Notes on price protection, agent workflows, user control, and building practical automation for post-purchase follow-through.
Most major retailers will refund you when prices drop after you buy. Almost nobody collects. Here's why, and why we think that's about to change.
A monolithic agent looked great in demos and failed in production. Here's how we got to a four-agent pipeline that actually ships claims.
Connecting an AI agent to your inbox should not require giving up everything that's in your inbox. Here's how we built it so you don't have to.
We walked through what a single price-protection claim actually requires of a human. Then we replaced each step with an agent decision. Here's the result.
Paribus was the original automated price-protection service. Capital One bought it, and the magic quietly disappeared. Here's what we learned from studying the predecessors.
Notification → assisted action → autonomous execution. Most agent products are stuck on step one. Here's where we think the line should sit, and why.
Get occasional notes about ClaimIt progress, supported workflows, and product changes.
