🎮 The Next Input — Issue #057

The AI Bot That Runs Your E-commerce Store

Aaron Bost
September 18, 2025

In partnership with

⚡ The Briefing — 60 sec

China bans its tech companies from buying Nvidia AI chips. Here we go again… geopolitics meets GPUs.
Amazon launches an AI agent to help sellers run their businesses. AI dropshipping might be the new side hustle.
Google DeepMind claims historic AI breakthrough in problem solving. Not AGI, but the bar just keeps moving higher.

🛠️ The Playbook — AI Seller Agent for E-Commerce Ops

Mission Automate the grunt work for marketplace sellers—inventory checks, listing updates, pricing optimization, and customer Q&A—so they focus on growth, not admin.
Difficulty Advanced | Build time 2–4 hours (pilot)
ROI Saves solo sellers or SMBs ≈ 10–15 h/week and reduces order errors by up to 40%.

0) Why This Matters

Amazon just launched its own agent, but you don’t need to wait on them—you can build a lean, multi-marketplace assistant that plugs into your ops stack today.

1) Architecture

Layer	Tooling	Purpose
Trigger	Cron or Webhook (e.g., new order in Amazon/Shopify)	Event-driven workflows
Data Source	Amazon SP-API / Shopify API / Google Sheets	Orders, listings, prices, inventory
LLM (Brains)	Claude 3.5 / GPT-4o	Summarise, reword listings, handle customer queries
Automation Layer	Make / Airplane.dev	Orchestrate API calls
Memory Store	Supabase	Track past conversations, decisions, product rules
Interface	Slack or Email digest	Human-in-the-loop approvals

2) End-to-End Workflow

Order Trigger
- New Amazon/Shopify order triggers workflow.
Inventory Check
- Agent queries Sheets or warehouse DB; flags low stock.
Listing Optimization (daily job)
- Pulls underperforming SKUs → LLM rewrites description, title, and SEO tags → posts draft to dashboard.
Dynamic Pricing
- Compare competitor listings via scraping API; LLM suggests price adjustments within set min/max guardrails.
Customer Q&A
- Pull unanswered buyer questions → LLM drafts response → Slack preview for approval → auto-post once approved.
Daily Digest
- Slack message: inventory alerts, listing changes, price moves, support backlog.
Fail-safes
- Any suggestion outside guardrails (e.g., below min margin) → require manual approval.

3) Prompts

Listing Rewrite Prompt

SYSTEM: You are an Amazon SEO expert. 
Rewrite this listing to maximise CTR + conversion. 
Keep under 200 characters for title, 5 bullet points with features/benefits, 
and an HTML description block. Respect brand voice: {rules}.

Customer Reply Prompt

SYSTEM: You are a customer support assistant. 
Answer this buyer’s question using the product specs + past FAQs. 
Tone: polite, concise, reassuring. 
Flag if you cannot answer confidently.

Pricing Advisor Prompt

SYSTEM: You are a pricing strategist. 
Given competitor prices + my min/max margins, suggest an adjustment (or no change). 
Return JSON {sku, current_price, suggested_price, reason}.

4) Guardrails

Min/Max Prices: stored in DB; agent can’t go outside.
Brand Guidelines: LLM gets injected rules on voice, compliance (e.g., “no medical claims”).
HITL Checkpoint: all customer replies route through Slack with Approve/Reject.
Data Privacy: mask customer PII before sending to LLM.

5) Pilot Rollout — 2 Hours

Connect Amazon SP-API + Google Sheets for 10 SKUs.
Build Make scenario: order → inventory check → Slack digest.
Add daily listing rewrite job with Slack drafts.
Run for 7 days → track hours saved and approval rate.

6) Metrics

Avg hours saved per week.
% of LLM-generated listings accepted with zero edits.
Customer Q&A turnaround time.
Stockout incidents reduced.

Pro tip: Start with digest-only mode (agent suggests, humans approve). Once trust builds, flip the switch for auto-mode on low-risk tasks (e.g., rewriting bullet points, inventory alerts).

🎯 The Arsenal — Tools & Prompts

Asset	What it does	Link
Amazon SP-API	Seller data: orders, listings, inventory.	https://developer-docs.amazon.com
Shopify Admin API	Syncs multi-channel stores.	https://shopify.dev
Supabase	Tracks memory, product rules.	https://supabase.com
Prompt · SKU Health Report	Summarise weak listings.

Summarise SKU performance: CTR, reviews, stock, competitor comparison. 
Flag “needs rewrite”, “price adjust”, or “monitor only”.

💡 Free Office Hours

Want an AI seller agent for your e-commerce ops?
Book a free 15-minute Office Hours slot—no sales pitch, just workflows solved.

→ Grab a slot: https://calendly.com/aaron-cylentis/the-next-input-office-hours

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🕹️ Game Over

Automate one seller workflow tonight—tomorrow your shop runs smoother while you sleep.
Share your win; you could headline Issue #058.

— Aaron
Automating the boring. Amplifying the brilliant.

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