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What Is the Agentic Commerce Protocol (ACP)?
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Agentic Commerce Protocol – New Rules of AI-Driven Shopping

By Webashes · · Reading…

In general, ACP is the protocol that lets AI agents do the buying: Stripe handles the payments,  OpenAI provides the AI interface. And, merchants plug in their product catalog and checkout logic, and shoppers can buy directly inside AI chatbots like ChatGPT.

Let’s get into the details:

Online shopping just got a new set of rules. And they weren’t written for humans; they were written for AI agents.

In 2025, OpenAI and Stripe quietly launched something called the Agentic Commerce Protocol (ACP). A few months later, Google, Shopify, Walmart, and two dozen other companies launched the Universal Commerce Protocol (UCP). These aren’t product launches or features. 

They’re like security infrastructure, the protocol that enables AI agents to browse your store, create carts, and complete purchases without any human clicks.

For e-commerce owners, this raises a real question: what exactly are these agentic commerce protocols? Do they need to strictly follow them, and what happens if they don’t?

This blog answers all of that. Here, you will learn what the Agentic Commerce Protocol is, how it differs from UCP, what the security guardrails look like, what compliance means in this new world, and how your platform (Shopify, WooCommerce, or others) fits in.

Table of Contents

  • What Is the Agentic Commerce Protocol (ACP)?
  • ACP vs. UCP: What’s the Difference?
  • How Does the Agentic Commerce Protocol Work?
  • Platform Breakdown: ACP and UCP Support in 2026
  • The Security Guardrails of the Agent Payments Protocol (AP2)
  • What Is Agentic Commerce Compliance?
  • The Numbers That Show Why This Matters
  • What E-Commerce Owners Should Do Right Now
  • Frequently Asked Questions

What Is the Agentic Commerce Protocol (ACP)?

The Agentic Commerce Protocol or ACP is an open standard co-developed by OpenAI and Stripe. It was launched in September 2025, and it defines how AI agents can complete purchases on behalf of shoppers.

Agentic Commerce Protocols
Agentic Commerce Protocols

Here’s the simplest way to understand it: ACP is the set of rules that lets a ChatGPT user buy something within the chat screen. For example, when someone says “buy those running shoes” to ChatGPT, then it actually completes the purchase without the shopper ever leaving the chat.

And that’s not an overstatement. ACP is what powers Instant Checkout in ChatGPT. It manages the core purchasing workflows:

  • Checkout session creation – starting a transaction with a retailer
  • Payment tokenization – processing payments securely through Stripe
  • Inventory verification – confirming a product is actually available
  • Order execution – finalizing and confirming the purchase

ACP is structured around four API endpoints: Create, Update, Complete, and Cancel Checkout. Merchants connect their product catalog, set up a checkout API, and integrate with Stripe. 

From that point on, you can sell your product through any ACP-enabled AI agent that your target customers use, like ChatGPT, Microsoft Copilot, Anthropic’s Claude, and Perplexity.

ACP vs. UCP: What’s the Difference?

Right now, there are two major agentic commerce protocols: Agentic Commerce Protocol (ACP)

& Universal Commerce Protocol (UCP). They’re backed by different companies, and most retailers like you need to support both. 

Agentic Commerce Protocol (ACP)

Developed by: OpenAI + Stripe 

Launching Date: September 2025

Focuses on the transaction layer, specifically enabling checkout and purchases inside ChatGPT and other AI platforms. The workflow works at conversational product discovery, where the shopper starts a research conversation and ends with a direct purchase in the same interface. And, it’s now supported by WooCommerce, BigCommerce, Wix, Squarespace, Salesforce, and others.

Universal Commerce Protocol (UCP)

Developed by: Google + Shopify + 20+ retail partners 

Launching Date: January 2026

A broader, full-commerce-journey standard covering product discovery, cart management, checkout, payment, and post-purchase support. It is designed to work across any AI surfaces like Gemini, Google AI Mode, or Microsoft Copilot. UCP is already backed by Walmart, Target, Etsy, Wayfair, Visa, Mastercard, Stripe, and more. Comparing the other options, it is more robust. It handles complex features like returns, scheduling, and loyalty programs.

The key difference between ACP & UCP: Agentic Commerce Protocol (ACP) is laser-focused on enabling purchases inside ChatGPT and similar AI chat interfaces. On the other hand, UCP is broader. It is developed to cover the entire shopping journey from discovery to post-purchase, across any AI platform.

For most e-commerce owners in 2026, the practical answer is: aim to support both. Your customers may start their search in ChatGPT (ACP territory) and finalize it on Google’s AI Mode (UCP territory). Covering agentic commerce protocols of both sides means you show up throughout that journey.

Another practical way to think of ACP and UCP is the way you think of Apple Pay and Google Pay. Different ecosystems, but built for the same goal – a frictionless payment. You don’t pick one; you support both, so customers can check out however they prefer.

How Does the Agentic Commerce Protocol Work?

Let’s walk through what actually happens when a customer buys something via ACP, from their first message to your order confirmation.

Step 1: The Shopper Asks in ChatGPT

Buying with AI Assistant
Buying with AI Assistant

A ChatGPT user types something like: “Find me a pair of trail running shoes for wet conditions, size 10, under $150.” ChatGPT understands the intent and queries connected product catalogs via ACP.

Step 2: The Agent Queries Your Product Catalog

ACP requires you to provide a product feed, a well-structured file in JSON, CSV, or XML format that tells the AI what you sell, what’s in stock, and how much it costs. So, make sure your product catalog is perfectly optimized for any AI assistant. 

Agentic Commerce Protocols in Product Feed
Agentic Commerce Protocols in Product Feed

Now, ChatGPT reads your product feed and surfaces relevant products. If your catalog isn’t connected or your product data is incomplete, your products don’t appear in the ChatGPT or any AI Chatbot.

Step 3: The Shopper Chooses

Buying With AI Shopping Assistant
Buying With AI Shopping Assistant

The shopper picks a product. ChatGPT initiates a checkout session via ACP’s and creates a Checkout endpoint. This sends a request to your system to begin the transaction.

Step 4: Stripe Handles the Payment

Payment within Agentic Commerce
Payment within Agentic Commerce

Payment is processed through Stripe using Shared Payment Tokens: secure, tokenized credentials the shopper has stored in their AI assistant. They don’t re-enter card details. The token is passed, Stripe charges it, and the purchase is confirmed.

Step 5: You Get the Order

Your system receives the completed order just like any other. You fulfill it. The shopper gets a confirmation. The AI handles any follow-up questions (order status, returns) through ACP’s order management endpoints.

How ACP works for your store

For ACP to work, you need three things: a product feed that’s up to date, a checkout API that ACP can talk to, and Stripe as your payment processor. If you’re already on Stripe, you’re closer than you think

Platform Breakdown: ACP and UCP Support in 2026

Here’s where the major e-commerce platforms stand when it comes to agentic commerce protocol support.

Shopify

Till now, Shopify has made notable advancements in agentic commerce protocole. They co-developed UCP with Google and introduced Agentic Storefronts. It supports merchants to automate access to AI channels, including ChatGPT, Microsoft Copilot, and Google AI Mode, from a single admin panel.

Shopify Agentic Commerce Protocol handle
Shopify Agentic Commerce Protocol handle
  • UCP co-developer alongside Google, hence merchants get automatic compliance with zero extra setup.
  • Shopify Catalog automatically aggregates product data across all AI platforms.
  • Agentic Storefronts – AI-driven orders on Shopify grew 11x between January 2025 and March 2026.
  • ACP support via Stripe integration is available for ChatGPT Instant Checkout.
  • “Negotiated Checkout” via UCP completes transactions in under a second – genuinely instant.

WooCommerce

WooCommerce has taken an open-protocol approach rather than a managed bundle. It is more flexible, but requires more configuration. And, the gap with Shopify is closing fast.

  • Native Model Context Protocol (MCP) support was shipped in WooCommerce 10.3 (October 2025).
  • ACP integration is available via the Stripe plugin, and WooCommerce, BigCommerce, Wix, and Squarespace are all listed as Stripe ACP partners.
  • UCP support requires a custom middleware or community plugin; WooCommerce was not in Google’s January 2026 UCP launch.
  • MCP acts as a Security Proxy, translating UCP/ACP requests into executable WordPress actions.
  • Best suited for B2B/wholesale, where MCP handles procurement agents. B2C ACP/UCP parity expected by late 2026.

Google (UCP + Business Agent)

Building the foundational infrastructure layer for agentic commerce across its entire ecosystem. So far, they have developed so many essential infrastructures, like:

  • Universal Commerce Protocol (UCP): It is Google’s open standard. It handles the full journey from discovery to post-purchase.
  • Universal Cart: an AI-powered hub across Search, Gemini, YouTube, and Gmail that proactively finds deals and checks compatibility.
  • Business Agent: a branded virtual sales associate that answers product questions in your brand’s voice on Google Search.
  • AI Performance Insights in Merchant Center: Shows your share of voice on AI surfaces vs. similar brands.
  • WebMCP: A new proposed standard that lets agents query your backend APIs directly via JavaScript functions on your website.

OpenAI (ChatGPT + ACP)

Launched Instant Checkout in ChatGPT powered by ACP. Evolving rapidly after an initial rollout that was narrower than planned.

OpenAI Agentic Commerce Protocol
OpenAI Agentic Commerce Protocol
  • ACP powers Instant Checkout in ChatGPT – live since September 2025, initially with Etsy and select Shopify merchants.
  • Merchants pay a 4% transaction fee on every ACP checkout, on top of Stripe’s standard processing fees (~2.9% + $0.30).
  • OpenAI shifted strategy in early 2026,  already moving away from inline product listings toward ChatGPT Apps (e.g., Target, DoorDash, Instacart).
  • ChatGPT processes 50 million shopping queries daily as of February 2026 (OpenAI).
  • ACP spec is open-source on GitHub and actively maintained with regular releases.

Stripe (ACP Payment Infrastructure)

The payment backbone of the Agentic Commerce Protocol. Stripe doesn’t just process payments; it builds and maintains the ACP spec alongside OpenAI.

Agentic Commerce Protocol Stripe
Agentic Commerce Protocol Stripe
  • Stripe Agentic Suite: Consisted of three components – product discovery (catalog distribution), checkout (Checkout Sessions API), and payments (Shared Payment Tokens + Stripe Radar).
  • AI platform partners include OpenAI, Microsoft Copilot, Anthropic, Perplexity, Vercel, and Replit.
  • Merchants connect their existing catalog or upload directly via the Stripe Dashboard, then select which AI agents to sell through.
  • Shared Payment Tokens eliminate re-entry of card details, as shoppers authorize once, and agents buy seamlessly.
  • Stripe Radar provides fraud detection specifically designed for AI-initiated transactions.

The Security Guardrails of the Agent Payments Protocol (AP2)

One of the most common concerns e-commerce owners have about agentic commerce is security. If an AI can buy things on someone’s behalf, what stops it from buying the wrong thing? Or spending too much? Or being tricked by a fraudulent agent?

And, to answer these questions, the Agent Payments Protocol (AP2) is specifically designed. It builds what its designers call an “infrastructure of trust” for autonomous transactions. Here’s how it works.

1. Bounded Authority: The Agent Can Only Do What Users Allow

Every agentic transaction operates within a set of user-defined guardrails. The shopper sets these up when they authorize an AI agent to act on their behalf:

  • Spending caps:  A hard budget limit that the agent cannot exceed under any circumstances.
  • Product or brand restrictions:  The user can restrict purchases to specific brands, categories, or product types.
  • Conditional execution:  The agent only completes the purchase if specific conditions are met, for example, “buy only if the price drops below $50.”

2. Cryptographically Signed Digital Mandates

Every agreement between a shopper and an AI agent is captured as a digital mandate — a tamper-proof, cryptographically signed record that documents exactly what the agent was authorized to do.

These mandates are written in plain English so both the shopper and the merchant can understand what was agreed. They’re also unchangeable after the fact, and no retroactive modification is possible. This provides an irrevocable record for any dispute or return.

3. Strong Identity and Authentication

AP2 is built on OAuth 2.0 – the same standard banks and major platforms use for secure login. Key features:

  • Agents act with delegated permission, and the AI proves it has specific rights from the user, without sharing the user’s actual credentials.
  • Merchants can verify instantly whether an agent is authorized and trusted before accepting a transaction.
  • This protects against automated attacks, rogue agents, and spoofed transactions.

4. Permanent Audit Trail for Every Transaction

Every step of an agentic transaction is logged in a verifiable, permanent audit trail. This creates a clear causal record: who authorized what, when, at what price, and under what conditions.

For merchants, this is actually a benefit. In the event of a dispute, a return, or a fraud claim, you’re not arguing over what happened. There’s a tamper-proof record that all parties can reference. AP2 even helps determine who is at fault in a disputed transaction.

5. Privacy-Preserving Technology

AP2 is shifting the security focus from just protecting payment data to protecting autonomous decisions. Advanced privacy-preserving technology keeps sensitive user information safe while still maintaining a transparent connection between the shopper, the merchant, and the payment processor.

So, in a summarized way, AP2 transactions are actually more accountable than traditional checkouts in many ways. A human clicking the Buy button leaves no cryptographic record of what they intended. An AP2 transaction does this with spending limit, product constraints, authorization, and execution, all in a tamper-proof log

What Is Agentic Commerce Compliance?

“Compliance” in agentic commerce isn’t just about legal requirements. It also covers the full set of security, operational, and data standards that ensure AI agents act within authorized boundaries and leave a verifiable record of everything they do.

For e-commerce owners, there are four areas to understand:

1. Transactional Compliance

Digital mandates: Every agentic transaction must be backed by an AP2 mandate. A cryptographically signed record of what the user authorized. This is your permanent paper trail for dispute resolution and returns.

Merchant of Record (MoR):  A core principle of both ACP and UCP is that the retailer stays the legal seller. You keep the customer relationship, your margins, and legal responsibility for the sale, even when the purchase is initiated by an AI.

MFA compliance: Google Pay’s Cross-Device Authentication is designed to support Multi-Factor Authentication (MFA) mandates, moving desktop checkouts to secure, mobile-first biometric or PIN flows.

2. Data Readiness – Being “Compliant” With AI Agents

For an AI agent to successfully sell your products, your catalog data has to meet a machine-readable standard. This is increasingly what “compliance” means in the agentic era:

  • Real-time inventory and pricing accuracy: AI agents won’t recommend products they can’t confirm are available at the stated price.
  • Valid GTINs and brand identifiers: Agentic commerce agents use these to precisely identify products in a global marketplace.
  • Schema.org markup on product pages: Allows AI systems to parse your product data directly from your website without intermediary catalogs.
  • Structured product feeds: Optimized product catalogs in a format so that agents can read, like JSON, CSV, or XML, with complete product attributes.

3. Ethical and Operational Guardrails

These are the rules that govern what agents are allowed to do and what you’re responsible for as the merchant:

  • Agents must operate within the shopper’s defined guardrails, such as budget caps, brand preferences, and conditional rules.
  • You can verify and reject agents that aren’t authorized. AP2 allows merchants to check agent credentials before accepting a transaction.
  • Privacy-preserving technology must protect user data while maintaining the transparent merchant-processor link.

4. Platform and API Security

If you’re using the Merchant API to manage your catalog at scale (the recommended approach for large catalogs), developers need to register users with specific roles and authenticate via OAuth 2.0 linked to secure cloud projects. This is a technical compliance requirement for programmatic catalog management under both ACP and UCP.

What is the Key compliance principle for retailers?

In agentic commerce, “compliance” isn’t just about following rules. Rather, it’s about building the infrastructure that makes your store trustworthy to AI agents. Clean data, valid identifiers, AP2 mandates, and verifiable agent credentials are the new compliance baseline.

The Numbers That Show Why This Matters

11x
growth in AI-attributed orders on Shopify between January 2025 and March 2026
50 million
shopping queries processed by ChatGPT daily as of February 2026 (OpenAI)
$20.9 billion
in AI-driven retail spending projected for 2026, nearly 4x the 2025 figure (eMarketer)
805%
YoY surge in AI-driven traffic to retail sites on Black Friday 2025 (Adobe Analytics)

These numbers aren’t speculative. They’re happening in real stores, on real platforms, with real customers. The protocols discussed in this blog are the infrastructure behind every one of those transactions.

What E-Commerce Owners Should Do Right Now

Here is a list of some prioritized and realistic steps based on your current situation, that e-Commerce owners should follow:

If you’re on Shopify

  • Enable Agentic Storefronts in your Shopify Admin. Doing this connects you to UCP-compatible AI surfaces (ChatGPT, Microsoft Copilot, Google AI Mode) automatically.
  • Audit your product data in the Shopify Catalog. Include complete titles, descriptions, accurate pricing, and real-time inventory.
  • Make sure Stripe is set up as a payment method. Which is required for ACP/Instant Checkout in ChatGPT.
  • Activate your Business Agent in Google Merchant Center and set your brand voice and conversation starters.

If you’re on WooCommerce

  • Install the Stripe ACP plugin. WooCommerce is already a listed Stripe partner, making ACP integration the most accessible first step.
  • Enable WooCommerce MCP support (available since version 10.3) to allow AI agents to query your store directly.
  • Consider a community UCP plugin or middleware solution for Google AI Mode compatibility; native WooCommerce UCP support isn’t built in yet, but the gap is closing.
  • Invest heavily in product data quality: schema.org markup, GTINs, and real-time inventory. This is platform-agnostic and affects all protocols equally.

For any platform

  • Add conversational attributes to your product feeds, like Q&A pairs, compatible accessories, variant details, etc.
  • Implement schema.org Product markup on your product pages for broader AI discoverability.
  • Set up the AI Performance Insights tool in Google Merchant Center to track your share of voice on AI surfaces.
  • Start small and test with a subset of your best-selling products before rolling out across your full catalog.
  • Filter out products with complex restrictions initially (state-specific availability, age verification) to avoid agent errors at checkout.

My fee note for ACP via ChatGPT

OpenAI charges a 4% transaction fee on every Instant Checkout purchase via ACP, in addition to Stripe’s standard ~2.9% + $0.30 processing fee. On a $100 order, total fees are approximately $7.20. Factor this into your margin calculations before enabling ACP checkout.

Frequently Asked Questions

What is the Agentic Commerce Protocol (ACP)?

ACP is an open standard co-developed by OpenAI and Stripe, launched in September 2025. It defines how AI agents can complete purchases on behalf of shoppers, specifically powering Instant Checkout in ChatGPT. Merchants connect their product catalog and Stripe-powered checkout to ACP, and shoppers can buy directly inside the ChatGPT interface.

What is the Universal Commerce Protocol (UCP)?

UCP is an open standard co-developed by Google and Shopify (with Walmart, Target, Etsy, Wayfair, Visa, Mastercard, and others), launched in January 2026. It covers the entire commerce journey, from product discovery to checkout, post-purchase, and returns across any AI platform. It’s broader than ACP and designed to work with Google AI Mode, Gemini, Microsoft Copilot, and more.

What’s the difference between ACP and UCP?

ACP is focused on enabling checkout inside AI chat interfaces, specifically ChatGPT. UCP covers the full commerce journey across any AI surface. ACP excels at conversational discovery, leading to immediate purchase. UCP handles more complex flows like returns, loyalty, and fulfillment. Most retailers in 2026 should aim to support both.

How does agentic commerce protocol work?

A shopper tells an AI assistant what they want. The AI queries connected product catalogs using the protocol (ACP or UCP). It evaluates options against the buyer’s needs, presents suitable options, and upon approval, completes the purchase using tokenized payment credentials. The retailer receives the order and fulfills it just like any other.

Is ACP open source?

Yes. The ACP specification is publicly available on GitHub at github.com/agentic-commerce-protocol/agentic-commerce-protocol and is maintained by OpenAI and Stripe. It has received regular updates since its September 2025 launch.

What is ACP Instant Checkout in ChatGPT?

Instant Checkout is OpenAI’s commerce feature powered by ACP. It lets ChatGPT users in the US buy products directly inside the chat interface, without visiting a retailer’s website. Initially launched with Etsy sellers, with Shopify merchants added in early 2026.

Does agentic commerce protocol work with Google?

Google’s protocol is called UCP (Universal Commerce Protocol), which is technically distinct from ACP. UCP powers Google’s AI Mode in Search, Gemini, and the Business Agent feature. Shopify merchants get UCP support automatically. WooCommerce requires middleware or a plugin.

Does agentic commerce protocol work with Shopify?

Yes, Shopify is actually one of UCP’s co-developers alongside Google. Shopify introduced Agentic Storefronts that automatically connect merchants to UCP-compatible AI surfaces. ACP (for ChatGPT) is also supported via Stripe integration.

Does agentic commerce protocol work with WooCommerce?

WooCommerce supports ACP via a Stripe plugin integration and has native MCP support since version 10.3. UCP support requires middleware or community plugins. WooCommerce wasn’t part of Google’s official January 2026 UCP launch, but the ecosystem is building toward it.

Does agentic commerce protocol work with Stripe?

Stripe is literally the co-creator of ACP alongside OpenAI. Stripe’s Agentic Suite handles product discovery, distribution, ACP checkout sessions, and payment via Shared Payment Tokens. If you’re already on Stripe, enabling ACP is significantly easier than starting from scratch.

Does agentic commerce protocol work with ChatGPT?

Yes – ACP is specifically what powers ChatGPT’s Instant Checkout. When a ChatGPT user buys a product in the chat interface, ACP is the protocol making the transaction happen behind the scenes.

Does agentic commerce protocol enable instant checkout?

Yes. ACP is designed to enable frictionless, instant checkout inside AI interfaces. Shoppers don’t re-enter payment details; instead, their stored, tokenized credentials are used. UCP also supports fast checkout through what Shopify calls “Negotiated Checkout,” which can be completed in under a second.

Is agentic commerce protocol secure?

Yes – through the Agent Payments Protocol (AP2). Every transaction is backed by a cryptographically signed digital mandate, user-defined spending limits, OAuth 2.0 identity verification, and a permanent audit trail. In many ways, agentic transactions are more accountable than traditional checkouts.

What is agentic commerce compliance?

Agentic commerce compliance covers the full set of security, operational, and data standards that ensure AI agents act within authorized boundaries. Key areas: AP2 digital mandates for transactional accountability, Merchant of Record status under UCP, machine-readable product data quality, and OAuth 2.0 authentication for API access.

 What happens if an AI agent makes a mistake or buys the wrong thing?

AP2’s digital mandate and audit trail provide a clear record of what was authorized. The shopper’s pre-defined guardrails limit what the agent can buy. In the event of a dispute, the mandate serves as irrefutable evidence of what was agreed, making returns and dispute resolution cleaner, not harder.

Can merchants verify that an AI agent is legitimate?

Yes. AP2 includes agent verification mechanisms. Merchants can confirm that an agent is authorized and trusted before accepting a transaction. This protects against rogue agents, spoofed transactions, and automated attacks.

Who pays the fees for ACP transactions?

The merchant pays. OpenAI charges a 4% transaction fee on every Instant Checkout purchase through ChatGPT, in addition to Stripe’s standard processing fees (approximately 2.9% + $0.30). On a $100 order, total platform and processing fees are approximately $7.20. UCP transactions through Google surfaces have different (and as of mid-2026, not universally published) fee structures.

 What’s the fastest way to get started with ACP?

 If you’re on Stripe, get started through Stripe’s Agentic Suite in the Dashboard. You’ll need a product feed (JSON, CSV, or XML), a checkout API that ACP can call, and Stripe as your payment processor. If you’re on Shopify, Agentic Storefronts in your Admin handles much of this automatically.

Do I need a developer to implement agentic commerce protocols?

For Shopify, not much developer work is needed. Agentic Storefronts abstracts most of the complexity. For WooCommerce, some technical setup is required, especially for UCP. For custom platforms, you’ll need developer resources to implement the API endpoints and connect your catalog.

Will agentic commerce protocols replace my website?

No. Your website remains the primary channel. ACP and UCP open new AI-powered sales channels alongside it, not instead of it. Think of it like mobile commerce or marketplace integrations: additional reach, not a replacement.

Final Thoughts

Two open standards were launched for the agentic commerce protocol. Two of the world’s largest tech companies, OpenAI and Google, are competing to be the infrastructure layer for how people shop online. The protocols are live. The transactions are happening within AI agentic commerce. And the retailers who’ve plugged in are already seeing 11x growth in AI-driven orders.

Agentic Commerce Protocol (ACP) and Universal Commerce Protocol (UCP) aren’t buzzwords anymore. They’re the new rails of e-commerce. And the question for your business isn’t whether to support them. What you need to do is quickly get ready for.

Start with your product data. Make sure it’s clean, accurate, and structured for machines, not just humans. Then connect your catalog to Stripe’s Agentic Suite or Shopify’s Agentic Storefronts. Then work toward UCP compatibility for Google’s AI surfaces.

The shoppers are already there. AI agents are already shopping for them. The only question is whether they’ll find your store when they do.

Stay ahead of AI search

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Webashes

Writing practical guides on AEO, agentic web, and web performance for site owners navigating the AI era.

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