What we do
Four ways to work with us
Agents that run the daily work, a studio that makes the video, consulting for teams building their own AI capability, and operators who run the whole thing when you would rather not.
AI agents for Amazon operations
Agents for the work that never stops: listings, advertising, inventory and product research. Every action lands in a queue your team approves, with an audit log.
- Listings: creation, validation, copy updates, A+ drafts
- Advertising: campaigns, bids and negatives managed against margin targets
- Inventory: restock alerts, low-stock ad pausing, FBA inbound planning
- Product research: keyword, market and competitor scans
TikTok video production
An in-house studio — director and filming specialists — plus AI video tooling for scripts, hooks, subtitles, B-roll and templates. Short-form video for product launches and TikTok Shop.
- Script and hook writing
- Shooting, editing, color and sound
- AI-assisted B-roll, subtitles and templates
- Account operations and livestream support
AI consulting
For sellers and brands building their own agents: find where agents pay off, design the architecture, plan capacity and cost, and run the rollout — pilot one SKU, measure, then scale.
- AI readiness assessment for operations teams
- Agent architecture: model routing, prompt caching, batch, human-in-the-loop
- Capacity and cost planning, including rate limits
- Rollout playbook and team enablement
Managed operations & e-commerce strategy
Day-to-day marketplace operations run by our operators with agents behind them — and the strategy work we started with: platform selection, partner evaluation and market entry for brands opening new channels.
- Managed marketplace operations
- Platform and partner evaluation
- Market-entry strategy for new channels
- Monthly reviews and reporting
How we roll out
Pilot one SKU. Then scale the catalog.
Token consumption scales with catalog size, and large sellers run hundreds of SKUs. So we measure before we scale.
Discovery
We map your catalog, accounts, data and the work your team does today, and agree what the agents take over first.
Pilot on one SKU
Agents run on a single SKU per seller. We measure usage, latency, quality and the approvals your team makes.
Capacity plan
From measured per-SKU usage we write the capacity plan: model routing, caching, batch windows and throughput headroom.
Scale across the catalog
We roll out SKU by SKU against the plan, reviewing usage and results with you as we go.
Under the hood
Built on Claude, designed for throughput
The workloads are agentic and bursty — many parallel agents per seller — so the architecture is built around throughput and control, not just prompts.
Model routing
Each step runs on the lightest Claude model that does it well — Fable 5, Opus 5 or Sonnet 5 — so cost and latency match the job.
Prompt caching & batch
Shared context is cached; non-urgent work runs in batch windows to cut cost and smooth peaks.
Parallel agents
Each seller runs many agents at once, scoped per workflow, so a slow task does not hold up the rest.
Human-in-the-loop
An approval queue and audit log sit between every agent and your account.
FAQ
Frequently Asked Questions
What exactly do the agents do?
They handle the recurring work of an Amazon operations team: creating and maintaining listings, managing advertising against margin targets, watching inventory and restocks, and scanning keywords, markets and competitors. A video agent turns scripts into short-form video for TikTok.
Do we keep control of our account?
Yes. Agents propose actions into an approval queue; your team approves or rejects them from a dashboard, and every decision is logged. We can stop any agent at any time.
Which models do you use, and why?
We build on Claude — Fable 5, Opus 5 and Sonnet 5 — and route each step to the lightest model that does it well, so cost and latency match the job. Prompt caching and batch processing keep both under control.
Why start with a single SKU?
Token consumption scales with catalog size, and large sellers run hundreds of SKUs. Going live at full scale without a capacity plan would hit capacity limits immediately. A one-SKU pilot gives us measured usage per SKU, which is what the capacity plan and the rollout are built on.
Which marketplaces do you cover?
Amazon first. We also produce video and run operations for TikTok Shop, and support Walmart Marketplace and TEMU on request.
Can you help our own team build agents instead of running them for us?
Yes — that is our AI consulting line: readiness assessment, agent architecture, capacity and cost planning, and a rollout playbook your team can execute.
What languages do you work in?
English, Chinese and Spanish.
How do we get started?
Email [email protected] for a 30-minute intro call. Tell us what you sell, roughly how many SKUs you run and what you would like the agents to take over first.