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Insights & Expertise

Human+AI, data, CRM and intelligent systems: what we learn building and operating, and the studies we publish.

The Omnichannel Marketing Stack Email SMS WhatsApp Framework Senior Leaders Are Using Now
ESPs & Marketing Automation

The Omnichannel Marketing Stack Email SMS WhatsApp Framework Senior Leaders Are Using Now

The assumption most marketing leaders operate on is that adding channels means adding vendors. One platform for email, another for SMS, a third for WhatsApp – each with its own contract, its own support queue, and its own pricing model that gets more expensive as your list grows. The omnichannel marketing stack email SMS WhatsApp […]

24 May 2026 Read more →
When Not To Use AI Business: Why the Industry Best Practice Is Wrong
CRM Optimization & Deliverability

When Not To Use AI Business: Why the Industry Best Practice Is Wrong

The consultants pushing universal AI adoption are giving you advice that will cost you margin, not build it. The industry consensus – automate everything, integrate AI across every workflow, move fast – is generating implementation disasters at a rate that should embarrass the people selling the playbook. Knowing when not to use AI in business […]

21 May 2026 Read more →
Omnichannel Commerce Email SMS WhatsApp in Practice: Lessons from High-Volume Senders
Email Design, UX & Conversion

Omnichannel Commerce Email SMS WhatsApp in Practice: Lessons from High-Volume Senders

Most brands treat email, SMS, and WhatsApp as three separate budgets competing for the same customer. High-volume senders treat them as a sequenced system. The revenue difference between those two approaches is measurable, and it is significant. In omnichannel commerce email SMS WhatsApp orchestration, the sequence and timing logic matters more than the channel itself. […]

20 May 2026 Read more →
The Email Sending Infrastructure Setup Playbook That Actually Works
ESPs & Marketing Automation

The Email Sending Infrastructure Setup Playbook That Actually Works

Most email programs fail at the infrastructure layer before they ever fail at the content layer. You can write the best subject line in your category and still land in spam if your email sending infrastructure setup is wrong at the foundation. After 15 years operating high-volume systems, I can tell you the problems are […]

19 May 2026 Read more →
First-party Data Collection CRM Strategy: Strategy Shift for the Next 12 Months
Data Strategy & Analytics

First-party Data Collection CRM Strategy: Strategy Shift for the Next 12 Months

Most companies treat first-party data collection as a compliance checkbox. The ones winning in 2025 treat it as a revenue architecture decision. This article compares five distinct first-party data collection CRM strategy approaches head-to-head, so you can choose the model that fits your infrastructure, market, and risk tolerance. Quick Verdict: Who Should Pick What Before […]

18 May 2026 Read more →
Why Emails Going To Spam Suddenly: Diagnosis Checklist from 200+ Audits
ESPs & Marketing Automation

Why Emails Going To Spam Suddenly: Diagnosis Checklist from 200+ Audits

Your campaign worked last week. Same list, same sender, same ESP – and now your open rates have collapsed. If you’re trying to understand why emails going to spam suddenly is happening to you, the answer is almost never one thing. It’s usually a stack of small signals that tipped a reputation threshold. This checklist […]

17 May 2026 Read more →