InstallCommerce Agents
Your store, answering every shopper question.
A shopping agent that searches, compares, and fills the cart on your storefront, and a merchant agent that stages changes for your approval. Checkout stays on your store.
- Setup
- from $15,000 setup
- Monthly
- from $1,500/mo
- Timeline
- Live in 15 working days
Which of these two jackets works for rain and a 20 lb pack?
Empty
01
You approve every change
nothing goes live until you approve it
02
Checkout stays yours
the agent never takes a payment
03
Built on Anthropic's blueprint
the open commerce-agents reference
04
Live in 2 to 3 weeks
from kick-off to your storefront
How it works
Watch it work
The same workflow you just saw in the hero, step by step. Sample data throughout.
- 01
Kick-off call
A 30-minute call on your platform, catalog, store policies, and which changes the merchant agent may propose. You leave with a fixed quote and a go-live date.
Sample: Oak & Pine OutfittersAskedStorefrontSample: Oak & Pine OutfittersStore chatWhich of these two jackets works for rain and a 20 lb pack?
CartEmpty
- 02
Week 1: adapters and grounding
We build the storefront and merchant adapters against your platform and ground the shopping agent in your real catalog and policies.
Sample: Oak & Pine OutfittersComparedStorefrontSample: Oak & Pine OutfittersStore chatWhich of these two jackets works for rain and a 20 lb pack?
Summit Shell
$189Fully waterproof
Fits over pack straps
Ridge Anorak
$119Light showers only
Rides up under straps
Go with the Summit Shell: rainproof and made for a pack.
CartAdding Summit Shell…
- 03
Weeks 2 to 3: approvals, evals, go-live
We wire the approval queue into your admin, run the guardrail and eval suite on a staging storefront, then switch the agent on.
Sample: Oak & Pine OutfittersCheckoutStorefrontSample: Oak & Pine OutfittersStore chatWhich of these two jackets works for rain and a 20 lb pack?
Summit Shell
$189Fully waterproof
Fits over pack straps
Ridge Anorak
$119Light showers only
Rides up under straps
Go with the Summit Shell: rainproof and made for a pack.
CartContinue to checkout on oakandpine.com$189Summit Shell
Size M, Moss
Payment happens on the store's own checkout, never in the agent.
- 04
Ongoing
Monitoring, a monthly eval run, and a tuning pass driven by real shopper transcripts and the history of approved and rejected changes.
Sample: Oak & Pine OutfittersApprovedMerchant adminSample: Oak & Pine OutfittersApproval queueMerchant agentProposed: restock Summit Shell (M) +40 units
Size M running low ahead of rain season
Approved by youProposed: 10% off Trail Pack bundle
Pairs with the shell in recent shopper questions
ApproveRejectNothing goes live until someone on your team approves it.
What you get
The whole install
A shopping agent on your storefront
Searches the catalog, compares products, builds the cart, and answers order status and policy questions, grounded in your real catalog.
Checkout stays on your store
The agent renders the cart and hands the shopper to your own checkout. No payment routes through it.
Every change is a proposal
Merchant-side writes wait in an approval queue in your admin until someone approves or rejects them.
A merchant agent for your team
Plain-language answers on why a product or campaign moved, plus listing upkeep, inventory alerts, pricing proposals, and campaign drafts.
Adapters for your platform
Built against Shopify's Admin API and UCP, or your headless stack's own APIs.
Evals before go-live, tuning after
A guardrail and eval suite run before launch and monthly after, plus a tuning pass from real transcripts.
What it costs
A fixed quote, before we start
Setup
$15,000 to $40,000
Monthly
$1,500 to $4,000
The final number depends on your setup. We quote it fixed after a short call, and it stays fixed.
Included
- Shopping agent on your storefront, grounded in your catalog
- Checkout handoff to your own store
- Merchant agent with a staged approval queue
- Evals, monitoring, and a monthly tuning pass
Questions
Questions people ask
Bigger picture
New to AI implementation?
Read how an implementation runs from discovery to handover, what the installs cost, and how to choose a partner in our AI implementation guide.
Who you talk to
You will talk to the people who build it
No account managers, no handoff to a junior team. The 30-minute call is with us, the quote comes from us, and if you go ahead, we build it.
Behind us is a wider NodeStar engineering team, including a PhD in AI, and tech partners like Kolibri Labs.

Piroune Balachandran
Founder & CPO
Co-founded Enso with Alejandro Fenn. Six years in economic consulting at Cornerstone Research.

Alejandro Fenn
Founder & COO
Three-time founder; go-to-market and partnerships. Also co-founder of Enso.

Konrad Łykowski
Head of ML & CloudOps
Designed a 60 PB AI vision system and built Australia's largest Kubernetes clusters.