This article provides guidance for enterprises on evaluating and managing AI investments as agentic systems become more prevalent, focusing on metrics like useful work per dollar and scaling efficient workflows.
How Deutsche Telekom is rewiring telecommunications with AI
Deutsche Telekom is integrating OpenAI technology across its telecommunications operations to transform customer service, employee workflows, and network management. The deployment positions the carrier as an "AI-native telco" leveraging generative AI to modernize voice services and operational infrastructure.
Analysis shows that AI infrastructure costs are approaching or exceeding engineer salaries in some enterprise scenarios, with breakeven economics projected around 2029. The piece examines when organizations should evaluate whether deploying AI agents becomes more cost-effective than hiring human engineers, given rising LLM API and compute expenses.
Companies are scrambling to stop employees from maxing out AI budgets with small tasks
Companies are implementing token and budget limits to prevent employees from depleting API costs on low-value AI tasks, marking a shift from early spending optimization to proactive cost management and usage governance.
How Endava is redesigning software delivery around AI agents
Endava is leveraging AI agents, ChatGPT Enterprise, and Codex to streamline software delivery and automate workflows across its organization. The effort aims to build an AI-native culture that accelerates development cycles and improves enterprise efficiency.
How Endava builds an agentic organization with Codex
Endava has implemented Codex to enable agentic workflows that automate software delivery processes, reducing requirements analysis time from weeks to just hours. This demonstrates how enterprises are adopting AI agents to accelerate development cycles and improve organizational efficiency.
Cisco and OpenAI redefine enterprise engineering with Codex
Cisco and OpenAI have partnered to deploy Codex for enterprise engineering, enabling AI-native development, accelerating AI Defense initiatives, and automating defect remediation across Cisco's operations.
OpenAI and Dell partner to bring Codex to hybrid and on-premise enterprise environments
OpenAI and Dell partnered to deploy Codex in hybrid and on-premise enterprise environments, enabling organizations to run AI coding agents securely within their own data infrastructure. This addresses enterprise demand for deploying advanced AI capabilities without moving sensitive data to the cloud.
Anthropic and OpenAI are both launching joint ventures for enterprise AI services
Anthropic and OpenAI have each formed partnerships with asset managers to accelerate enterprise AI product distribution and go-to-market efforts. These joint ventures signal both companies' intent to deepen their penetration in the high-value enterprise segment.