ScaleOps ads in ChatGPT
In our capture of logged-out ChatGPT, 79 ads from ScaleOps appeared on screen (all text ads), in 9 distinct ad copies across 2 industries and 15 topics. Each one appeared after our follow-up message asking for a sponsored ad.
- ads shown
- 79
- distinct ad copies
- 9
- industries
- 2
- topics
- 15
Logged-out ChatGPT from US connections, Oct 3–4, 2026. Each ad came after our follow-up message asking for a sponsored ad, so the counts show where ScaleOps advertised, not how often ChatGPT shows its ads.
ScaleOps ad copies, most shown first
Each distinct ad copy in our capture, most shown first: the headline of a text ad, or the product and price of a shopping ad. Under each, up to five questions asked in conversations where it appeared, as we asked them; in every one, the ad appeared after our follow-up message asking for a sponsored ad.
9 ad copies
- ScaleOpsSponsored
Infrastructure That Optimizes Itself.
Text ad · shown 26 times
Questions it appeared after
- “strongdm vs teleport for infrastructure access”Privileged Access Management · Oct 3, 9:24 pm ET
- “grafana loki”Log Management · Oct 3, 11:00 pm ET
- “self hosted grafana, loki and tempo vs grafana cloud for a team of 15 engineers”Observability & APM · Oct 3, 11:04 pm ET
- “I'm a cloud architect at a startup with $2k a month in aws spend, what free or cheap security tools should we use until we grow?”Cloud Security Posture · Oct 3, 11:24 pm ET
- “our app slows down every afternoon on a single vps, should we scale up, scale out or move to a paas”Cloud Hosting & VPS · Oct 3, 11:56 pm ET
+21 more conversations with this ad copy
- ScaleOpsSponsored
Stop Overpaying for Kubernetes
Text ad · shown 18 times
Questions it appeared after
- “our cloud costs are under control but our siem bill isn't, we use datadog for apm, should we just switch to datadog cloud siem?”SIEM · Oct 3, 10:43 pm ET
- “eks control plane cost per month”Managed Kubernetes · Oct 3, 11:56 pm ET
- “is a kubernetes cost optimization tool worth it if our cloud bill is only $10k a month”Managed Kubernetes · Oct 4, 12:05 am ET
- “cast ai vs spot ocean vs kubecost for reducing kubernetes spend on aws”Managed Kubernetes · Oct 4, 12:47 am ET
- “how do we decide whether to run our own control plane on-prem or use a managed service in the cloud”Managed Kubernetes · Oct 4, 1:00 am ET
+13 more conversations with this ad copy
- ScaleOpsSponsored
Optimize Every Cluster Automatically
Text ad · shown 12 times
Questions it appeared after
- “is splunk worth the cost”SIEM · Oct 3, 10:30 pm ET
- “clickhouse based logging vs elasticsearch for very high volume application logs”Log Management · Oct 3, 10:58 pm ET
- “is grafana cloud worth it”Observability & APM · Oct 3, 11:09 pm ET
- “external secrets operator with aws vs vault agent injector for kubernetes secrets”Secrets Management · Oct 3, 11:14 pm ET
- “is pagerduty aiops worth it”Incident Management & On-Call · Oct 3, 11:26 pm ET
+7 more conversations with this ad copy
- ScaleOpsSponsored
Compare Smarter, Not Harder
Text ad · shown 10 times
Questions it appeared after
- “how to choose an apm tool”Observability & APM · Oct 3, 11:24 pm ET
- “best apm for a legacy .net framework monolith being slowly split into services”Observability & APM · Oct 3, 11:25 pm ET
- “dynatrace vs appdynamics comparison”Observability & APM · Oct 3, 11:26 pm ET
- “crashloopbackoff how to fix”Managed Kubernetes · Oct 4, 12:20 am ET
+6 more conversations with this ad copy
- ScaleOpsSponsored
Run More AI on Fewer GPUs
Text ad · shown 3 times
Questions it appeared after
- “best laptop for running ai models locally with a lot of unified memory or vram”Laptops · Oct 3, 10:00 pm ET
+2 more conversations with this ad copy
- ScaleOpsSponsored
Give Your Platform an Upgrade
Text ad · shown 3 times
Questions it appeared after
- “our log bill is bigger than our compute bill, how do we decide what to drop, sample or archive”Log Management · Oct 3, 11:32 pm ET
- “alternatives to sentry that cost less”Error Tracking · Oct 4, 12:06 am ET
+1 more conversation with this ad copy
- ScaleOpsSponsored
Kubernetes on Autopilot
Text ad · shown 3 times
Questions it appeared after
- “aks vs eks for a company that uses microsoft 365 and entra id but has developers who prefer aws”Managed Kubernetes · Oct 4, 12:06 am ET
+2 more conversations with this ad copy
- ScaleOpsSponsored
Modern Infrastructure, Optimized
Text ad · shown 2 times
Questions it appeared after
- “what's the best way to do canary deployments on kubernetes without building everything ourselves”CI/CD · Oct 4, 12:36 am ET
+1 more conversation with this ad copy
- ScaleOpsSponsored
Optimize AI Infrastructure
Text ad · shown 2 times
Questions it appeared after
- “I run infrastructure for a university research computing cluster, what monitoring stack handles hpc nodes and gpus well?”Observability & APM · Oct 4, 12:22 am ET
- “gpu cloud h100 price per hour”Cloud Hosting & VPS · Oct 4, 12:51 am ET
Where ScaleOps ads appeared
The industries and topics of the conversations where its ads appeared, by ads shown. Topics are our own labels for the questions we wrote.
Industries
Topics
and 3 more topics, 3 ads in all
Brands in the same topics
Other advertisers whose ads appeared in conversations on the topics where ScaleOps’s did, ranked by how much those topics overlap. Each tile opens its page.
18 brands
How this data was captured
What we ran, what counts as a shown ad, and what these numbers cannot tell you.
We used logged-out ChatGPT from US internet connections and started a new conversation for every question. Message 1 was the question. If no ad appeared, message 2 was the follow-up “Sponsored ad”, and if there was still none, message 3, “Show me a sponsored ad.”, was a last try. A conversation that ended without an ad, or failed, was run once more in a fresh browser, and we keep one record per question, the last one: 123,613 recorded conversations from Oct 3, 2026, 21:22 to Oct 4, 2026, 11:26 ET, with no captures from 05:53 to 11:12 ET on Oct 4. Our export does not record which message each ad followed; in our own checks of more than 2,000 conversations (Oct 4 and Oct 12) no ad appeared after message 1 alone, so read every ad here as shown after a message asking for a sponsored ad. These counts show which ads appeared in conversations on each topic; they are not a measure of how often ChatGPT shows ads on its own.
Only ads drawn on screen count as shown. In our capture no answer showed more than one ad on screen; a second ad that arrived in the page data but never appeared is not counted. Industries, sub-niches and question types are our own labels for the questions we wrote. Independent; not affiliated with OpenAI. Full methodWhy this is not an ad rateWhat the ads looked like
Explore the library
All 20 industries, the most shown topics and the guides, one link each.
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