Task Economics
Track cost per task and cost per successful task across agents and workflows.
AI FINOPS
Understand the economics of production AI.
Measure usage, cost per task, cost per successful task, budgets and business outcomes without forcing teams to manage AI through token-level billing.
FROM SPEND TO VALUE
Know what AI costs — and what it delivers.
Newneo connects operating telemetry with business economics so teams can understand where AI spend is going, forecast consumption and optimize without sacrificing quality or governance.
AI Units
Use a normalized consumption model that hides unnecessary token and provider complexity.
Budgets & Forecast
Monitor usage against allowances, budgets and expected period-end spend.
Optimization
Identify opportunities to improve model, runtime and workflow efficiency while preserving policy and quality.
AGENTOPS + FINOPS
Operational health and economic health belong together.
AgentOps shows whether enterprise AI is working well. FinOps shows whether it is economically efficient. Newneo brings both views into the same operating model.
QualityTask success, evaluation results and business outcomes.
EconomicsUsage, cost, forecast and cost per successful task.
Governed optimizationImprove efficiency without bypassing privacy, security or data-residency requirements.
MAKE AI ACCOUNTABLE
Start an Assessment →Measure production AI in business terms.
Newneo helps connect AI operations, economics and measurable outcomes.