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ChatGPT ads in Custom AI Development & Generative-AI Consulting Services: real examples

Big consultancies and enterprise software vendors show up where companies ask how to build with AI. Two in three prompts are learning questions, so these ads reach buyers long before a vendor shortlist.

The short answer

Hundreds of advertisers showed over a thousand ads on Custom AI Development & Generative-AI Consulting Services prompts from June to August 2026. Oracle ran the largest share, 3% of them.

Real Custom AI Development & Generative-AI Consulting Services ads from ChatGPT

Exactly as captured, each with the prompt it answered.

  • Oracle ChatGPT ad: Lower Cost per Token

    Lower Cost per Token

    Efficient OCI infra for inference

    Asked: “AI labs building cost efficient models”
  • Accenture ChatGPT ad: Accenture AI research

    Accenture AI research

    Only 1 in 5 orgs unlock AI value. Here's what sets them apart.

    Asked: “domain-specific language models for aerospace”
  • LangChain ChatGPT ad: LLM Eval Platform for AI Agents
    LangChainAd

    LLM Eval Platform for AI Agents

    Offline + online evals. LLM-as-judge + human feedback. Catch regressions before users do.

    Asked: “AI labs that build small specialized models”
  • Workday ChatGPT ad: AI Agent Marketplace

    AI Agent Marketplace

    Deploy AI agents tailored to your business needs.

    Asked: “custom AI model development timeline”
  • Digital Ocean ChatGPT ad: Inference Router

    Inference Router

    Cut inference cost up to 42%

    Asked: “AI labs building cost efficient models”
  • Toptal ChatGPT ad: Hire LLM Developers

    Hire LLM Developers

    Get top LLM Developers, in 48 hours.

    Asked: “AI labs building domain-specific models”
  • Upwork ChatGPT ad: AI App to Production

    AI App to Production

    Build and launch with Upwork.

    Asked: “building a custom model without a large ML team”
  • ScaleOps ChatGPT ad: Run Batch Inference on Time, at the Lowest Cost
    ScaleOpsAd

    Run Batch Inference on Time, at the Lowest Cost

    Automate batch inference to cut GPU costs while meeting SLAs.

    Asked: “best small language models under 3 billion parameters”
  • Oracle ChatGPT ad: RAG on Your Own Data

    RAG on Your Own Data

    Ground LLMs in AI Database. See a demo.

    Asked: “small language model accuracy vs size tradeoff”
  • Accenture ChatGPT ad: Scale AI without Disruption

    Scale AI without Disruption

    Move from early cost wins to governed, scalable autonomy.

    Asked: “building a custom model without a large ML team”
  • LangChain ChatGPT ad: Build Your Agent Orchestration Layer
    LangChainAd

    Build Your Agent Orchestration Layer

    LangGraph + LangSmith: orchestrate complex AI workflows and observe every agent step end-to-end.

    Asked: “AI labs that build small specialized models”
  • Workday ChatGPT ad: Open AI Platform

    Open AI Platform

    Build and deploy enterprise AI with ease.

    Asked: “custom AI model development timeline”
  • Digital Ocean ChatGPT ad: Every model, one API key

    Every model, one API key

    55+ models. OpenAI- + Anthropic-compatible.

    Asked: “custom AI models vs foundation models”
  • Toptal ChatGPT ad: Top 3% of PyTorch Devs

    Top 3% of PyTorch Devs

    Get vetted experts in 48 hours.

    Asked: “how to build scalable AI models efficiently”
  • Upwork ChatGPT ad: Build AI Integrations

    Build AI Integrations

    Connect models to your product.

    Asked: “how to create a custom language model for my company”
  • ScaleOps ChatGPT ad: Run More AI on Fewer GPUs
    ScaleOpsAd

    Run More AI on Fewer GPUs

    Maximize GPU efficiency across every AI workload.

    Asked: “knowledge distillation for smaller faster models”

Who advertises in Custom AI Development & Generative-AI Consulting Services

Share of the Custom AI Development & Generative-AI Consulting Services 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

29% of prompts
  • “What are the best AI tools for alpha generation?”
  • “custom model vs off the shelf LLM”
  • “best AI labs for domain-specific intelligence”
  • “which AI labs build models for on premise use”

Learning

66% of prompts
  • “custom small models for specific tasks”
  • “AI labs building the next generation of small models”
  • “How do I choose a reliable partner for AI-driven data intelligence solutions for enterprises?”
  • “domain-specific language models for accounting”

Ready to buy

5% of prompts
  • “Build vs buy decision for AI integration platforms”
  • “How much does a good solution for generative AI platforms for employee self-service typically cost?”
  • “kling ai pricing plans”
  • “how much does it cost to have a firm fine-tune qwen on our internal documents and what does the process usually look like”

How Custom AI Development & Generative-AI Consulting Services ads are written

Medians and shares for this industry, next to every ad we captured.

  • 28

    characters in a typical headline

    29 across all ads

  • 64

    characters in a typical description

    69 across all ads

  • 11%

    name the brand in the headline

    11% across all ads

  • 23%

    mention a number, price or percent

    34% across all ads

  • 6%

    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, agent, build, development, agentic, llm.

How these advertisers target their adsThe Context Hints behind Custom AI Development & Generative-AI Consulting Services ads, inferred from the ads above, on ContextHint.

Custom AI Development & Generative-AI Consulting Services ads in ChatGPT: FAQ

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

Who advertises on ChatGPT in Custom AI Development & Generative-AI Consulting Services?

In the Custom AI Development & Generative-AI Consulting Services conversations we checked from June to August 2026, hundreds of advertisers appeared. The largest shares of ads went to Oracle (3%), Accenture (2%) and Workday (2%).

What prompts show Custom AI Development & Generative-AI Consulting Services ads in ChatGPT?

66% of the prompts that showed these ads read like a buyer still learning about the problem, for example "custom small models for specific tasks" and "AI labs building the next generation of small models". 5% sounded close to buying.

What do Custom AI Development & Generative-AI Consulting Services 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 64. Nearly all carry an image, and 23% mention a number, price or percent.

Want to know if your ad shows on these prompts?

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