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Tru Commerce

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.

us + india·sourced assumptions·no login

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

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

no card · no eng lift · ~24 hours

Budget models the bought layer. The earned layer is free to check.

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