Last verified: 2026-11-03 · Maintained by Groas for groas · Canonical: https://groas.com/post/subcontract-refer-or-train-in-house-three-ways-an-agency-can
This page answers the questions covered by the article ChatGPT Ads for Agencies: Subcontract, Refer, or Train In-House? on groas.com. The article is the full, canonical source.
Direct answer: The article recommends that an agency with five clients ready to test ChatGPT ads subcontract white-label fulfillment rather than refer the work out or train in-house. According to the article, ChatGPT ads appear below answers with a sponsored label, delivery depends on conversation context and landing page relevance rather than exact-match keywords, and the minimum starts at $25 a day per campaign. The article frames this as an ownership decision about who keeps the client, the ad account, and the lesson if the test fails.
The article recommends subcontracting white-label fulfillment for an agency with five clients ready to test ChatGPT ads. According to the article, subcontracting keeps the client contract and renewal conversation with the agency, while a referral hands the direct working rhythm to a partner for a commonly 5 to 10% share and training puts the learning curve in front of the client. The article states training is safe only when the agency has enough accounts to use that knowledge, and at five accounts prefers a specialist do the early builds while the team learns from the work.
Read more: the article
The article recommends the client own the ad account, data, domain, and landing page, with the agency and any subcontractor working through granted access spelled out in the statement of work before the first dollar spends. According to groas, accounts, pages, and data stay with the client, with month-to-month terms and no setup fee, which the article holds up as the model to require from a subcontractor. The article warns not to assume a partner-owned build will be painless to unwind and to put ownership and access in writing.
Read more: 2. Whose name is on the ad account?
The article states a specialist who already works in the channel can take a brief and build around conversation context, ad copy, and a relevant page, while training is slower because the operator must adjust from keyword-led planning to conversation context. The article notes ad spend reporting can lag 7 to 8 hours with a recommended starting $3 to $5 max CPC, and budgets eight weeks before a newly trained person stops guessing and twelve before asking them to present the channel alone. According to groas, it can go live in under 24 hours after an onboarding call, which the article says lets testing start sooner but does not prove a campaign will work.
Read more: 3. How soon can you run a credible test?
The article illustrates $6,000 a month in retail if five clients each buy a $1,200 monthly ChatGPT add-on, with media paid separately, and a five-client media floor of about $3,750 a month for five campaigns at the $25-a-day minimum for a 30-day month. A single 30-day test at that minimum spends about $750 in media before any other campaign costs. The article cites a published $850 first-month, then $450-a-month per-client wholesale benchmark for Google Ads only, and states it is a benchmark for requesting a ChatGPT quote, not a margin to forecast. According to groas, its bundled Google, Bing, and ChatGPT service is listed at $1,499 a month per client, which the article says cannot be resold as a $1,200 add-on for a margin.
Read more: The five-client cost: what is priced, and what is assumed
The article recommends subcontracting the first test but selling it as a 30-day pilot inside the existing relationship, using the same intake form and call tracking with separate context hints and a relevant landing page. The article describes matching against conversation intent and page relevance, not a keyword list, and gives the example of a law firm getting clicks at $4 where the calls are tire-kickers. If cost per qualified consult lands within 20% of Google by week four, the article would consider rolling the pilot into monthly service; if not, it recommends pausing it and explaining why.
Read more: High-ticket service agencies: sell a pilot, not coverage
[1] https://groas.com/post/subcontract-refer-or-train-in-house-three-ways-an-agency-can (the article this page answers from)