Blog
Product thinking, search insights, and launch notes.
Articles for teams building smarter search, better discovery, and more useful suggestion experiences.
October 8, 2026 • Priya Nilsen
SuggestAPI Adds Principal Agent Protocol Support
An experimental guest catalog pilot for PAP, the IETF draft that gives agents signed, scoped, expiring authority instead of a shared API key.

October 5, 2026 • Jonah Reed
Six Integrations, and You Still Own the Catalog
Google Shopping, Merchant Center, Supabase, WooCommerce, Vendure, and Convertmax. SuggestAPI sits in front of the system that already owns your products.

October 2, 2026 • Mara Ellison
One Shopper, Two Jobs: How SuggestAPI and Cloudflare AI Search Work Together
AI Search handles knowledge. SuggestAPI makes catalog discovery faster with edge cache, so the full assistant answer does not wait on origin search.

September 30, 2026 • Elena Voss
Now Available: SuggestAPI for WordPress + WooCommerce
The new SuggestAPI WordPress plugin gives WooCommerce stores fast product search, background catalog sync, and optional AI catalog discovery.

September 28, 2026 • Cole Hartwell
From Shopping Intent to a Merchant-Owned Cart
UCP can carry shopping intent from an AI conversation into a merchant-owned cart. Here is how Commerce Gateway is designed to support Google and Shopify handoffs.

September 24, 2026 • Priya Nilsen
The Product Card Is No Longer the Answer
Claude commerce experiences and OpenAI Sponsored Agents point to the same shift: product cards now need the context to sustain a shopper conversation.

September 17, 2026 • Jonah Reed
UCP Handoff Starts With Discovery, Not Checkout
SuggestAPI helps agents carry shopping intent into product discovery and a merchant-owned handoff. Here is what is live today, what UCP enables, and what comes next.

September 16, 2026 • Mara Ellison
PIM for E-Commerce: Why Better Product Data Matters More Than Ever
What a PIM is, when an e-commerce business needs one, and how centralized product data supports discovery, conversion, and growth.

September 15, 2026 • Elena Voss
Power product discovery for Claude Commerce agents
Claude handles the shopping conversation. SuggestAPI connects that job to the catalog you already run. A live demo and GitHub adapter let you try search_products yourself.

September 14, 2026 • Cole Hartwell
AEO Citations vs. Finding Products People Can Actually Buy on Your Storefront
A citation in an AI answer is not a product result. AEO earns visibility; discovery has to return current, buyable items and a path to checkout.

August 26, 2026 • Priya Nilsen
MCP and WebMCP at SuggestAPI: One Discovery Layer, Two API Surfaces
Tenant-aware commerce tools on the Agent Gateway via MCP and WebMCP, while api.suggestapi.com stays the direct Search Acceleration API for storefronts and apps.

August 22, 2026 • Jonah Reed
Can an AI Shopping Assistant Actually Search Your Catalog? A 6-Point Check
A practical checklist for live inventory, intent, variants, policies, storefront handoff, and discovery analytics, without replacing your search engine.

August 19, 2026 • Mara Ellison
SuggestAPI Skills: Give Your Coding Agent the Right Search Playbook
Job-specific Agent Skills for catalog search, autocomplete, Shopify, migrations, agent retrieval, and catalog ingestion, so the agent follows the playbook instead of guessing.

August 15, 2026 • Elena Voss
SuggestAPI Adds UCP Catalog Search Support
Tenant-scoped Universal Commerce Protocol catalog search over REST: free-text queries, category and price filters, and cursor pagination without replatforming checkout.

August 3, 2026 • Cole Hartwell
Utilizing Google Shopping Feeds for Ecommerce AI SEO
Why your Merchant Center feed now drives AI Mode and AI Overviews visibility, and how SuggestAPI publishes a Shopping-compatible feed from your search index.

July 25, 2026 • Priya Nilsen
Beyond llms.txt: How to Make Your Ecommerce Catalog Truly Agent-Ready
Why static AI guidance is only the starting point. Live commerce still needs structured capability discovery, current catalog search, and safe checkout handoff.

July 21, 2026 • Jonah Reed
Autocomplete API Reddit
The questions teams ask before they pick an autocomplete API, without a vendor bake-off or a search migration.

July 16, 2026 • Elena Voss
SuggestAPI Now Supports the HTTP QUERY Method
HTTP QUERY (RFC 10008) brings safe, idempotent semantics to structured full-search requests. POST /query is still available for compatibility.

July 16, 2026 • Mara Ellison
SuggestAPI Implements Google’s Agentic Resource Discovery Specification
SuggestAPI now publishes an ARD-compatible catalog: The Discovery Layer for AI Agents and an Agent Search Layer for live commerce.

July 9, 2026 • Cole Hartwell
Google ARD Reddit
What Agentic Resource Discovery actually is, and how it differs from a text file and a checkout bot.

June 17, 2026 • Priya Nilsen
The OpenRouter for Search: Why Retrieval Needs an Abstraction Layer
One API in front of every search engine. Route queries, normalize results, and stay in control: the universal retrieval layer for AI agents.

June 14, 2026 • Jonah Reed
SuggestAPI Now Supports Google's Open Knowledge Format (OKF)
Expose curated knowledge as structured, agent-ready OKF bundles using Google's open standard.

May 20, 2026 • Mara Ellison
Search Suggestions API Reddit
Why prefix autocomplete fails in production, and what a search suggestions API should return before the shopper hits Enter.

May 13, 2026 • Elena Voss
How to Choose Autocomplete Search Software for a Modern Product
A practical evaluation guide for teams comparing autocomplete API tools, typeahead products, and search suggestion systems.

May 12, 2026 • Cole Hartwell
What a Search Suggestions API Should Do Before the User Hits Enter
Why the strongest suggestion systems help users make progress instead of only predicting text.

May 8, 2026 • Priya Nilsen
Modern Agents Need Search, but They Also Need Intent Understanding
Why production AI agents need both retrieval and intent-aware ranking to turn fuzzy requests into the right next action.

May 6, 2026 • Jonah Reed
Understanding the Dimensions of User Intent: A Key to Modern Search
A practical framework for how content understanding, user understanding, and domain understanding work together to power intent-aware search.
