.
- [Shopify B2B in 2026: Plans, Catalogs, Payment Terms and When It's Worth It](https://gigacommerce.co/insights/shopify/shopify-b2b): Shopify B2B explained: which plans include it, company profiles, catalogs, net terms, quantity rules, blended vs separate stores. Check your AI channels too.
- [Shopify Flow Automations That Actually Cut Ops Hours](https://gigacommerce.co/insights/shopify/shopify-flow-ops-automations): Which Shopify Flow workflows mid-market brands should build first: fraud holds, low stock, tags, and alerts — plus plan gates. Book a free 20-minute scope call.
- [Shopify Markets vs a Separate Store: When One Admin Is Enough](https://gigacommerce.co/insights/shopify/shopify-markets-vs-separate-store): Decide when Shopify Markets is enough for international selling — and when a second store or Managed Markets is the smarter build.
- [Headless Shopify in 2026: Who Actually Needs Hydrogen](https://gigacommerce.co/insights/shopify/headless-shopify-who-needs-hydrogen): Most Shopify brands should keep a theme. Hydrogen is free; the React team is not. Use this test before you rebuild, then book a free 20-minute scope call.
- [Checkout Extensibility: What to Customize, What to Leave](https://gigacommerce.co/insights/shopify/shopify-checkout-extensibility-guide): A grounded guide to Shopify checkout extensibility scope: what to customize, what to leave alone, and why over-customized checkouts quietly kill conversion.
- [Klaviyo + Brand Agents: The Data Flow That Works](https://gigacommerce.co/insights/shopify/klaviyo-brand-agents-data-flow): What Brand Agent conversation data belongs in Klaviyo segmentation, what should stay decoupled, and how to wire the two without feeling like surveillance.
- [Building a Shopify Product Page AI Agents Can Read](https://gigacommerce.co/insights/shopify/shopify-product-pages-for-ai-agents): How to build Shopify product pages that shoppers and AI agents can both read and trust: structured specs, metafields, server-rendered facts and fast loads.
- [On-Site AI Search on Shopify: A Setup That Converts](https://gigacommerce.co/insights/shopify/on-site-ai-search-shopify): Why Shopify store search returns bad results, how to add AI search that converts, and the catalog, synonym and zero-results discipline that keeps it working.
- [Migration to Shopify Without Losing Rankings or Data](https://gigacommerce.co/insights/shopify/shopify-migration-without-losing-rankings): A practical Shopify migration checklist covering URL mapping, 301 redirects, structured-data parity, content migration and a launch-week monitoring plan.
- [Shopify Theme Choice for the Agentic Era](https://gigacommerce.co/insights/shopify/shopify-theme-choice-agentic-era): A decision framework for choosing a Shopify theme in 2026: judge rendering discipline, metafield support, and Core Web Vitals headroom, not just design.
- [Do You Need Shopify Plus for Agentic Commerce?](https://gigacommerce.co/insights/shopify/shopify-plus-for-agentic-commerce): Brand Agents and Copilot Checkout don't require Shopify Plus. What Plus still changes for agentic commerce, what it doesn't, and what any plan can build today.
- [The 6-8 App Rule: A Shopify App Audit Method](https://gigacommerce.co/insights/shopify/shopify-app-audit-six-to-eight-rule): Most Shopify stores run 15-25 apps and need 6-8. A method to audit the app stack by job, cut overlap, and fix the agent-legibility problem app bloat creates.
- [Shopify Speed & Core Web Vitals in the Agentic Era](https://gigacommerce.co/insights/shopify/shopify-speed-core-web-vitals-agentic): Slow, script-heavy Shopify product pages lose shoppers and fail AI agents. The app audit, image discipline and script fixes that move Core Web Vitals in 2026.

### Amazon (hub: /insights/amazon)
- [Amazon Listing and Ads Operations for Alexa for Shopping (Rufus)](https://gigacommerce.co/insights/amazon/amazon-listing-optimization-rufus): Run Amazon in the Alexa for Shopping (Rufus) era: attributes, browse nodes, A+, reviews, SQP, TACOS, AMC, SPAG and Seller vs Vendor. Get a free listing audit.
- [The Amazon Buy Box (Featured Offer) in 2026: How It's Chosen and Why It Disappears](https://gigacommerce.co/insights/amazon/amazon-buy-box): Amazon Buy Box, now the Featured Offer: who's eligible since September 2026, what Amazon ranks, why it disappears and how to track it. Check your price floor.
- [FBA vs FBM in 2026: Fees, Prime, the Buy Box and a Worked Cost Comparison](https://gigacommerce.co/insights/amazon/fba-vs-fbm): FBA vs FBM for 2026: Amazon fulfillment, storage, placement and low-inventory fees, Prime and Buy Box effects, and a worked SKU cost. Run your own numbers.
- [Amazon Marketing Cloud for Mid-Market Brands: The First Three Queries](https://gigacommerce.co/insights/amazon/amazon-marketing-cloud-first-three-queries): Amazon Marketing Cloud is free for sponsored-ads brands. Run three queries on new-to-brand, overlap, and time-to-purchase. Request a free listing audit.
- [What Your Free Amazon Listing Audit Actually Covers](https://gigacommerce.co/insights/amazon/what-free-amazon-listing-audit-covers): What our free Amazon listing audit scores on your top 3 ASINs within 48 hours: listing quality, catalog readiness, PPC, and Alexa for Shopping (formerly Rufus).
- [Amazon Search Query Performance Report: How to Read Your Share of Demand](https://gigacommerce.co/insights/amazon/amazon-search-query-performance-report): How to read Amazon Search Query Performance: impression, click, cart-add, and purchase share — plus what to fix when the funnel narrows. Free listing audit.
- [Seller Central vs Vendor Central: Which Amazon Path Fits Your Brand](https://gigacommerce.co/insights/amazon/seller-central-vs-vendor-central): Seller Central vs Vendor Central: price control, fees, inventory risk, and when hybrid wins. Decide 3P, 1P, or both — then request a free listing audit.
- [Browse Tree & Category Corrections: The Invisible Ranking Lever](https://gigacommerce.co/insights/amazon/amazon-browse-tree-category-corrections): Why Amazon browse tree miscategorization caps organic ranking and hides products from Alexa for Shopping, and how to file a browse-node correction.
- [The Alexa for Shopping Listing Test (Formerly the Rufus Test): 20 Questions to Ask About Your Own Listing](https://gigacommerce.co/insights/amazon/the-rufus-test-for-your-listing): A 20-question self-audit to check whether Alexa for Shopping (formerly Rufus) can answer shoppers from your Amazon listing. Run it on your top ASINs today.
- [Reviews as Machine-Readable Evidence on Amazon](https://gigacommerce.co/insights/amazon/amazon-reviews-machine-readable-evidence): Alexa for Shopping (formerly Rufus) treats Amazon reviews as evidence. How substantive reviews, ethical review generation, and answered Q&A shape AI answers.
- [SPAG PPC Structure, Explained](https://gigacommerce.co/insights/amazon/spag-ppc-structure-explained): What Single Product Ad Group structure is, why one ASIN per ad group sharpens bid precision and reporting, and how to build it without campaign count exploding.
- [Amazon Backend Attributes: The Complete Fill-Out Guide](https://gigacommerce.co/insights/amazon/amazon-backend-attributes-guide): Backend attributes feed Alexa for Shopping (formerly Rufus). How to audit category-specific fields, enforce accuracy over coverage, and fix wrong AI answers.
- [Amazon Brand Story vs. A+ Premium: What's Worth It](https://gigacommerce.co/insights/amazon/amazon-a-plus-premium-worth-it): A cost-benefit framework for A+ vs A+ Premium: which modules add real substantiating detail, which are visual flourish, and when the upgrade earns its keep.
- [TACOS, Not ACoS: The Measurement Shift](https://gigacommerce.co/insights/amazon/tacos-not-acos-measurement-shift): What TACOS is, how it differs from ACoS, and why catalog-first Amazon sellers need it to spot ads cannibalizing organic and Alexa for Shopping sales.
- [A+ Content That Alexa for Shopping (Rufus) Can Read](https://gigacommerce.co/insights/amazon/amazon-a-plus-content-rufus): A+ content as evidence for Alexa for Shopping (formerly Rufus): which modules carry readable facts, why image text is a gamble, and what to fix first.

### South Asia (hub: /insights/south-asia)
- [From South Asian Factory to US Amazon: The Manufacturer's Bridge Guide](https://gigacommerce.co/insights/south-asia/bangladesh-manufacturers-us-amazon-bridge): How factories in Bangladesh, India, Pakistan and Sri Lanka sell on US Amazon: registration, payouts, duties, compliance, brand. Try our landed-cost calculator.
- [From OEM to Brand: Naming, Trademark, and Registry](https://gigacommerce.co/insights/south-asia/oem-to-brand-trademark-and-registry): How an OEM factory picks a brand name that clears trademark search, files with the USPTO, and turns approval into Brand Registry, A+ content, and protection.
- [Freight & Customs: The Manufacturer's First Shipment](https://gigacommerce.co/insights/south-asia/first-fba-shipment-freight-and-customs): A step-by-step walkthrough of your first FBA shipment from South Asia — freight mode, forwarder, export docs, US customs, and the delay-causing mistakes.
- [The Hero Product Selection Framework for Manufacturers](https://gigacommerce.co/insights/south-asia/hero-product-selection-framework): A scoring framework for picking your first US Amazon product, weighing margin headroom, defensibility, compliance simplicity and your production capability.
- [The US Compliance Checklist for South Asian Exporters](https://gigacommerce.co/insights/south-asia/us-compliance-south-asian-exporters): Entity choice, tax IDs, USPTO trademark for Brand Registry, CPSC and textile rules, customs documents, and the paperwork mistakes that freeze Amazon accounts.
- [Payment Rails: Getting Paid from US Sales in BDT/INR/PKR](https://gigacommerce.co/insights/south-asia/amazon-payment-rails-for-south-asian-manufacturers): How US Amazon payouts reach India (direct INR) and Bangladesh and Pakistan (via a USD account), with the intermediary options, fees and timing for each route.
- [Landed Cost Math: South Asia to US FBA](https://gigacommerce.co/insights/south-asia/landed-cost-math-south-asia-to-us-fba): How to calculate true landed cost from Dhaka, Delhi or Karachi to US FBA: unit cost, freight, duties, FBA fees, referral fees and a reserve for returns.

### Growth & Retention (hub: /insights/growth-retention)
- [DTC Growth & Retention in the Agentic Era](https://gigacommerce.co/insights/growth-retention/dtc-growth-retention-agentic-era): When AI assistants pick the first order, retention is the moat: CAC math, owned channels, sender rules, subscriptions and LTV. See what AI could cost you first.
- [LTV Math for Brands Acquired Through AI Channels](https://gigacommerce.co/insights/growth-retention/ltv-math-for-ai-acquired-customers): Is a customer from ChatGPT, Perplexity, or Alexa for Shopping (Rufus) worth more over time? It depends on trust transfer. Here's what to track.
- [Welcome Flow Rewrite for the Agentic Era](https://gigacommerce.co/insights/growth-retention/welcome-flow-rewrite-agentic-era): A concrete rebuild of the DTC welcome email flow for 2026: what changes for AI-influenced signups, zero-party capture in email 1-2, and a sample flow.
- [Post-Purchase Brand Agents: Support That Sells](https://gigacommerce.co/insights/growth-retention/post-purchase-brand-agents): How a post-purchase Brand Agent turns WISMO, warranty and returns conversations into repeat revenue, and feeds the catalog gaps it finds back to your team.
- [Subscription & Replenishment: When Agents Reorder For You](https://gigacommerce.co/insights/growth-retention/subscription-replenishment-ai-reorder): AI agents are starting to handle replenishment for shoppers. What that means for subscription programs and the SKU, cadence, and substitution data agents need.
- [Lifecycle Email Meets Agentic Commerce](https://gigacommerce.co/insights/growth-retention/lifecycle-email-agentic-commerce): Email is the one channel no AI assistant mediates. The four DTC flows that still matter, double opt-in discipline, and how agent context feeds segmentation.
- [The Retention Audit: 12 Checks Before You Buy More Traffic](https://gigacommerce.co/insights/growth-retention/dtc-retention-audit-12-checks): A 12-point retention self-audit — repeat rate, list health, flow coverage, post-purchase, subscription fit — to run before you spend another dollar on ads.

### For Agencies (hub: /insights/agency-playbooks)
- [The Agency Playbook: Adding Agentic Commerce Services in 2026](https://gigacommerce.co/insights/agency-playbooks/agency-agentic-commerce-playbook): How an agency adds agentic commerce in 2026: why clients are asking, refer vs. white-label vs. build, pricing, skills and reporting. See the partner program.
- [The Agency Pitch Deck for Agentic Commerce, Annotated](https://gigacommerce.co/insights/agency-playbooks/agency-pitch-deck-agentic-commerce): A slide-by-slide structure for pitching agentic commerce to a client: the wave, their gap, the options ladder and the close, annotated so you can reuse it.
- [How Agencies Package Commerce GEO as a Service](https://gigacommerce.co/insights/agency-playbooks/packaging-commerce-geo-agency-service): How agencies scope, deliver, and prove Commerce GEO engagements: citation audits, data fixes, quotable content, and measurement clients actually understand.
- [The QBR Template for Agentic Engagements](https://gigacommerce.co/insights/agency-playbooks/qbr-template-for-agentic-engagements): A QBR structure for agencies reporting agentic commerce results: the metrics section, the transcript and catalog-gap section, and the next-quarter roadmap.
- [White-Label vs. In-House: Delivering Agentic Commerce as an Agency](https://gigacommerce.co/insights/agency-playbooks/white-label-vs-in-house-agentic-delivery): The build-vs-partner decision for agencies adding agentic commerce: ramp time, margin structure and a decision matrix by agency size and client mix.
- [Pricing Agentic Services: Fixed-Scope Logic for Agencies](https://gigacommerce.co/insights/agency-playbooks/pricing-agentic-services-for-agencies): A pricing-structure guide for agencies selling agentic commerce: fixed-fee vs. hourly installs, throughput pricing for catalog work, and GEO retainer structure.
- [Hiring an Agentic Commerce Lead: A Role Scorecard](https://gigacommerce.co/insights/agency-playbooks/hiring-an-agentic-commerce-lead): Who runs AI commerce delivery? A role scorecard: skill blend, interview signals, a sample job description and where the role sits beside dev and marketing.

### AI Traffic & Attribution (hub: /insights/ai-measurement)
- [AI Traffic and Attribution: How to Measure What ChatGPT, Gemini and AI Mode Send Your Store](https://gigacommerce.co/insights/ai-measurement/ai-traffic-attribution-guide): Where ChatGPT, Gemini and AI Mode visits land in GA4, Shopify and Search Console, what each tool misses, and how to report it. Get the report template free.
- [The Monthly AI-Attributed Revenue Report: What to Put in It and How to Build It](https://gigacommerce.co/insights/ai-measurement/monthly-ai-revenue-report): What a monthly AI-attributed revenue report should hold, how to build it in GA4 and Data Studio, and how to read it for a CFO. Get our free build sheet.
- [Track ChatGPT Ad Conversions on Shopify: Pixel, Conversions API and UTMs](https://gigacommerce.co/insights/ai-measurement/chatgpt-ads-conversion-tracking-shopify): How to track ChatGPT Ads conversions on Shopify: OpenAI's app, Pixel, Conversions API, oppref, attribution windows and UTMs. Then grab our AI revenue template.
- [Does AI-Referred Traffic Convert? What the Evidence Actually Says](https://gigacommerce.co/insights/ai-measurement/does-ai-traffic-convert): Does AI traffic convert better? Adobe, Similarweb, a Marketing Science paper and Ahrefs disagree. See why, then measure your own store with our report template.
- [AI Mode Traffic Hides in Organic Search: How to Estimate It](https://gigacommerce.co/insights/ai-measurement/ai-mode-traffic-in-organic): GA4 files AI Mode and AI Overviews clicks under Organic Search. See what Search Console shows, five estimation methods and their error bars. Get the template.
- [How to Track ChatGPT Traffic and Revenue on Shopify](https://gigacommerce.co/insights/ai-measurement/track-chatgpt-traffic-shopify): Track ChatGPT traffic and sales on Shopify in three places: the Agentic page, Shopify Analytics referrers and GA4. Learn why they disagree. Get the template.
- [GA4's AI Assistant Channel: What It Counts, What It Misses, and the Regex for the Rest](https://gigacommerce.co/insights/ai-measurement/ga4-ai-assistant-channel): GA4's AI Assistant channel counts some AI traffic, not all. See what lands in Referral, Organic and Direct instead, and the regex to catch it. Get the template.

## Contact

- Email: hello@gigacommerce.co
- Founder: Sujan Bhuiyan — contact@sujanbhuiyan.com