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Strategies, case studies, and product updates from the Profasee team.

Operator notes by email

Short, opinionated takes on AI agents, Amazon PPC, pricing, and inventory. No fluff. About once a week.

A demand curve over 12 months with Q4 spike highlighted, showing static floor as a flat line missing the upside while a velocity-aware band adapts to the curve
Amazon Pricing

Velocity-Aware Pricing: Why Static Floors Cost You Q4

Static repricing floors and ceilings cost Amazon sellers margin in Q4. Velocity-aware pricing adjusts the band based on demand, inventory, and seasonality.

ChadChad Rubin · May 4, 2026
A pricing range diagram showing floor and ceiling boundaries with COGS, FBA, returns, and overhead components stacked underneath the floor line
Amazon Pricing

Floor and Ceiling Math: How to Set Repricing Boundaries Without Eating Margin

Most Amazon sellers set repricing floor and ceiling wrong. Here is the operator math, with worked examples, that protects margin without crippling the repricer.

ChadChad Rubin · May 3, 2026
A five-rung ladder labeled with the trust stages (observe, recommend, approve, autonomous, autonomous with weekly review), with a person climbing each rung
AI Operating System

From Ask Me First to Handling It: The Right Way to Adopt AI Agents on Amazon

Most Amazon sellers fail at AI adoption by skipping straight to autonomous mode. Here is the five-stage trust ladder that protects your account.

ChadChad Rubin · May 2, 2026
Split-screen comparison showing a rule-based repricer (gear and lever icons) on the left and an AI repricer (neural network icon) on the right, each with their wins and failure modes labeled
Amazon Pricing

Rule-Based vs AI Repricing: Where Each Wins and Where Each Breaks

Rule-based and AI repricing both work, in different conditions. Here is a 2026 operator's breakdown of where each approach wins, breaks, and combines.

ChadChad Rubin · May 2, 2026
Operator command panel showing Amazon pricing inputs (cost, velocity, BSR, competitor float) feeding a central AI agent that outputs price, margin, and Buy Box hold rate
Amazon Pricing

Amazon Pricing Strategy: The Operator Playbook for AI Repricing in 2026

Amazon pricing strategy in 2026 is not a number. It is a system of forces. Here is the operator playbook for AI repricing without giving up margin.

ChadChad Rubin · May 1, 2026
Mission Control diagram showing four AI agents (PPC, Pricing, Inventory, Catalog) sharing state through a central operating system, with guardrails and human approval flowing through
AI Operating System

The AI Operating System for Amazon Brands: Why Coordinated Agents Beat Stacked Tools

Amazon brands do not need more dashboards. They need an AI operating system. Here is the framework for coordinated AI agents that run pricing, PPC, and inventory together.

ChadChad Rubin · May 1, 2026
File folder showing Amazon PPC AI input documents (COGS, promo calendar, brand rules, hero ASIN priorities) flowing into a central AI hub that converts them into bidding decisions
Amazon PPC

Amazon PPC AI Inputs: The Data Checklist That Actually Sharpens Decisions

Amazon PPC AI inputs decide whether your automation makes business-aware decisions or generic ones. The eight uploads that matter, plus how chat and comments fit in.

ChadChad Rubin · Apr 30, 2026
Five Amazon PPC campaign role cards shown as job assignments: defense, discovery, conquest, launch, and retargeting, each with its own ACoS target and posture
Amazon PPC

Amazon PPC Campaign Roles: Why Defense, Discovery, Launch, Conquest, and Retargeting Should Never Run the Same Way

Amazon PPC campaign roles assign defense, discovery, conquest, launch, and retargeting jobs to each campaign. The right roles change every other PPC setting that matters.

ChadChad Rubin · Apr 29, 2026
Three overlapping rings showing Amazon PPC review cadence: daily 24-hour tactical loop, weekly 7-day portfolio loop, and monthly 30-day business review loop
Amazon PPC

Amazon PPC Review Cadence: What Daily, Weekly, and Monthly Are Actually For

Amazon PPC review cadence is what makes accounts get healthier instead of more chaotic. The job of daily, weekly, and monthly cycles, and the swaps to never make.

ChadChad Rubin · Apr 28, 2026