Insights from the future of commerce.

Explore press coverage, company insights, and thought leadership about AI-powered commerce, digital discovery, and the future of retail.

Latest Resources
Product, review, editorial, search and inventory signals flowing together into a single AI-generated product recommendation
Spangle Insights

How Do Brands Get Recommended by ChatGPT, Gemini, and AI Shopping Assistants?

AI systems synthesize evidence and context to generate recommendations. Here are the five areas Spangle uses as a practical framework for evaluating how retailers show up.

A retailer's guide to AEO for e-commerce, shown as a book cover surrounded by product data cards
Spangle Insights

AEO for E-commerce: A Retailer's Guide

How to think about Answer Engine Optimization when the objective is commerce, not just citations.

An AI visibility dashboard connected to search, click and purchase outcomes
Spangle Insights

AI Visibility for E-commerce: What to Measure, and What Visibility Misses

AI visibility metrics are useful. They are also incomplete. What to measure, and what those metrics do not tell you.

Four product cards converging on a single chosen product
Spangle Insights

How Do Retailers Win AI Product Discovery?

A four-question executive framework for retail leaders responsible for AI Discovery in 2026.

AEO and GEO make a product visible among many results, while AI Discovery makes one product the chosen recommendation
Spangle Insights

AEO vs. GEO vs. AI Discovery: What Retailers Need to Know

How three overlapping terms differ, why the industry has not fully settled on definitions, and how retailers can think about the difference clearly.

An AI product recommendation under a magnifying glass, connected to four measurement panels: AI visibility, mentions, purchase influence, and revenue impact
Spangle Insights

How Should Retailers Measure AI Discovery?

The metrics that matter, the metrics that mislead, and the outcomes retailers should ultimately be measuring.

A search results page beside an AI assistant that returns a shortlist of product recommendations with one option selected
Spangle Insights

What Is AI Discovery in Ecommerce?

A working definition of the emerging category, why it exists, and how it differs from search and SEO.

Data panel: AI-referred retail traffic is up 62% year over year, with 53% higher revenue per visit and 60% higher conversion
Data Reference

State of AI Shopping: 2026 Data

The data retailers need to understand how AI is reshaping commerce. Updated as new data drops.

A shopper asks an AI assistant what to wear to a summer wedding and receives product recommendations before reaching any retailer's site
Spangle Insights

The Shopping Decision Is Moving Upstream

AI isn't just changing how shoppers discover products. New data suggests it's changing where they decide what to buy.

A shopper standing before a luminous, data-mapped storefront — commerce rendered as a machine-readable environment
Spangle Insights

Shifting Consumer Expectations and Existing Gap

On the gap between marketing and on-site experience — and the Large Product Model built to close it.

Forbes
Press

Post-click is the new battleground in e-commerce

Spangle AI wants to close the $8B leak between ad click and conversion.

National Retail Federation
Press

Fashion tech, AI and the innovators shaping retail’s next chapter

An industry look at the technologies reshaping how shoppers discover apparel.

The Business of Fashion
Press

Spangle AI Raises $15 Million Series A

Funding to scale the AI-native commerce layer for enterprise retail.

WWD
Press

SpangleAI Secures Funding to Improve AI-Powered Shopping

A look at how the new capital accelerates product development.

TechCrunch
Press

Maju Kuruvilla’s Startup Triples to $100M Valuation

Coverage of Spangle’s growth trajectory under founder Maju Kuruvilla.

GeekWire
Press

Madrona backs Spangle, led by Maju Kuruvilla

A profile of the team and thesis behind Spangle’s seed round.

AI Insider
Press

SpangleAI Emerges from Stealth to Transform AI-Powered E-Commerce

Details on the $6M seed round and Spangle’s public launch.

Business Wire
Press

Spangle Emerges from Stealth to Power 1:1 Commerce

Introducing Agentic AI and ProductGPT for retailers.

CXM Today
Press

Ecommerce Startup Spangle Raises Funding

A roundup of Spangle’s early-stage funding news.