Short answer
A B2B AI ads dashboard needs three groups of metrics. Ad metrics from the ad platform: spend, impressions, clicks, CTR, CPC, CPM and conversions. AI visibility metrics: share of answers naming you, share of voice against competitors, brand coverage and average position. Account metrics: companies from AI, companies fitting your ICP, cost per fitting company and hot accounts. The account metrics are what make B2B AI ads comparable with other channels.
Ad metrics
From the OpenAI Ads API, per campaign, ad group and day.
| Metric | Meaning | Note |
|---|---|---|
| Spend | Media cost in the account currency | Can lag clicks by hours |
| Impressions, clicks | Ad views and clicks | Arrive within minutes |
| CTR | Clicks ÷ impressions | The API returns a ratio: 0.04 means 4% |
| CPC, CPM | Cost per click; cost per 1,000 impressions | Compare by ad group, not account-wide |
| Conversions | Tracked actions, click-through and view-through | Allow a day; attribution window 7, 14 or 30 days |
AI visibility metrics
From daily AI answer tracking on the buyer questions you choose.
| Metric | Meaning |
|---|---|
| AI answers naming you | Share of checked answers that mention your brand |
| Share of voice | Your mentions as a share of all brand mentions, yours plus competitors’ |
| Brand coverage | Share of tracked questions where you appear at least once |
| Average position | Where you appear when an answer lists vendors |
| Named most instead | The competitor AI recommends most on a question where you are missing |
| Competitor ads seen | Competitor ads shown next to the tracked answers |
More in share of answers and how to track AI visibility.
Account metrics
From company identification on your website, joined to ads by UTM and scored against your ICP.
| Metric | Meaning |
|---|---|
| Companies from AI | Distinct companies that visited from a ChatGPT ad or an AI answer referral |
| Fitting your ICP | Companies whose industry, size and country fit your profile |
| Cost per fitting company | Ad spend ÷ fitting companies from ads |
| Account score | 0–100: ICP fit 40%, intent 35% (pages and question), engagement 25% |
| Hot, warm, cool | Score 75+, 55–74, below 55 |
| Which AI sent them | ChatGPT ads, ChatGPT, Perplexity, Gemini, Copilot |
See how to score identified companies.
Question metrics
Each ad group is matched to the tracked prompts it covers, so a question can show both paid and organic results. Coverage labels: covered, paid only, organic only, blind. This is the view for deciding the next ad group or page change. See CIA AI ads dashboard.
The headline numbers
If you read only six: ChatGPT ad spend, companies from AI, companies fitting your ICP, cost per fitting company, hot accounts and AI answers naming you. They are the six cards at the top of the overview in our client dashboard demo.
Questions
Which B2B AI ads metric matters most?
Cost per fitting company: ad spend divided by the companies from ads that fit your ideal customer profile. It is the metric you can compare with other B2B channels.
Why does spend lag clicks?
OpenAI notes that impressions and clicks can appear within minutes while spend, CPC and CPM can lag. Judge full days, not the current hour.
Is share of voice the same as share of answers?
No. Share of answers is how many answers name you. Share of voice is your share of all brand mentions in those answers, including competitors.
Facts checked against the sources below on 15 October 2026. AI ad platforms change quickly: if something here no longer matches what you see, tell us and we will update it.
