AI agent benchmark · November 2026

The AI agent benchmark for customer service and ecommerce

8 AI agent vendors, tested on 55 live storefronts with the same scripted conversations. Every conversation is captured from the production chat widget, scored blind by an LLM judge against a 38-check rubric with quoted evidence.

Vendors scored
8
Live stores
55
Conversations judged
518
Checks
38

The numbers

Every vendor, scored the same way

Shopping and Support are blind-judged rubric scores out of 100; Overall is their average.

VendorOverallShoppingSupport
Chatbase84.48385.8
Gorgias81.876.487.2
Decagon77.873.881.8
Sierra76.666.986.2
Fin73.774.472.9
Botpress70.064.475.5
Ada64.768.960.5
Zendesk48.840.856.7

Where Chatbase lands

We put ourselves through the same test

Chatbase ranks #1 overall of 8 vendors, #1 on Shopping and #3 on Support, and is the only vendor in the photo test that found the product from a shopper's photo and put it in the store's cart.

Overall
#1 of 8
Shopping
#1 of 8
Support
#3 of 8
Photo to cart
#1
Reply speed
#4 of 8