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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 Editorial Brief That Eliminates Revision Cycles: A Template From Production
Content Production & Brand Systems

The Editorial Brief That Eliminates Revision Cycles: A Template From Production

Last quarter we audited 47 content briefs across three client teams and found the average piece went through 3.2 revision rounds before publication. The briefs that produced single-pass approvals shared a structure the chaotic ones lacked. After rebuilding our internal template around those patterns, our own revision rate dropped to 1.4 rounds on a sample […]

6 Jan 2026 Read more →
Life Sciences CRM: From Tool to Strategic Asset
CRM Optimization & Deliverability

Life Sciences CRM: From Tool to Strategic Asset

Life Sciences CRM: From Tool to Strategic Asset If your sales reps spend 20 minutes before every call fixing contact data that should already be accurate, your life sciences CRM strategy is leaking revenue. When 15% of the CRM budget is consumed by correcting basic data errors, the platform acts as a glorified Rolodex rather […]

5 Jan 2026 Read more →
94% Fear AI Vendor Lock-In: Why Your MarTech Stack Needs a Reset
ESPs & Marketing Automation

94% Fear AI Vendor Lock-In: Why Your MarTech Stack Needs a Reset

The “Vendor Lock-In” Crisis Is Coming for Your CRM Stack: Why 94% of Leaders Are Rethinking All-in-One Ecosystems Recent data from the IT sector serves as a massive leading indicator for marketing operations: 94% of IT leaders are actively fearing vendor lock-in, according to a recent global survey regarding End User Computing (EUC) strategies. While […]

2 Jan 2026 Read more →
Onboarding Automation That Builds Relationship Capital From the First Touchpoint
CRM Strategy & Customer Lifecycle

Onboarding Automation That Builds Relationship Capital From the First Touchpoint

The first 30 days of a B2B customer relationship usually decide the next 30 months. We pulled activation data from a SaaS client in Q2 last year and found that accounts which completed three meaningful product actions in week one renewed at 91%, while accounts that only logged in renewed at 47%. The gap had […]

30 Dec 2025 Read more →
What AlphaFold Teaches Organizations About AI’s Role in Solving Hard Problems
Research, Philosophy & Thought Leadership

What AlphaFold Teaches Organizations About AI’s Role in Solving Hard Problems

In July 2021, DeepMind released the structures of around 350,000 proteins predicted by AlphaFold 2. By 2022, that database held over 200 million predicted structures, covering nearly every catalogued protein known to science. Structural biology had been working on this problem since the 1950s, and the experimental backlog at the Protein Data Bank stood at […]

30 Dec 2025 Read more →
Auditoría de Privacidad para Campañas de Email B2B: Guía Práctica
Privacidad, Confianza y Etica Digital

Auditoría de Privacidad para Campañas de Email B2B: Guía Práctica

Garantiza la conformidad de tu email marketing B2B revisando desde las bases de legitimación hasta las políticas de retención. Esta guía práctica te ofrece un checklist completo para validar el consentimiento, los mecanismos de baja y preparar tu documentación ante posibles inspecciones.

25 Dec 2025 Read more →