TokenScope
Manage AI spend with accountability and control
Track, forecast, and govern AI consumption through OpenTelemetry (OTEL) and provider APIs, so finance can map costs to the right project and owner.
Three parts. One solution.
From rollout to real adoption
Gain the insights, recommendations, and support needed to navigate challenges, prioritize next steps, and move forward with confidence.
The opportunity
Gain control over AI budgets
AI adoption is accelerating, but managing consumption and cost remains a challenge.
TokenScope from Insight helps finance understand and govern AI usage. Set an AI budget, track allocation across regions. By defining ownership through projects, end-user activity, and cost by solution, TokenScope creates a path to innovate with accountability.
The challenge
Manage the challenge of consumption-based billing
AI is no longer managed through fixed licenses alone. Cost is now metered, which scales quickly without clear observability.
Many organizations face:
- Limited insight into real-time AI consumption
- Difficulty forecasting usage-based costs
- Lack of clear ownership for AI spend
- Risk of unexpected overages and budget variance
Teams need more than usage reporting — they need a financial control plane for AI costs.
The solution
Meet TokenScope
TokenScope is Insight's AI cost management solution that connects telemetry and provider APIs to provide finance departments with observability, governance, and accountability. It connects usage data with budgets and financial ownership, enabling organizations to manage AI costs strategically.
Key benefits include:
- Clear attribution of AI consumption to teams and business units
- A shared source of truth for finance, technology, engineering, and operational leaders.
- Reduced risk of unexpected spend
- Clearer basis for forecasting, internal allocation, and chargeback
Process
How it works
Usage-based allocation
Assign budgets based on projects and workloads so funding aligns with active work.
Guardrails for responsible consumption
Monitor usage patterns and provide visibility into consumption trends without restricting productivity.
Cost chargeback model
Track consumption and assign costs back to business units who leverage AI.
Real-time tracking and forecasting
View current spend alongside projected usage to support informed decision-making.
Consumption controls
Apply thresholds and limits to help manage high-volume usage scenarios.
Flexible platform integration
Connect with existing AI tools and telemetry systems without requiring major platform changes. Recommendations are provided with context, enabling leaders to review and confirm decisions.
Impact
Proven results
TokenScope is built to improve visibility and control over AI consumption:
Increased attribution of AI-related costs
Reduced variance in forecasting and billing
Faster identification of high-consumption patterns
Improved financial accountability across teams
Enterprise-ready
Designed for your environment
As a Fortune 500 Solutions Integrator, Insight deploys TokenScope within your existing ecosystem — aligned to your data, tools, and governance requirements.
You receive:
- Secure deployment within your cloud environment
- Integration with AI tools, monitoring systems, and financial platforms
- Customization aligned to business units, workflows, and budgeting models
- Governance that supports compliance and financial accountability
- Change management to support adoption and ongoing usage
Don't see what you need? That's the most common way an Insight engagement begins.
Every organization has unique processes, challenges, and opportunities. Whether you're exploring AI for the first time or looking to build something entirely new, Insight can help design, develop, and deploy the right solution to fit your business.
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