Thompson Sampling: Why the Simplest Adaptive Algorithm Outlearns Rules, Campaigns, and A/B Tests
Rajat Goyal is an engineering leader at Aampe, where he helps build the adaptive decisioning systems behind Aampe’s AI agents. His work focuses on how software can learn from user behavior in real time and make increasingly personalized decisions across channels, messages, timing, and product experiences. Thompson Sampling: Why the Simplest Adaptive Algorithm Outlearns Rules, […]
Why Ecommerce Personalization Still Breaks Down: The Lifecycle Debt Trap
Why Ecommerce Personalization Still Breaks Down: The Lifecycle Debt Trap A shopper discovers your brand in fragments. A friend’s link, a quick scroll between meetings, a saved product, a return visit later that night. We call this omnichannel discovery. In practice, it often feels messier than that. For the teams responsible for growth, retention, and […]
One Learning Agent per Traveler: The Next Era of Travel Personalization
One Learning Agent per Traveler: The Next Era of Travel Personalization Travel marketing has a bad habit of mistaking activity for learning. When performance stalls, the usual response is almost always the same: build another journey, add another audience, launch another campaign, increase promotional pressure, hope the next round moves the number. It feels like […]
Why Travel Marketing Segmentation Eventually Becomes the Bottleneck
Why Travel Marketing Segmentation Eventually Becomes the Bottleneck In travel marketing, segmentation usually gets framed as a sign of maturity. You have loyalty tiers. Destination intenders. Repeat-booking audiences. Business travelers. Leisure travelers. Lapsed users. High-value guests. Cart abandoners. App engagers. Seasonal reactivation pools. From the outside, that looks sophisticated. From the inside, it often looks […]
Travel Intent Changes Quickly. Can Your Personalization Keep Up?
Travel Intent Changes Quickly. Can Your Personalization Keep Up? In January, a traveler is researching Japan. In February, Fiji appears. By March, Rome sneaks in because fares dropped, a friend sent a TikTok, and suddenly “maybe spring” becomes “definitely next month.” On a dashboard, that journey can still look beautifully orderly: awareness, consideration, conversion. In […]
How to Connect BigQuery with Python: A Step-by-Step Guide
Connecting to BigQuery with Python is a streamlined process that unlocks the power of Google’s fully managed, serverless data warehouse for your data science projects. As a cloud service, BigQuery enables you to analyze vast amounts of data in real-time, aided by Google Cloud’s robust and scalable infrastructure. Whether you are an experienced data scientist […]
Why AI Personalization Stalls (Even When the Models Work) — And How Aampe Unlocks Real Learning
When AI personalization plateaus, most teams assume the problem is technical. The model needs more data. The experiments need better tuning. The infrastructure isn’t optimized yet. But in many cases, the model is not the constraint. Permission is. The Hidden Assumption Behind “Turning It On” AI decisioning systems learn from behavior. Clicks, conversions, response timing, […]
ZenBusiness partners with Aampe to power one-to-one personalization for entrepreneurs with Agentic AI
Aampe is excited to partner with ZenBusiness as the Agentic AI infrastructure powering one-to-one personalization to entrepreneurs navigating the small business journey. ZenBusiness has long been trusted by entrepreneurs to get their businesses off the ground, blending AI with expert human support to simplify the legal and operational challenges of starting a business. But their […]
Joe Coffee partners with Aampe to bring barista-level personalization to independent coffee at scale
Joe Coffee is building the go-to marketplace for independent coffee shops, giving local owners the tools they need to compete with national chains without losing the personal touch that makes them special. As the platform grew, the lifecycle team hit the limits of traditional CRM. They were still building every campaign by hand, sending messages […]
From Campaign Chaos to Continuous Learning: A 10-Step Guide to Change Management for Modern CRM and Product Teams
Change rarely starts with technology.It starts with realizing that the way we’ve always worked no longer scales. For CRM and product managers, that realization usually hits somewhere between your fifth “urgent” campaign and your fiftieth “quick A/B test.” You’re juggling audiences, journeys, and segments that all blur together and yet every iteration feels like starting […]