Show up inside the answer.

MiraX runs ChatGPT ads for teams already spending on paid channels. The inventory is small and the setup is closer to writing documentation than writing an ad — what earns the placement is the context you attach to, not the audience you pick. Before any money goes out we check the measurement actually works, because the most common install bug makes the pixel throw the sale away entirely and nothing tells you it happened.

Ads are where we start, because they're the fastest thing to turn on and the easiest to judge. They're not where the outcome is decided. What earns a placement is how your product is described in the text a model can read — your store listing, comparison pages, reviews, forum threads. That's also what decides whether you get named when nobody is paying. It's one body of work, not two, which is why an engagement that starts at the pixel rarely ends there.

You're not buying an audience, you're attaching to a moment. Someone describes their problem in their own words and the placement goes to whatever fits that description. So the decisive work sits upstream of the creative: making sure the description of your product that already exists in the world is the one that fits. Don't benchmark it on impression volume either — the inventory is small and always will be, and that comparison loses every time.

Because the failures are silent. A purchase value sent as 49.99 instead of 4999 isn't rounded or corrected — the SDK rejects the event, so that sale is reported as nothing at all. An event named purchase — borrowed from Meta — isn't in OpenAI's taxonomy and is dropped on arrival. One undocumented key inside an item makes the SDK discard the whole event, not the field. None of these produce an error anywhere you'd look. You'd simply read the numbers and believe them.

Teams already spending on channels, who want to spend more and can't tell which spend earned what. We don't sort by what you build — the problem shows up the same way whether you sell software or something you can hold. We're a poor fit if you haven't started spending yet, or if you want someone to execute an ad plan that's already been decided.

Engagements run five figures per quarter, separate from what you spend on media. We take on a small number of clients at a time. If that's not where you are yet, the Pixel Helper is free and does real work — a lot of this is doable yourself if you have more time than money.

Two clocks, and we report them apart. The ads can be live and measured in weeks. The description work behind them moves in months, because pages have to be published, indexed, and then picked up. You'll see the first clock early enough to decide whether to keep going.

Yes, and staying free. It watches every event your OpenAI Ads pixel fires, catches the payloads that get dropped silently, and tells you whether the ad click was actually attributed. No account. Nothing is collected. It's the manual version of the first thing we do for a client.