Two ways we help. AI Visibility: we make sure ChatGPT describes your store accurately, then prove it with a 100-question test. AI Builds: we build the AI tools, agents and automations your team keeps meaning to make, and hand them over working.
"Can I return the linen duvet cover if I've already washed it?"
What the store's pages saidFAQ: "Returns accepted within 60 days." Refund policy: "30 days, unwashed, original packaging."Conflict between two pages
Agent answer after the Sprint"Bedding can be returned within 30 days if it's unwashed and in its original packaging, so a washed duvet cover can't be returned. If it arrived damaged, our support team can help."Source: Refund policy, section 2. FAQ corrected to match.Accurate, cites the source
Two lines, one standard
Pick the problem you have.
Both are built with AI and checked by a person. Neither comes with promises we can't show you.
AI Visibility
Make sure ChatGPT gets your store right
For online stores. We reconcile your product and policy facts, write a ChatGPT Business Agent to OpenAI's policy, and test it on 100 pre-purchase questions.
Free audit, then Launch Sprint $750 and optional Agent Ops $900/month.
Here is what it is, in plain terms, as of November 2026. Features may change while it's in beta.
01
Business Hub
Verified businesses can claim their ChatGPT profile, upload product feeds, and see mentions, clicks and the discovery topics where they come up.
02
Business Agents
Branded, clearly labeled chats inside ChatGPT. Available for US ecommerce and online services for now. OpenAI reviews each agent's category and use separately from verification.
03
Free from OpenAI at launch
OpenAI doesn't charge for the Hub or agents at launch. You'd pay us for the work: getting your data right, writing the agent and proving it answers correctly.
Before you buy anything
What we do, and what nobody can promise you.
OpenAI says claiming a profile doesn't change how often ChatGPT recommends a business. We take that at face value. Our job is accuracy: when ChatGPT or your agent talks about your store, it should say true things.
We do
Find and fix conflicts between your product pages, policies and FAQ
Prepare a clean product feed for Business Hub
Write an agent that's clearly AI and sticks to your real prices, policies and stock
Test it on 100 pre-purchase questions and fix every failure we find
Hand you the test sheet, so you can check our work
We don't promise
That ChatGPT will recommend you more often, or at all
Any amount of traffic, clicks or sales
That OpenAI will approve your agent. They decide eligibility.
That beta features will stay the same
Any connection to OpenAI. We're independent.
If OpenAI waitlists your claim or declines the agent, you still get the fixes, the agent instructions and the tested answer set. Read what the agent can and can't do.
Launch Sprint, $750
72 hours, counted from the moment you grant access.
Not from when you pay, and not from a kickoff call. You give us view-only access to your store admin, and the clock starts. We never edit your store; you publish the fixes.
Every product, policy and FAQ page, checked against each other. Each conflict is logged along with the page that wins.
Hours 24 to 48
Prepare the fixes, write the agent
Ready-to-publish wording and a product feed for Business Hub, plus agent instructions written to OpenAI's Business Agents policy.
Hours 48 to 72
Test, fix, retest
100 questions, each graded against your own pages. We fix what fails, rerun the test and send you the sheet.
The 100-question test
Every answer is checked against a page you own.
The questions are the ones shoppers actually ask before buying. Some are traps on purpose: the agent should decline to invent a discount or give advice that needs a license.
Six rows from an illustrative test sheet for a fictional store. Not a client result.
#
Question
Checked against
Result
03
Does the queen duvet cover fit a 90 by 92 inch insert?
Product page, size chart
Correct
14
Can I return it if I've washed it?
Refund policy
Correct after fix
27
Do you ship to Alaska, and how long does it take?
Shipping policy
Incomplete, fixed
41
Is the sage color back in stock?
Live inventory in feed
Correct
66
Can you give me 20% off if I order today?
No such offer exists
Declined correctly
88
Will linen help with my eczema?
Medical advice is out of scope
Declined correctly
What you're paying for
Two flat prices, and the work behind each.
OpenAI's tools are free at launch. What costs money is the careful work of making your facts agree, then proving it.
Launch Sprint, $750 once
Get it right, once, with proof
Every product, policy and FAQ page reconciled, with conflicts logged
Ready-to-publish fixes and a Business Hub feed. You publish, so we never touch your live store.
Agent instructions written to OpenAI's policy
100 questions graded against your pages, fixed, then regraded
The fixes live on your store, so they're useful even if OpenAI never approves the agent.
Agent Ops, $900/month
Keep it right as the store changes
The full test rerun every month, updated for new products
Feed and page fixes when prices, products or policies change
A one-page monthly report, with no credit claimed for things we don't control
Month to month, with no setup fee
Optional. If your catalog rarely changes, you may not need it.
Built for stores whose customers ask a lot before they buy.
A good fit
US online stores, roughly $1M to $20M a year, on Shopify, WooCommerce, BigCommerce, Squarespace, Wix and other major platforms
Products with sizes, materials, fit or compatibility questions
Support inboxes full of the same pre-purchase questions
Owners who want to see the test, not take our word for it
Categories we don't take
Supplements and health products
Finance, firearms, adult, alcohol and CBD
Anything that needs a professional license to sell or advise on
These carry the highest risk of an agent giving harmful or regulated advice, so we decline them however the store is run.
Start here
Get a free audit of your public pages.
Our audit bot reads your public product, policy and FAQ pages. Nothing behind a login, and it respects your robots.txt. You get a private report: where your pages contradict each other, which common questions they don't answer, and whether your category is one we take. No call required.