ChatGPT ads in AI Agent Infrastructure: real examples

Agent frameworks, security vendors and cloud platforms compete on questions about building and running AI agents. Most buyers are still learning, asking how orchestration, tool calling or guardrails work.

Start with a free audit See the ads

The short answer

Hundreds of advertisers showed over a thousand ads on AI Agent Infrastructure prompts from June to August 2026. Jotform ran the largest share, 2% of them.

Real AI Agent Infrastructure ads from ChatGPT

Exactly as captured, each with the prompt it answered.

JotformAd
Case Management Intake Form Template
Create free case management intake form template with Jotform. No coding needed.
Asked: “how to use AI agents to automate family law intake and triage”
Palo Alto NetworksAd
Map Workforce AI Tools
Identify unmanaged AI and SaaS applications.
Asked: “How to choose a workflow automation tool for AI agents”
LangChainAd
Build Your Agent Orchestration Layer
LangGraph + LangSmith: orchestrate complex AI workflows and observe every agent step end-to-end.
Asked: “how to choose between no-code agentic AI and orchestrated microservices for research”
OracleAd
All-Data AI Search
Structured and unstructured, one query
Asked: “Google Drive integration for AI-powered file search”
DatadogAd
End-to-End Observability
Unify frontend and backend performance data.
Asked: “Open source integration layer for scalable AI products”
DynatraceAd
AI Observability
Turn data into answers and actions
Asked: “how do orchestrated AI agents work together across the research lifecycle”
Monday.comAd
Build a custom AI agent for your work
Describe the role. Get a ready-to-work agent in one conversation — no code needed.
Asked: “agentic research platform used by telecom companies”
UpworkAd
Find AI Research Talent
Compare proposals from AI Research pros.
Asked: “best AI research platforms that combine community insights with agentic automation”
JotformAd
Free TEMPLATE for Reports PDF
Want to create your own template for reports PDF? Edit and download it with Jotform.
Asked: “agentic research platform with methodological rigor”
Palo Alto NetworksAd
Build Your XDR Shortlist
Review the 2024 Forrester XDR market report.
Asked: “enterprise agentic research platform pricing”
LangChainAd
Build Multi-Agent Systems with LangGraph
Stateful, multi-agent workflows with human-in-the-loop built for production systems.
Asked: “How to choose a workflow automation tool for AI agents”
OracleAd
RAG on Your Own Data
Ground LLMs in AI Database. See a demo.
Asked: “small language models with low latency”
DatadogAd
Kubernetes Cheatsheet
All the key Kubernetes metrics, in one place.
Asked: “How to implement rate limiting in agent integration platforms”
DynatraceAd
Observability at Scale
Automate observability for cloud native workloads and microservices.
Asked: “How to implement gradual rollout for new agent integrations”
Monday.comAd
If Dashboards Are A Must
See how teams track KPIs and progress with AI dashboards.
Asked: “AI research agent market overview”
UpworkAd
Build Better Dashboards
Intuitive apps built to scale.
Asked: “AI assistant integration in insights management platform”

Who advertises in AI Agent Infrastructure

Share of the AI Agent Infrastructure 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

32% of prompts

“best agent orchestration platforms that support both mcp and a2a”
“Developer experience comparison for AI agent SDKs”
“is there a cheaper alternative to mulesoft for connecting multiple ai agents”
“span.app vs drata which is better for ai agent compliance”

Learning

59% of prompts

“Integration platform for AI agent Slack integration”
“AI research agent for CPG research”
“how to deploy a voice ai agent with my own phone number through twilio”
“looking for a tool to catch prompt injection attacks on my customer service ai agent”

Ready to buy

9% of prompts

“cheapest voice ai api with low latency for production agents”
“simple ai voice agent pricing vs twilio and cloudtalk”
“computer use api pricing - is openai operator cheaper than anthropic”
“How much does a good solution for analytics platforms for AI agent context typically cost?”

How AI Agent Infrastructure ads are written

Agents, API and workflows dominate the headlines, written for builders rather than buyers.

27
characters in a typical headline
29 across all ads
65
characters in a typical description
69 across all ads
13%
name the brand in the headline
11% across all ads
20%
mention a number, price or percent
34% across all ads
8%
use the word free
11% across all ads
4%
ask a question in the headline
4% across all ads

Words their headlines lean on: agents, agent, agentic, build, api, workflows.

How these advertisers target their adsThe Context Hints behind AI Agent Infrastructure ads, inferred from the ads above, on ContextHint.

AI Agent Infrastructure ads in ChatGPT: FAQ

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

Who advertises on ChatGPT in AI Agent Infrastructure?

In the AI Agent Infrastructure conversations we checked from June to August 2026, hundreds of advertisers appeared. The largest shares of ads went to Jotform (2%), Palo Alto Networks (2%) and LangChain (2%).

What prompts show AI Agent Infrastructure ads in ChatGPT?

59% of the prompts that showed these ads read like a buyer still learning about the problem, for example "Integration platform for AI agent Slack integration" and "AI research agent for CPG research". 9% sounded close to buying.

What do AI Agent Infrastructure ads in ChatGPT look like?

A sponsored card under the answer: the advertiser's name and icon, a headline of about 27 characters and a description of about 65. Nearly all carry an image, and 20% mention a number, price or percent.