{"data":{"id":"f7171ad3-7825-4841-841e-f94a84537965","title":"How to manage AI investments in the agentic era","summary":"This article discusses how enterprise leaders should manage spending on AI tools as they move from simple chat interfaces to more complex, longer-running workflows. It recommends focusing on the actual value delivered (tasks completed, time saved) rather than just the cost per token (a unit of text the AI processes), and emphasizes the need for better visibility into who is using AI, what they're using it for, and how much it costs.","solution":"The source explicitly mentions several management tools and approaches: (1) Updated usage analytics and spend controls in the Admin Console help admins see adoption, credit usage, and spend by user, product, and model, track trends over time, and identify emerging patterns. (2) Evaluate models by measuring the full cost of reaching acceptable outcomes, including model and tool usage, attempts, completion rate, latency, and human review, rather than choosing based on token price alone. (3) Use clear instructions, focused tools, reusable context, and explicit stopping conditions to reduce loops and wasted spend. (4) ChatGPT Work provides centralized controls for access, approved context, connected tools, permitted actions, usage, and spend, with spend controls such as workspace defaults to govern advanced workflows before they scale.","labels":["industry"],"sourceUrl":"https://openai.com/index/managing-ai-investments-in-agentic-era","publishedAt":"2026-07-14T10:00:00.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"news","affectedPackages":null,"affectedVendors":["OpenAI"],"affectedVendorsRaw":["OpenAI","ChatGPT","GPT-4","GPT-5.4","GPT-5.6"],"classifierModel":"claude-haiku-4-5-20251001","classifierPromptVersion":"v3","cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"patchAvailable":null,"disclosureDate":"2026-07-14T10:00:00.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":null,"llmSpecific":true,"classifierConfidence":0.85,"researchCategory":null,"atlasIds":null}}