Platform information: ChatGPT Ads are developing and platform requirements can change. This article was last reviewed on 11 September 2026. Shays Media rechecks material platform information before relying on it for client decisions.
Suitability comes before strategy
Most advice about a new advertising channel starts with how to use it. That's the wrong starting point for ChatGPT Ads, and it's the wrong starting point deliberately: before working out campaign structure or context hints, the more useful question is whether this business has a credible case for testing the channel at all.
That's the basis of how we work. We're not here to sell everyone ChatGPT Ads — we're here to identify where it's commercially sensible, and then run it properly. If there isn't a credible case, we'd rather say so before any money is spent than after.
Suitability, as we assess it, comes down to four things, with eligibility sitting underneath all of them as a gate rather than a fifth factor.
The gate: policy and advertiser eligibility
Before anything else is worth discussing, two basic questions need a "yes": is the advertising entity eligible to hold an Ads Manager account, and does the product or service fall within OpenAI's current Advertising Policies? If either answer is no, or uncertain, that needs resolving first — there's no version of conversational fit or strong economics that gets around an eligibility problem. We've covered this in more depth in Who Can Advertise on ChatGPT in the UK?.
Conversational fit
Can the offer naturally become relevant while someone is exploring, comparing or deciding something — inside a conversation, not bolted onto one?
Some offers map onto this well: things people genuinely think through with help, compare options for, or ask questions about before committing. Offers that customers rarely need to explore, compare or discuss may have a weaker conversational case, although that still needs to be judged in context rather than treated as a categorical rule — these are fit heuristics, not a fixed list of disqualifying purchase types. Neither a strong nor weak reading is a judgement on the business; it's a judgement on whether a conversational ad placement is a sensible fit for how that purchase decision actually happens.
This is also where it's worth being honest about a common trap: interesting conversational context is not, by itself, evidence of good fit. The fact that people discuss a topic with ChatGPT doesn't mean an ad in that context will be commercially useful — it means the placement could be relevant, which is the starting point for the assessment, not the conclusion of it.
Commercial viability
Are the economics of the offer actually capable of supporting paid acquisition, on any platform, before ChatGPT Ads is even part of the conversation?
This sounds basic, and it is — but it's also a question that can easily be skipped when a business is excited about a new channel. If the margin on the offer, or the lifetime value of a typical customer, can't sensibly absorb a customer-acquisition cost, no advertising platform fixes that. A new channel doesn't change the underlying maths of the business; it just tests that maths against a new source of traffic.
Conversion readiness
Is the landing page credible and congruent with what the ad promises? Can outcomes actually be measured once someone clicks through?
A click is not a sale. If the destination someone lands on doesn't deliver on what drew them there — wrong offer, generic homepage instead of something relevant, no clear next step — the campaign can look fine on click-through metrics and still fail commercially. And if there's no reliable way to track what happens after the click, any cost-per-result figure the campaign produces is a number without a meaning attached to it. We go into this in more detail in What Makes a Good Landing Page for ChatGPT Ads? and How Should You Measure Whether ChatGPT Ads Are Actually Working?.
Client readiness
This one is less about the platform and more about the person deciding whether to test it. Is there a genuine willingness to treat this as a controlled test rather than demand a guaranteed return before spending anything? And, harder to admit in advance: will you actually stop if the evidence says stop?
That second question matters more than it sounds like it should. It's easy to agree, in principle, that you'd pull the plug on something that isn't working. It's a different thing to actually do it once setup cost and hope are sunk into a campaign that's three weeks old and hasn't proven itself yet. Testing a new channel honestly requires being willing to hear "this isn't working for you" and act on it — from us or from your own data.
How Shays Media assesses fit
We use a structured internal review to apply these factors consistently. We don't publish the internal scoring thresholds because the public Fit Check is designed to explain the decision, not to be gamed. The questions above are the honest, useful version of that review for anyone trying to self-assess before starting one.
A rough self-check
Before starting the Fit Check, it's worth being honest with yourself about:
- Would a customer plausibly explore, compare or ask questions about this kind of purchase, rather than just buying on impulse?
- Do you know, roughly, what a new customer is worth to you, and what you could sensibly afford to pay to acquire one?
- Does your website currently have a page that would make sense as the destination for this ad — accurate, credible, with a clear next step?
- Can you currently tell, with reasonable confidence, whether a website visitor converts into a lead or sale?
- Are you testing this with genuine appetite to stop if it doesn't work, or expecting it to simply work because you've committed budget?
If most of those land somewhere between "yes" and "probably, with some work," that's a reasonable case for a proper Fit Check. If several land on "not really," that's useful information too — worth acting on before spending anything, not after.
Where this leads
Suitability isn't a formality before the sales conversation — it's the actual first decision, and sometimes the answer is that testing isn't justified yet, or at all. We're comfortable telling you that. It's a better outcome than taking your setup fee and media budget for a test the evidence didn't support.
Check Your Fit — the Fit Check works through conversational fit, commercial viability, conversion readiness and client readiness against your specific situation. Prefer to talk it through first? Contact us via the Contact page.
A few questions people ask at this stage
Does Shays Media work with every business? No. Some businesses come through the Fit Check and the honest answer is that there isn't a credible case for testing ChatGPT Ads yet — for eligibility reasons, offer-economics reasons, or because the conversational fit isn't there. We'll tell you that rather than take the fee regardless.
How does the Fit Check work? It works through the same areas covered in this article — eligibility, conversational fit, commercial viability, conversion readiness and client readiness — applied to your specific business rather than assessed in the abstract.
Do I have to book a call? You don't need to book a public suitability call to start. The Fit Check is the main route. If a manual review supports moving forward, Jo may invite you to a private validation call before onboarding — that call is invitation-only and isn't something you book directly.