Token Spend Management

Extracted Attributes

• Developer

  Ramp

• Primary Purpose

  Track, optimize, and control AI token and subscription spend

• Target Audience

  Finance teams, Admins, Auditors, Finance Admins, and IT Admins

• Supported Platforms

  OpenAI, Anthropic, Gemini, Cursor, Google Cloud Platform (GCP)

Timeline

• Ramp officially launches AI Token Spend Management to help businesses control escalating AI costs. (Source: Ramp Launches AI Token Spend Controls)

  2026-07-16

Token economy

A token economy is a system of contingency management based on the systematic reinforcement of target behavior. The reinforcers are symbols or tokens that can be exchanged for other reinforcers. A token economy is based on the principles of operant conditioning and behavioral economics and can be situated within applied behavior analysis. In applied settings token economies are used with children and adults; however, they have been successfully modeled with pigeons in lab settings.

Web Search Results

• AI Token Spend Management

  # AI Token Spend Management ## Overview AI Token Spend Management gives your finance team consolidated visibility into token usage, costs by model, and spend trends across AI providers like Anthropic and OpenAI. Instead of reconciling invoices from multiple dashboards, you can track it all in one place on Ramp. See a breakdown of costs by provider, model, team, and users Track token usage and identify spend trends across your organization Spot cost spikes and understand what's driving them Compare cost-per-token efficiency across providers and models > Note: Currently, only Admins, Auditors, Finance Admins, and IT Admins can access this product. ## Getting started ### Who can access AI Token Spend Management [...] ### How the product works For Anthropic and OpenAI, AI Token Spend Management uses the Admin API keys you provide to call your provider's Admin APIs and import usage and billing-related data (e.g., token usage, cost, provider/model identifiers, and any provider-provided dimensions available via the Admin APIs). The Admin API key will have additional access due to platform limitations; however, we only use it to read usage and cost data needed for AI Token Spend Management and will provide notice in advance of any changes so that you can adjust your settings if you wish. For GCP, Ramp reads cost and usage data directly from the BigQuery billing export table you configure — no API key is involved. ### Retention [...] ### Who can access AI Token Spend Management AI Token Spend Management is available to users with the following roles: Admin, Auditor, Finance Admin, and IT Admin. We will be expanding access to other roles down the line. ### Where to find it In the Ramp app, go to What's new to enable AI Token Spend Management, then open the AI Spend page. ### Connect your AI providers Connect your AI provider so Ramp can load your cost and usage data. For Anthropic and OpenAI, this requires an Admin API key (typically provided by your IT Admin). For GCP, Ramp connects through a BigQuery billing export table ID instead. ### To connect Anthropic Platform

• Ramp Launches AI Token Spend Controls

  Logo White # Ramp Launches AI Token Spend Controls Writer: Kelsie Papenhausen New capabilities give finance teams one place to see, understand, and control spending on AI across Anthropic, OpenAI, Cursor, and Gemini NEW YORK, July 16, 2026 -- Today, Ramp launched AI Token Spend Management to help finance teams track, optimize, and control AI token and subscription spend across providers. Spending on AI tokens has become the fastest growing category in business spend, but finance teams have little to no visibility into how it's being spent. AI Token Spend Management gives companies one dashboard to see and control spending across AI providers, weekly briefings on usage trends and ways to be more efficient, and real-time controls and alerts to stop overruns. [...] One platform to see, understand, and control AI spend AI Token Spend Management gives finance teams the visibility and controls they need across three stages of AI spend: See every AI dollar in one place. Connect Anthropic, OpenAI, Cursor, and Gemini, then break down spending by provider, team, person, project, or API key. Understand how it's being used. Weekly briefings explain spend trends and potential savings opportunities. Control spending before it overruns. Set limits by team, project, or API key, receive anomaly alerts for sudden spikes, and notify stakeholders before usage exceeds expectations. Thousands of businesses are taking control of their AI spending with Ramp [...] "Part of my job as CFO is to give stakeholders timely financial information so they can make informed decisions and that is exactly what AI Token Spend Management does. It lets users and leaders see AI spend in real time, across multiple providers, with views by user, model, and team. And it does this without finance becoming a bottleneck or taking on burdensome reporting," said Christy Schwartz, Chief Financial Officer at Opendoor. AI Token Spend Management is free to get started, whether you're a Ramp customer or not. To learn more, visit . About Ramp

• AI Token Spend Management | Track Token Usage & Spend by Team | Ramp

  AI Token Spend Management # Manage your AI spend before the bill hits. Ramp connects your AI spend across multiple providers like Anthropic and OpenAI, so your finance team can track, govern, and optimize your spend before costs spiral. Get early accessLearn about Ramp Currently available to Ramp customers [...] AI Token Spend Management # Manage your AI spend before the bill hits. Ramp connects your AI spend across multiple providers like Anthropic and OpenAI, so your finance team can track, govern, and optimize your spend before costs spiral. Get early accessLearn about Ramp Currently available to Ramp customers ## AI spend is growing year over year. Most companies can't explain where it's going. 4x year-over-year increase in monthly AI spend (Feb 2025 to Feb 2026)Source: Ramp $1M average contract for AI products and services in 2026Source: Ramp 13x increase in business' average monthly token spend since Jan 2025Source: Ramp ## Your finance team can't manage what it can't see. One place for every provider, every model, every dollar, with the context to act on it. [...] ## See what's driving costs down to the model and team Break down spend across Anthropic, OpenAI, and more. See what counts toward COGS, what lands in OpEx, and which teams are driving the bill. ## Know what changed and what to do about it Ramp flags anomalies, savings opportunities, and untagged spend automatically. You get the finding and the recommended action, not a chart to interpret. ## Ask questions, get insightful answers fast Why did Anthropic spend spike 40% last month? Which team is driving it? Ramp answers in seconds, with the data to back it up. ## Your fastest-growing cost deserves more than a dashboard. Get early accessLearn about Ramp Questions? Talk to us about how to manage AI spend for your team. AI Token Spend Management

• AI Token Cost Management: Why Token Pricing Is Unpredictable and ...

  Unified visibility across all AI models and providers Tiered budget controls at global, team, and individual levels Real-time consumption monitoring with automated alerts Governance integration that treats budgets as policy controls Airia’s AI Spend Management layer delivers this infrastructure, enabling organizations to govern AI activity across their entire ecosystem from a single interface. Rather than stitching together per-vendor controls, enterprises gain centralized visibility and enforcement that scales with AI adoption. Token cost management isn’t a finance problem—it’s an operational capability. Organizations that build it now will scale AI adoption confidently. Those that don’t will face either runaway costs or artificially constrained innovation.

• See Your AI Spend, Understand It & Control It

  Finance needs the tools to make those calls before the bill arrives. At Ramp, our mission is to save you time and money, and AI spend is no exception. We connect spend to teams, users, and projects, then show opportunities to save and invest more effectively, without favoring any provider or model. We built AI Token Spend Management alongside more than 1,300 businesses managing 100+ trillion tokens each month. Now you can see spend across providers, understand what changed and where to save, and set controls without slowing the team down. Start tracking AI spend Get answers about AI costs before the bill arrives Get started for free ## Step 1: See the full picture [...] See how efficient your AI spend is We analyzed 110T tokens and found 3 distinct spending profiles. See where you stand Share with mail Siddhi Surana•Product Manager, Ramp Siddhi has focused on Token Spend Management and Spend Controls throughout her time at Ramp. Prior to Ramp, Siddhi led product teams at Affirm. Ramp is dedicated to helping businesses of all sizes make informed decisions. We adhere to stricteditorial guidelines to ensure that our content meets and maintains our high standards. ## Don't miss these The trillion-dollar blindspot you’re missing Ramp news ## The trillion-dollar blindspot you’re missing How much do AI tokens cost businesses? Spend management ## How much do AI tokens cost businesses? How to reduce AI token costs Spend management [...] The companies that manage this growth best won’t be the ones spending the least. They’ll be the ones that know where the next AI dollar should go. Let Ramp be your partner in that decision, so you spend less time tracking models and more time growing your business. > "We're not even live on Ramp yet and we're already using this feature. Everyone wanted AI access, and at the same time, tokens became more expensive, so visibility into AI costs quickly became business critical. The timing couldn't have been better.” > > — Greg K., Director of Corporate IT & Enterprise Security at Front AI Token Spend Management is available now for all Ramp customers. Not on Ramp? Get free access to see where your AI spend is going. See how efficient your AI spend is