Time to resolve an incident
Agents at work
A multi-agent system watching a portal used by more than 130,000 people opens pull requests. Engineers approve every one in Microsoft Teams before it ships.
Governance
In the demo, an agent capped at $25 refunds pushed an $18 refund through. A $40 request went to a person.
Monthly Claude spend per consultant
Enterprise/Analysis
An internal memo moves AI token costs onto project budgets. It's a preview of the bill every company running AI agents is about to get.
Deprecation notice, months
Models
GPT-4o, GPT-4.1 and their mini versions leave the API on January 14, 2027, fine-tuned versions included.
Series D
$750M
at a $15.75 billion valuation
Money
Nearly a third of the AI cloud's revenue comes from Sandboxes, its hosted containers for AI workloads.
HR + finance
Workday⇄Claude
Tasks pass both ways over MCP
Agents at work
Every request follows the customer's existing Workday permissions, and the user confirms every change.
Parameters
816B
42B active · 1M-token context
Models
The weights download free, under Meta's own license rather than an open-source one.
Copilot Studio
Agents that belong to the organization, not to any one employee.
Agent accounts, business process memory and triggers let agents start work on their own and outlast the person who set them up. The features roll out through Microsoft's Frontier program.
Swapping the model under a production app
VentureBeat's opt-in surveys also found OpenAI's agent platform in use at 43% of companies against 22% for Anthropic's. Among companies still choosing, Anthropic led 33% to 30%.
Default daily quota, per project
200B
input tokens · 20 billion output tokens
Queries that hit the limit fail, and a quota reached mid-query can return partial results. Analysts note the caps count tokens, not spend by team.
Runtime protection
Palo Alto→Claude Enterprise
The company is also scanning agent skills, not just models, and adding tool security and routing to its AI gateway.