Milly Software
Insights

Notes from building
a post-widget widget.

Field notes from shipping Milly Chat to Shopify merchants. What worked, what didn't, what's next. Written by founders, lightly edited.

engagementJune 11, 2026New

Ask Claude About Your Store's Chat Performance

6 min read · read →
engagementMay 27, 2026New

Anglers, Not Fishermen: Brand Voice and Brand Dictionary for Shopify AI Chat

6 min read · read →
engagementMay 15, 2026New

Curated Collection and Curated Responses: Two Levers for Shaping AI Output on Shopify Chat

7 min read · read →
updatesMay 8, 2026

Milly Chat in April 2026: CRM Routing, Quiz Launch, and a New Retention Model

8 min read · read →
engagementMay 3, 2026

Back-in-Stock Notifications from Shopify Chat: Maestra + Klaviyo

9 min read · read →
case-studyMay 1, 2026

If You Run Flash Sales, Your Chat Widget's Job Isn't the Rush — It's the Lead-Up

8 min read · read →
engagementApril 30, 2026

When AI Says "I Created a Ticket," Is It True? Honest Confirmations in Shopify Chat

7 min read · read →
engagementApril 29, 2026

Theme App Extension Install: One-Click AI Chat for Shopify, No theme.liquid Edits

6 min read · read →
engagementApril 26, 2026

Mixed-Availability Products in Shopify Chat: When Some Variants Sell Out

6 min read · read →
engagementApril 24, 2026

Post-Purchase Engagement: The Shopify Chat Metric Most Analytics Miss

6 min read · read →
engagementApril 16, 2026

Product Recommendation Quizzes Inside Your Shopify Chat: Scored Answers, Ranked Results, AI-Aware Follow-Ups

7 min read · read →
engagementApril 15, 2026

Gaps and Weekly Recap: Two New Operational Pages for Your Shopify Chat

6 min read · read →
engagementApril 15, 2026

Why We Retire Old Chat Conversations After 90 Days (And How to Keep the Ones That Matter)

7 min read · read →
leadsApril 14, 2026

How to Set Up Intent-Conditional Lead Capture on Your Shopify Store

9 min read · read →
knowledge-baseApril 10, 2026

Custom Categories for Your Knowledge Base

6 min read · read →
engagementApril 5, 2026

Sticky Add-to-Cart Bar in Chat: PDP-Aware Conversion on Every Format

6 min read · read →
rulesApril 4, 2026

Proactive Engagement Triggers for Shopify Chat: When to Greet, When Not To

6 min read · read →
leadsApril 04, 2026

Custom Webhook Lead Routing — Send Leads to Any CRM

8 min read · read →
engagementApril 1, 2026

Configuring AI With AI: Natural-Language Configuration Agents on Shopify

7 min read · read →
rulesMarch 30, 2026

Proactive Engagement Templates for Shopify Chat: A Library of Pre-Built Rules

6 min read · read →
engagementMarch 29, 2026

Measuring AI Chat Widget ROI on Shopify: How to Do It Honestly

8 min read · read →
engagementMarch 29, 2026

In-Chat Add to Cart on Shopify: Closing the Loop Without Leaving the Conversation

8 min read · read →
rulesMarch 28, 2026

Four Widget Formats for Shopify Chat

7 min read · read →
leadsMarch 26, 2026

Lead Capture from Chat: From Discount Seekers to CRM-Ready Customers

7 min read · read →
knowledge-baseMarch 26, 2026

AI Search for Shopify: How Smart Product Discovery Actually Works

10 min read · read →
knowledge-baseMarch 26, 2026

Best AI Apps for Shopify in 2026: Tools That Actually Drive Revenue

11 min read · read →
knowledge-baseMarch 22, 2026

Upload Markdown Docs Straight Into Your Knowledge Base

5 min read · read →
knowledge-baseMarch 18, 2026

URL Sync: Keep Your Shopify AI Chat Knowledge Base in Lockstep With Your Help Center

6 min read · read →
knowledge-baseMarch 18, 2026

Shopify Inbox Alternative: Why AI Chat Widgets Outperform the Default

10 min read · read →
knowledge-baseMarch 18, 2026

Best AI Chatbot for Shopify: A Complete Guide to AI-Powered Product Discovery

11 min read · read →
knowledge-baseMarch 18, 2026

Best Shopify Live Chat Apps in 2026: From Basic Support to AI-Powered Discovery

12 min read · read →
knowledge-baseMarch 15, 2026

How AI Product Recommendations Work on Shopify

10 min read · read →
knowledge-baseMarch 15, 2026

Reducing Support Tickets with AI: A Guide for Shopify Merchants

9 min read · read →
knowledge-baseMarch 15, 2026

Shopify AI Chat vs Traditional Live Chat: What's Better for E-Commerce?

10 min read · read →
knowledge-baseMarch 15, 2026

Setting Up a Knowledge Base Chat Widget for Your Shopify Store

9 min read · read →
rulesMarch 15, 2026

How to Use Conditional Rules to Personalize Your Shopify Chat Widget

9 min read · read →
knowledge-baseMarch 15, 2026

Tidio Alternative: Why Shopify Merchants Are Switching to AI-Native Chat

10 min read · read →
knowledge-baseMarch 15, 2026

How to Eliminate Zero-Result Searches on Your Shopify Store

9 min read · read →
knowledge-baseMarch 15, 2026

AI Shopping Assistants for E-Commerce: What They Are and How They Work

10 min read · read →
knowledge-baseMarch 15, 2026

Gorgias Alternative: AI-First Customer Support for Shopify Stores

9 min read · read →
knowledge-baseMarch 12, 2026

PDF Upload for Your Shopify AI Chat Knowledge Base

5 min read · read →
engagementMarch 5, 2026

Custom Display Name: White-Label Your Shopify AI Chat Widget in 30 Seconds

5 min read · read →
knowledge-baseFebruary 12, 2026

BigSur AI Is Sunsetting: Here's the Best Alternative for Your Shopify Store

8 min read · read →
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