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Insights & Expertise

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

How to AI Workflow Automation CRM: The 5-Step Checklist
CRM Optimization & Deliverability

How to AI Workflow Automation CRM: The 5-Step Checklist

Most CRM teams automate the wrong thing first. They connect an AI tool to their contact database, set up a few triggers, and call it “AI workflow automation CRM.” Three months later, they are looking at the same conversion rates and wondering why the vendor’s case studies don’t match their reality. The problem is sequencing. […]

14 Sep 2026 Read more →
Landing Page Email Alignment Conversion: What We Learned After 50 Implementations
CRM Strategy & Customer Lifecycle

Landing Page Email Alignment Conversion: What We Learned After 50 Implementations

Most conversion problems are diagnosed on the landing page. The real break happens earlier – in the gap between what the email promises and what the page delivers. After 50 implementations across high-volume senders, the pattern is consistent: landing page email alignment conversion failures are structural, not creative. Fix the structure and the numbers move. […]

13 Sep 2026 Read more →
We Tested Both Mautic Vs Braze Approaches – Here Is What Won
ESPs & Marketing Automation

We Tested Both Mautic Vs Braze Approaches – Here Is What Won

The Mautic vs Braze decision looks simple on the surface – open source versus enterprise SaaS – but the real differences appear only when you stress-test both against serious infrastructure requirements. We have run both approaches for clients sending north of 500 million emails per month across 50+ dedicated IPs and multiple MTAs. Here is […]

10 Sep 2026 Read more →
Mautic Vs HubSpot: Which One Actually Delivers?
ESPs & Marketing Automation

Mautic Vs HubSpot: Which One Actually Delivers?

The Mautic vs HubSpot decision is not primarily a features question. It is a cost structure, infrastructure control, and vendor dependency question. Get those three wrong and you spend 3-5x more than necessary, or you hand your entire marketing database to a single vendor who can reprice at renewal. Both outcomes happen more than people […]

9 Sep 2026 Read more →
Nestlé Email Marketing Case Study: From Broken to 98% Inbox in 60 Days
ESPs & Marketing Automation

Nestlé Email Marketing Case Study: From Broken to 98% Inbox in 60 Days

Sixty days. That is how long it took to move a Nestlé email program from roughly 40% inbox placement to above 98% – across multiple countries, multiple sending domains, and millions of sends per month. This is what that work actually looked like. The Nestlé Email Marketing Case Study: What Was Actually Broken When a […]

8 Sep 2026 Read more →
Email Deliverability Case Study Enterprise: From Broken to 98% Inbox in 60 Days
ESPs & Marketing Automation

Email Deliverability Case Study Enterprise: From Broken to 98% Inbox in 60 Days

Thirty-four percent inbox placement. For an enterprise sender pushing 40 million emails per month, that number means most of your email budget is funding spam folders. Revenue attribution from the channel had collapsed. The CRM team was being asked to justify their existence. This is the starting point of this email deliverability case study enterprise […]

7 Sep 2026 Read more →