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Isometric illustration of AI pricing models with invoice receipts flowing between robot agents and marketing dashboard screens

Outcome-Based AI Pricing: What Marketers Need to Know Before Signing

The pricing model for your AI marketing tools is shifting, and most of the coverage about it has been written by vendors or VCs. Not by the people actually approving the spend. HubSpot just moved two of its Breeze AI agents to outcome-based pricing, effective April 14. Salesforce did something

Pop art illustration of CTV screens showing static and warning signals with bold colors and Ben-Day dots

CTV Ad Fraud in 2026: A Media Buyer's Audit Guide

Connected TV advertising is forecast to hit roughly $38 billion in US spend this year. That makes it the fastest-growing video channel by a comfortable margin. It also makes it the most attractive target for fraud operators since early programmatic display. Here's what I find genuinely unsettling: depending

Allbirds: What Went Wrong From $4 Billion to $39 Million

In November 2021, two footwear companies went public within weeks of each other. Allbirds opened on the Nasdaq at a $4.1 billion valuation. On Running debuted on the NYSE at roughly $7.3 billion. Both were venture-backed. Both sold premium sneakers. Both had sustainability narratives. Five years later, On

Blueprint-style diagram of AI search traffic flows from Gemini, Perplexity, and ChatGPT to websites with varying stream widths

Gemini vs Perplexity Traffic: Raw Clicks vs. Real Value

Gemini Flipped the Traffic Scoreboard in Four Months In August 2025, Perplexity was sending roughly three times more referral traffic to websites than Google Gemini. By January 2026, Gemini had overtaken it, sending 29% more visitors globally and 41% more in the United States. That reversal happened in about four