Exclusive: CollectivIQ targets AI costs with control platform
Boston-based startup CollectivIQ Inc. is targeting runaway artificial intelligence costs with a platform intended to give businesses control over how models are used.
The company describes its product as an “AI consensus platform” that allows administrators to assign employees access to different classes of AI models according to their roles, departments, business requirements and budgets. Admins can also impose organization-wide spending restrictions and daily cost and token limits for individual workers.
The features address a growing problem for companies that are moving generative AI from small experiments into broader production use. Reasoning models, background processes and autonomous agents can consume tokens without employees or managers having a clear view of the resulting expense.
Recent high-profile examples include Uber Technologies Inc. burning through its entire annual AI coding budget in just four months and Swan AI Inc. running up a $113,000 monthly bill for a four-person team.









