Free tools · ChatGPT Ads
What does a ChatGPT Ads budget actually buy?
Pick a market, set a daily budget, and see estimated clicks, leads, and cost per lead - with every assumption sourced and on the page. Built by a team running ChatGPT campaigns since July 2026.
Monthly spend
$3,000
Est. clicks / month
600-1,000
Est. leads or orders
12-20
Est. cost per lead
$150-$250
Matched conversations needed (at 1.3% CTR): 46,154-76,923
Where those conversations live
~9.5%
of ChatGPT conversations carry commercial intent
76.4%
of shopping answers already carry an ad
12 / 14
industries where the market leader runs zero ads
Your matched conversations above sit inside the ~1-in-10 slice with buying intent — the other ~77% of conversations are guidance, information, and writing (OpenAI, “How People Use ChatGPT” usage research). The slot is already 76.4% filled on average (42.3% healthcare to 85.9% finance & insurance), yet in 12 of 14 industries the market leader ran zero chatgpt ads — incumbents hold the organic answer and leave the paid slot to challengers (Otterly ChatGPT Ads Study, July 2026; Profound intent analysis, 2025).
Assumptions (shown, not hidden):
CPC range $3-$5 for ecommerce / retail / dtc - 2026 practitioner reports and OpenAI recommended starting bids. CTR 1.3% from Tru Commerce's US campaigns since July 2026 (industry reporting: ~0.9%, eMarketer 2026). Delivery ramps gradually during the beta, so early months may under-deliver budget. Estimates, not quotes.
How to read the numbers
ChatGPT shows one labeled ad per matched conversation, so the model is simple: budget ÷ CPC = clicks, clicks × your landing conversion rate = leads. The wide ranges are honest - auction prices depend on relevance and competition, and the beta ramps delivery gradually.
Two numbers matter more than any estimate here. First, your conversion tracking - without the OpenAI pixel and a linked conversion event, you'll never know the real CPL. Second, your organic layer: Plus and Pro users never see ads, so the recommendation ChatGPT makes on its own is the only shelf your most premium buyers ever see.
Deeper reads: benchmarks, vs Google Ads, the India launch.
Check the layer ads can't buy
Rather poke at it yourself first? The scan is self-serve and free.
Run the scan yourself →no card · free
On Shopify? Your ad feed is already done. See the Shopify integration →
Four strategies the query mix rewards
Only ~1 in 10 ChatGPT conversations carries buying intent, the ad slot is already 76.4% filled on average, and in 12 of 14 industries the market leader buys none of it (Otterly, July 2026). That shape dictates the playbook.
01
Hunt the decision moment, not the topic
77% of conversations are guidance, information, and writing (OpenAI usage research). Write context hints for the moment someone is comparing and choosing - not for your category's broad topic.
02
Exploit the leader vacuum
Market leaders leave the paid slot empty in 12 of 14 industries. If you're the challenger, the slot next to the incumbent's organic answer is buyable - take it before affiliates do.
03
Out-convert the intermediaries
Today's biggest ChatGPT advertisers are comparison sites and affiliates. A brand landing page that answers the conversation's actual question converts past a listicle.
04
Track before you spend
Pixel + conversion event before the first dollar, UTMs on every ad group, judged on blended results. The advertisers who quit early are the ones who couldn't see what worked.
The full playbook: ChatGPT Ads conversion strategies - built on the query-mix data.