AI Systems Integration

A natural-language agent wired straight into your WordPress or Shopify. Not a chatbot, an actual set of hands.

We connect an AI agent to your site's real content and commerce backend through WP-CLI, WPGraphQL, or the Shopify Admin API, so routine catalog and content work gets done in minutes. Scoped access, an audit trail, and a human checkpoint on anything irreversible.

See how it runs
2+ years building AI-driven automation
Agent session · yourstore.myshopify.comDone
>Update price and "low stock" badge on all Spring Collection products, then draft an Instagram caption
Matched 34 products in "Spring Collection"
Updated price + badge on 34 / 34
Drafted caption, queued for your review
34 products updated · 0 manual clicks · Ready for review

The backlog every site owner already knows

None of this is hard, technically. It's just tedious enough that it sits in a ticket queue until someone has an afternoon free.

Update pricing across a seasonal collection
Email a list to your developer, wait 2 to 3 days, hope nothing's missed
One sentence to the agent. Done in minutes, every SKU verified
Migrate old blog posts into a new category structure
A developer re-tags each post by hand, or it just doesn't happen
The agent re-categorizes the whole archive in one pass
Update 40 product descriptions for a rebrand
Copy-paste through wp-admin or Shopify admin, one product at a time
The agent applies the new copy pattern across all 40 at once
Add a new custom field and backfill it on 200 existing posts
Usually gets deprioritized as too tedious to do by hand
A one-time script the agent writes, runs, and verifies

None of this needs a developer once the agent already has access. That's the entire point.

What's included

The guardrails, not just the access

Giving an agent write access to a live business asset only works if the access is bounded. This is what's bounding it.

Scoped access

The agent only touches what it's explicitly given access to: a specific WordPress install, a specific Shopify store, never your whole business.

Staging-first for anything risky

Bulk or structural changes get tested on staging before they ever touch the live site.

A full audit trail

Every action the agent takes is logged in plain English. Nothing happens silently, and nothing is untraceable.

Human approval on anything irreversible

A real person signs off before anything customer-facing or hard-to-undo ships.

Version history

Every change is tracked, so anything the agent does can be rolled back.

How it runs

From granted access to a running agent

01

We scope exactly what the agent can touch

Before any wiring happens, we define precisely what the agent can read, what it can write, and what it never sees at all. In writing, before it's built.

Access scope
Product catalogRead / write
Blog & page contentRead / write
Site & theme settingsRead only
Customer & order dataNo access

02

We wire the agent into your real stack

The agent gets real, authenticated access to your platform's own tooling: WP-CLI and WPGraphQL for WordPress, the Admin API for Shopify. Not a screen-scraping workaround.

Wired in, not bolted on
$wp post list --category=old-blog --format=ids | agent recategorize --to=guides
Recategorized 47 posts · 0 errors

03

You keep full visibility and control

Every action is versioned, so nothing the agent does is a black box, and anything can be undone in a click, not a support ticket.

Version history
2 hours agoBulk price update · Spring CollectionRoll back
YesterdayBlog category migrationRoll back
3 days agoProduct description rewriteRoll back

Questions we get asked

Straight answers, since most of these come up before someone signs up, not after.
Don't see yours? .

What's the difference between this and AI & Workflow Automation?

AI & Workflow Automation handles ops work across the tools you use to run the business, like email, your CRM, and spreadsheets. This is deeper: an agent wired directly into your website or store's own content and commerce backend, through WP-CLI, WPGraphQL, or the Shopify Admin API, so it can make real changes to the site itself.

Is this safe? Can an AI break my live site?

That's what the guardrails are for: scoped access, staging first for anything risky, a full audit trail of every action, human approval before anything irreversible ships, and version history so any change can be rolled back.

Do we need to know how to code or use a CLI ourselves?

No. We operate the agent on your behalf, or train your team to run it themselves if you'd rather keep it in-house.

What platforms does this work with?

WordPress, through WP-CLI and WPGraphQL, and Shopify, through the Admin API. Other platforms are considered case by case if there's a real API or CLI to wire into.

Can this replace needing a developer for small changes?

For a large class of routine, well-defined work like bulk edits, migrations, and structured content or catalog updates, yes. Genuinely novel work or real judgment calls still benefit from a developer.

Is this the same as a chatbot on our website?

No. This isn't customer-facing at all. It's an internal tool your team uses to manage the site faster; nothing a site visitor ever sees or talks to.

What determines the cost and timeline?

The most useful starting point is your budget. Tell us the number you have in mind and we'll tell you honestly what it can get you: the platform, how much access the agent needs, and how many routine tasks are in scope all shape the build. No budget in mind yet? Describe your stack and we'll come back with a scoped quote, usually within a day.

Can I see examples of this in action?

Most client work is covered under NDA, so we can't list it publicly. This site is a live example though: primocollab.com runs on a headless WordPress backend managed through this exact agentic CLI workflow. Reach out and we'll walk you through it.

Do you work white label for agencies?

Yes. We set up and operate this under NDA for agencies who want the capability without building it themselves. Deliverables carry your branding, not ours, and you set your own pricing to your client.

Get started

Ready to give your site an actual set of hands?

This site is proof: built and run on a headless WordPress + agentic CLI stack. Ask us how, or tell us about your own.

See how it runs