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Seller Sessions Amazon FBA and Private Label

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Signal to Noise: AI Inbox Systems for Amazon Sellers

Aug 28, 2026

Description: Danny McMillan and Ritu Java on AI-built email triage, pest control and client sentiment analysis for busy Amazon agencies and sellers.

Ritu Java returns after recovering from a serious ankle injury, and dives straight into the theme of the episode: managing cognitive load as AI accelerates faster than we can adjust to it. You'll hear how Danny and Ritu are each solving the same problem from different angles — building systems that manage the noise so the signal gets through.

Ritu walks through two Claude-built systems running on her Google ecosystem: a "pest control" routine that reads her inbox twice daily and files unsolicited pitches before she ever sees them, and a client sentiment analysis system that reads years of email history to flag which client relationships are improving or deteriorating. Danny shares his own zero-inbox protocol — a labelled morning triage that clears by 8:33am UK time — and both agree the real skill now is boundaries, not more automation.

Key Topics

  • AI acceleration and cognitive load - why keeping pace with AI now outstrips our own working speed
  • Pest control inbox routine - a Claude + Gemini API system that filters unsolicited email using "left brain, right brain" logic
  • Reply radar - surfacing the emails that genuinely need a response, out of tens of thousands
  • Zero inbox protocol - Danny's labelled, time-boxed morning triage system
  • Client sentiment analysis - mining historical email threads to score relationship health
  • Cascading plans - reviewing AI-generated plans in stages instead of all at once, to protect decision quality

Timestamps

  • [00:00] Ritu returns after an ankle injury, catches up on the last few months
  • [01:34] The acceleration of acceleration - falling behind AI's own pace
  • [02:29] Danny's all-in-Claude mandate for his team
  • [05:36] Cognitive load and the need for "a skill to manage the other skills"
  • [06:39] Danny on verification systems, sign-off protocol and decision fatigue
  • [07:19] Cascading plans: reviewing complex work in stages, not all at once
  • [08:05] Why a shorter, higher-quality working day beats a fixed nine-to-five
  • [10:03] Ritu's two access routes into Google: MCP connector vs CLI
  • [10:56] Claude routines explained - the "cron job" for your inbox
  • [11:55] The pest control system: left brain keyword matching, right brain Gemini analysis
  • [16:04] Reply radar - catching the emails that were missed
  • [18:07] Danny's zero inbox protocol: labels, triage timing, draft handling
  • [20:39] The "sixth follow-up email" rant - boundaries with cold outreach
  • [23:13] Why fuzzy logic beats simple Gmail filters
  • [24:17] The CLI route: BigQuery access for agency-wide ad and rank data
  • [24:59] Client sentiment analysis: reading 500+ emails to score relationship trust
  • [27:17] Danny on spotting relationship drift before the client raises it
  • [30:12] Wrap-up: signal to noise as the theme of the episode

Key Takeaways

  • AI is accelerating faster than we can adapt - the gap between AI's pace and our own decision-making speed is the new operating reality.
  • Fuzzy logic beats static rules - Ritu's pest control system combines keyword detection with AI judgement, catching what a plain Gmail filter would miss.
  • A time-boxed triage beats an always-on inbox - Danny's zero inbox protocol proves structure, not more tools, is what protects focus.
  • Sentiment analysis surfaces relationship drift early - mining historical email tone gives an objective signal alongside human account management.
  • Cascading plans protect decision quality - reviewing AI output in stages, not all at once, avoids the fatigue that degrades judgement.

Notable Quotes

"We're slower than the AI now in terms of how fast things are moving." - Ritu Java "AI is not an enabler for us to think on our behalf. It's our job to verify it." - Danny McMillan "In order for us to be efficient with our productivity, we need something to manage us." - Ritu Java "Without perspective and perception, empathy can't live." - Danny McMillan

Resources Mentioned

  • Claude routines - scheduled, cron-style Claude tasks used to run the pest control and reply radar systems
  • Gemini API - powers the "right brain" analysis layer in Ritu's pest control system
  • Google Workspace MCP connector - built-in Claude access to Gmail and Drive
  • CLASP - CLI tool for Google Apps Script development
  • BigQuery CLI - command-line access to agency ad, organic and rank-tracking data

Connect

Ritu Java - AI for E-commerce newsletter; speaking at the Amazon booth this month

Seller Sessions is the leading podcast for advanced Amazon sellers, hosted by Danny McMillan. Adam Heist returns next week for the Broadmatch Show.