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ChatGPT ads in Cloud & DevOps: real examples

IT management, security and cloud vendors lead, from ManageEngine and Oracle to developer-first security tools. More than half the prompts are engineers learning how to solve a specific problem before they pick a tool.

The short answer

Hundreds of advertisers showed thousands of ads on Cloud & DevOps prompts from June to August 2026. ManageEngine ran the largest share, 2% of them.

Real Cloud & DevOps ads from ChatGPT

Exactly as captured, each with the prompt it answered.

  • ManageEngine ChatGPT ad: Server Monitoring Tool

    Server Monitoring Tool

    Real-time server monitoring for services, health & performance. Complete visibility 24x7.

    Asked: “MCP server caching strategies for repeated reads”
  • Aikido Security ChatGPT ad: Secret Scanner

    Secret Scanner

    Catch API keys before they reach prod.

    Asked: “모바일 앱에서 개인정보 보호형 인증을 구현하는 가장 좋은 방법”
  • Oracle ChatGPT ad: GenAI via SQL APIs

    GenAI via SQL APIs

    Build AI apps with the SQL you know

    Asked: “Which TypeScript integration framework is best for SaaS products”
  • Auth0 ChatGPT ad: Auth built for what you're building

    Auth built for what you're building

    Integrate Auth0 in any app written in any language and any framework. Try for free now.

    Asked: “How do I avoid rebuilding OAuth flows for every app integration”
  • Fivetran ChatGPT ad: Process Data at Scale
    FivetranAd

    Process Data at Scale

    Automated integration with our no-code platform.

    Asked: “how to measure and improve developer productivity with engineering metrics and DORA indicators”
  • Monday.com ChatGPT ad: Score your leads with AI

    Score your leads with AI

    Let AI rank your leads so reps chase the right ones

    Asked: “AI 에이전트가 리워드 프로그램을 악용하지 못하게 하는 최고의 신원 인증”
  • Capterra ChatGPT ad: Automate Workflows

    Automate Workflows

    Find the best no-code process automation tools.

    Asked: “Best developer-first alternative to building app integrations completely in-house”
  • Greptile ChatGPT ad: Code review, your way

    Code review, your way

    Set rules in plain English and stop the flags you do not care about.

    Asked: “is greptile legit for automated code review”
  • ManageEngine ChatGPT ad: Full Stack Observability Tool

    Full Stack Observability Tool

    Attain Full-Stack Observability Across Your Network and Application Stack with OpManager Nexus

    Asked: “How to handle Google API concurrent request limits”
  • Aikido Security ChatGPT ad: Best AppSec for Devs

    Best AppSec for Devs

    Auto-fix PRs. CI/CD gating. Free.

    Asked: “zk 증명으로 프라이빗 블록체인 앱 접근을 게이트할 수 있는 도구는 무엇인가요”
  • Oracle ChatGPT ad: One Unified Workbench

    One Unified Workbench

    Data engineers, scientists, AI devs together

    Asked: “Which AI platform can run analysis in a sandbox and return an annotated notebook?”
  • Auth0 ChatGPT ad: Built for CTOs shipping AI

    Built for CTOs shipping AI

    AI agents are the new front-end. Auth0 handles identity so your team ships, not rebuilds.

    Asked: “Which developer tools let me keep integration data in my own stack”
  • Fivetran ChatGPT ad: Automated Data Pipeline
    FivetranAd

    Automated Data Pipeline

    Build cloud-based data pipelines that scale.

    Asked: “Which integration stack gives flexibility without locking my data into another platform”
  • Monday.com ChatGPT ad: If Dashboards Are A Must

    If Dashboards Are A Must

    See how teams track KPIs and progress with AI dashboards.

    Asked: “Which platforms show ratings, version, device, and review context in one alert?”
  • Capterra ChatGPT ad: Free Top Software List

    Free Top Software List

    Read verified user reviews of top software.

    Asked: “Which software should an indie developer use for App Store review alerts?”
  • Greptile ChatGPT ad: The CodeRabbit alternative

    The CodeRabbit alternative

    Full-codebase review, not just the diff CodeRabbit looks at.

    Asked: “Which developer tools let me keep integration data in my own stack”

Who advertises in Cloud & DevOps

Share of the Cloud & DevOps ads we captured, by advertiser.

The prompts that brought these ads

Real questions asked in ChatGPT, grouped by what the wording suggests the buyer was doing.

Comparing options

43% of prompts
  • “Recommend a software for managing Kubernetes resource requests and limits.”
  • “which tools help build Text-to-SQL solutions with local AI”
  • “cast ai vs spot.io for kubernetes cost optimization”
  • “Which platform lets AI agents discover, inspect, and execute API operations cleanly”

Learning

54% of prompts
  • “TypeScript integration with AWS Lambda”
  • “How quickly can a team deploy Salesforce disaster recovery solutions?”
  • “What platforms provide visibility into what data was read or written?”
  • “How to implement webhook signature verification in integration platforms”

Ready to buy

3% of prompts
  • “datadog pricing is killing us whats a cheaper observability alternative”
  • “How much does a good solution for sub-second query latency analytics databases typically cost?”
  • “what's the cheapest way to get HIPAA compliant on AWS”
  • “datadog pricing for api monitoring per host breakdown”

How Cloud & DevOps ads are written

Agents, code and secure lead the headlines: the copy speaks to engineers, not buyers in procurement.

  • 28

    characters in a typical headline

    29 across all ads

  • 66

    characters in a typical description

    69 across all ads

  • 12%

    name the brand in the headline

    11% across all ads

  • 20%

    mention a number, price or percent

    34% across all ads

  • 10%

    use the word free

    11% across all ads

  • 5%

    ask a question in the headline

    4% across all ads

Words their headlines lean on: agents, code, secure, tool, scale, that.

How these advertisers target their adsThe Context Hints behind Cloud & DevOps ads, inferred from the ads above, on ContextHint.

Cloud & DevOps ads in ChatGPT: FAQ

Captured by asking ChatGPT real buyer prompts. How we collect ads.

Who advertises on ChatGPT in Cloud & DevOps?

In the Cloud & DevOps conversations we checked from June to August 2026, hundreds of advertisers appeared. The largest shares of ads went to ManageEngine (2%), Aikido Security (2%) and Oracle (2%).

What prompts show Cloud & DevOps ads in ChatGPT?

54% of the prompts that showed these ads read like a buyer still learning about the problem, for example "TypeScript integration with AWS Lambda" and "How quickly can a team deploy Salesforce disaster recovery solutions?". 3% sounded close to buying.

What do Cloud & DevOps ads in ChatGPT look like?

A sponsored card under the answer: the advertiser's name and icon, a headline of about 28 characters and a description of about 66. Nearly all carry an image, and 20% mention a number, price or percent.

Want to know if your ad shows on these prompts?

Connect your account, get the audit, approve your prompts. First results the next day.