Most AI Optimization Fails Before the Model Even Runs
AI optimization has improved how customer engagement programs operate. It can test more combinations, react faster than manual workflows, and continuously adapt message selection based on user behavior. That part is real. But there is also a hard truth hiding underneath much of the excitement around AI decisioning: Many optimization systems fail long before the […]
From Rules to Reasoning: How Marketers Can Stop Managing Campaigns and Start Building an AI-Driven Engagement System
At the CMO Summit in Silicon Valley on April 14, Aampe’s Head of Solutions Strategy, Zach Dorner , took the stage to make a simple but important point: most teams are not struggling because they lack AI tools. They are struggling because they are trying to bolt those tools onto infrastructure built for a different […]
Reward Functions: A Clearer Way to Define Success in Customer Engagement
AI now handles more decision-making in customer engagement than ever before – determining what message to send, when to send it, and which users are most likely to respond. But there is a limit to how effective any optimization system can be if success is defined too broadly. For years, most engagement systems have relied […]
Every Traveler Needs to Be Your Only Traveler
At Digital Travel Connect 2026, Aampe’s Chief Scientist & Co-Founder, Schaun Wheeler, took to the stage to focus on a simple idea with major implications for travel brands: Every traveler needs to feel like your only traveler. That is a higher bar than just “personalization” as the industry has traditionally defined it. It’s not about […]
Beyond Guesswork: How Agentic AI Is Changing Marketing Decisioning
Beyond Guesswork, How Agentic AI Is Changing Marketing Decisioning In Aampe’s recently sponsored CommerceNext webinar, Aampe’s CTO & Co-Founder, Sami Abboud, sat down with Kristen Brophy of ThredUP and Justin Emig of Artisant Lane Furniture to discuss a question many marketing teams are now facing: when does a system that seems to be working stop […]
A (not so distant?) future day in the life of a CRM Manager
A (not so distant?) future day in the life of a CRM Manager Meet Sarah. She is a CRM Manager, and she is very good at her job. She knows how to launch campaigns under pressure, untangle messy audience logic, coordinate with product and content teams, and somehow still catch the typo in a push […]
Your AI doesn’t care about your campaign calendar
Every marketing team has one. The master campaign calendar. Product drops. Seasonal pushes. Influencer waves. Paid bursts. Email themes. Social content arcs. All perfectly sequenced across channels. It represents strategy. Alignment. Momentum. Now imagine handing that calendar to an AI system whose sole job is to maximize revenue, engagement or lifetime value of all customers […]
Why the “Brownie Recipe Problem” shows what marketing content really needs
In a recent feature through VentureBeat, Instacart’s CTO Anirban Kundu highlighted what he calls the “brownie recipe problem” — a vivid way of explaining one of the biggest limitations in AI today: LLMs can reason, but they struggle without fine-grained context integrated with real-world state. In real-time systems like grocery delivery, saying “I want to […]
The Next Shift in AI Isn’t Bigger Models — It’s Better Systems
For the past few years, AI progress has been measured in one dimension: size. More parameters. More compute. Bigger models doing more things. But a quiet shift is underway. A recent VentureBeat article, “The next big thing in AI? Think small (models),” captures what many enterprise teams are already feeling: raw generation power is no […]
Marketing Content Has Outgrown the Asset Model
Why agentic marketing requires a shift from writing messages to operating content systems For years, marketing content has been treated like finished assets. You write a message.You review it.You approve it.You ship it. That model worked when marketing moved slowly — when there were fewer channels, fewer moments, and limited personalization. But generative AI — […]