Insights & Expertise
Human+AI, data, CRM and intelligent systems: what we learn building and operating, and the studies we publish.
Generative AI in B2B Email Segmentation: Real Results vs. Inflated Expectations
AI-driven persona clustering and send-time optimization deliver measurable gains in B2B email, but only under the right conditions and at sufficient scale. This honest breakdown separates the tactics producing real 10 to 20 percent lift from the overhyped features that quietly underperform or introduce hallucination risks your team cannot afford to ignore.
B2B Email Commerce: The Convergence of Transactions and Communication in Email
B2B email commerce is transforming the inbox into a transaction layer where buyers approve quotes, sign contracts, and pay invoices without ever leaving their email client, powered by technologies like AMP for Email and Stripe payment links. Early adopters in wholesale, SaaS, and manufacturing report up to 35% faster payment cycles, though security protocols and uneven client support remain key barriers to widespread adoption.
Marketing Automation in the Post-Cookie Era: Identity Strategies for 2025-2026
As third-party cookies disappear, marketing automation platforms are pivoting to email-based identity graphs, hashed matching via SHA-256, and Universal ID solutions like LiveRamp and ID5 to maintain cross-channel targeting. This guide breaks down the practical migration checklist for adapting your automation workflows and explains why your email list is now your most valuable long-term asset.
The End of Third-Party Cookies: The Real Impact on Email Marketing ROI
As Chrome finally kills third-party cookies in 2025, B2B marketers are watching their cross-channel attribution models collapse and retargeting audience match rates plummet. The silver lining: email's first-party data is now the most valuable asset in your stack, and clean room solutions are rewriting the measurement playbook.
CDP vs. CRM in 2025: When You Need a Customer Data Platform and When You Don’t
Not every B2B team needs a Customer Data Platform, and choosing wrong can mean six figures wasted on infrastructure you never fully use. This guide breaks down exactly which company profiles benefit from a CDP over a traditional CRM, compares leading vendors like Segment and mParticle, and maps out the true cost of implementation in 2025.
The Anatomy of the Perfect Email: 12 Elements That Determine Conversion Rate
Master the twelve structural elements that dictate campaign performance by applying data-backed standards to everything from your sender name to the footer. This breakdown reveals the specific anatomy of a perfect email and exposes the single most common mistake for each component.
Categories
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