DataWorks
Without visibility, you're flying blind. Without correlation, you're guessing.
AI's Shortlist Is the New B2B Battleground – And Most of Us Aren't Even on It
Here's the uncomfortable truth: 51% of B2B buyers now start their research with AI chatbots instead of Google, and 96% of companies are invisible during AI-driven discovery. If you're not on the algorithm's shortlist, you're not competing – you simply don't exist.
GPT-5.4 Mini and Nano: The Demand Gen Take Is Latency, Not “Smarter AI”
OpenAI’s GPT-5.4 mini and nano shift AI unit economics in 2026; here’s a practical routing experiment with metrics, guardrails, and stop-loss.
The Marketing Talent Pipeline Is Breaking – And We're All Holding the Wrench
The entry-level marketing talent pipeline is cracking under AI adoption pressure – and we're the ones applying it. Entry-level jobs dropped 35% while we celebrated productivity gains, severing the very ladder that created today's marketing leaders.
Agent API Isn’t an AI Feature. It’s a Runtime Decision.
A practical 2026 operator guide to Agent APIs as managed runtimes—what changes, why it matters now, and a holdout test to measure lift safely.
ChatGPT Product Recommendations in 2026: The One Move That Gets You on the Shortlist
A tactical 2026 playbook to earn ChatGPT shopping shortlist visibility using constraint-ready content, third-party lists, reviews, and measurable tests.
AI Search Will Crack B2B Marketing’s Accountability Model (Unless You Replace “Engagement Proof”)
AI search reduces clicks and breaks engagement-based attribution; use an AI visibility plus sales telemetry scorecard to protect B2B marketing accountability.
Google's Enhanced Conversions Update: What the June 2026 Simplification Means for Your Measurement Stack
Google's merging enhanced conversions for web and leads into a single toggle in June 2026, eliminating the forced choice between implementation paths. This isn't about new functionality – it's about making your measurement stack more durable and less likely to break when teams change or sites get redesigned.
Automation Drift: The 417% Conversion Spike That Should Terrify Your CFO
A 417% conversion spike sounds like a board-ready win – until you realize the algorithm optimized toward the wrong outcome. When automation drift inflates platform metrics while delivering nothing to the P&L, your CFO will eventually notice.
The "Ultimate Guide" Is Dead. Long Live the Focused Answer.
A massive new study reveals that ChatGPT cites focused content more than comprehensive "ultimate guides." The data shows moderate coverage outperforms exhaustive coverage – time to rethink your content playbook.