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Your marketing automation isn’t broken, it’s overloaded

Many marketing automation systems have grown from useful tools, designed for easy scaling, into something difficult to maintain or trust. When that happens, stack performance begins to suffer. The solution is a more systematic approach to building workflows and campaigns. Clogged with a jumble of workflows and drafted, but never published emails, the automation environment

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What vibe coding misses and what open source gets right

The buy and vibe code approach is generating a lot of buzz. But this strategy raises significant concerns around who’s accountable for maintaining platforms modified via vibe coding.  As software companies consider how to respond to this approach, they should look to proven models. Analyzing how popular open-source communities operate may offer a perspective on

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Salesforce launches Agentforce Operations to automate back-office work

Salesforce today launched Agentforce Operations, designed to automate back-office processes using AI agents across systems such as email, ERP, and collaboration tools. The release targets a familiar problem. Companies have modernized customer-facing experiences, but those gains often stall when they hit slow, manual processes behind the scenes. Agentforce Operations is supposed to remove that friction.

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Vibe coding is hollowing out the martech stack fast

The impact of vibe coding on martech is already showing up in vendor churn and changing buying behavior. Mid-market firms have seen a 35% year-over-year decline in renewals for single-function martech tools, according to Chiefmartec & MartechTribe’s “Martech for 2026 Report.” Chris Penn, co-founder and chief data officer at TrustInsights.ai, says the issue runs deeper

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The martech investment nobody budgets for

You replaced your marketing automation platform 18 months ago. Better scoring models, cleaner integrations, and a personalization engine your team had been requesting for years.  Today, campaign velocity hasn’t changed, lead quality looks the same, and your CEO is asking the same questions about marketing’s contribution to revenue. The platform likely isn’t to blame. Organizations

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