LLM Risk Profile

OpenAI (GPT / o-series)

Develops AI models/platforms like ChatGPT for enterprise, health/science adoption; $20B ARR 2025, focus on practical AI agents/workflows ConstellationR, OpenAI Blog

Models: GPT-4o, o1 & o3
Flagship Models
GPT-5.4 (agentic workflows, reasoning), GPT-5.4-mini/nano, GPT-4o, o1/o3 series OpenAI Models
Enterprise Adoption
1M+ business customers, 7M+ seats, 9x Enterprise growth YoY (2025); leaders: finance/tech OpenAI Report
Pricing
Enterprise ~$60/user/mo (min 150 seats); API GPT-5.4 $2.50/$15 MTok, o3 higher OpenAI Pricing, PE Collective
Overview

About OpenAI

Develops AI models/platforms like ChatGPT for enterprise, health/science adoption; $20B ARR 2025, focus on practical AI agents/workflows ConstellationR, OpenAI Blog

Agentic AI

Agentic Capabilities

Responses/Agents API with tools (functions, file/code search, web/computer use); reasoning models for decisions, workflows OpenAI Agents, Tools

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Incident History

Known Incidents & Failures

Mixpanel leak Nov 2025 (names/emails); Whisper med hallucinations; fake legal cases (2023); resume bias tests OpenAI, Evidently AI, Bloomberg

Risk Analysis

Comprehensive Risk Profile

Detailed breakdown of every risk category for enterprises deploying OpenAI models in agentic AI workflows.

⚠️ Hallucination & Confabulation Risks

Models fabricate info (Whisper invents med terms/race; ChatGPT fake cases); agents amplify via loops/reliance Evidently AI

🛡️ Data Privacy & Leakage Risks

GDPR probes on training data; third-party leaks (Mixpanel); agent prompt injection leaks prompts/data AI CERTs, OpenAI

🔒 Bias & Discrimination Risks

GPT ranks resumes with racial/gender bias (Black names low for finance/SE; fails adverse impact); job-dependent Bloomberg

⚖️ Security & Jailbreak Vulnerabilities

Prompt injection/jailbreaks bypass guardrails (2024 paper, Guardrails vuln 2025) OpenAI Forum, Gopher

🎭 Unauthorized Autonomous Action Risks

Agents risk data leakage, excessive actions, credential misuse via injection/tool poisoning Zenity, LinkedIn

© Model Drift & Reliability Concerns

Context drift/confirmation bias ignores corrections, hallucinates searches OpenAI Forum

📉 Regulatory & Compliance Risks

EU GDPR probes (Italy training data, breach notice); potential high-risk under AI Act AI CERTs

📜 IP & Copyright Infringement Risks

Lawsuits over training data; compelled 20M ChatGPT logs (2026) NatLawReview

🔐 Deepfake & Misuse Potential

Models aid fraud/phishing; malicious use reports OpenAI Report

Coverage Needs

Insurance Implications

Tech E&O for errors/hallucinations; D&O for governance; check AI exclusions in legacy CGL/D&O; emerging AI policies Liberty, Hunton

Who Uses OpenAI

Notable Enterprise Customers

SoftBank, Target, Lowe’s, ServiceNow TechCrunch

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