Amnic AI Token Management is a cost-aware intelligence layer that tracks, allocates, and optimizes LLM token consumption across teams, helping businesses gain real-time visibility into AI spend, eliminate runaway usage, and align engineering and finance on sustainable AI adoption.
Amnic AI Token Management brings complete visibility and control to your AI spend. Supporting all major LLM providers (OpenAI, Anthropic, Google, and more), it functions as a purpose-built cost intelligence layer for teams scaling AI workloads. With Amnic AI Token Management, you can track token consumption in real time, set budget thresholds, detect anomalous spend spikes, attribute costs to teams and users, and compare model efficiency; all without manual log-digging,spreadsheet reconciliation, or end-of-month billing surprises.
Designed for Engineering, FinOps, and Finance teams, Amnic AI Token Management turns fragmented AI usage data into clear, actionable cost decisions. Whether you are right-sizing model selection, enforcing team-level budgets, identifying wasteful patterns, or producing accurate internal chargebacks, Amnic eliminates the blind spots that make AI spend unpredictable at scale.
Amnic AI Token Management simplifies daily AI cost operations into a proactive system of accountability. Define spending limits at any level of granularity, get alerted before budgets are breached, and catch LLM-specific anomalies that generic cloud monitoring tools miss.
Built on the robust foundation of the Amnic platform, AI Token Management adds granular attribution and governance across every model, team, user, and cost center.
Four core capabilities: Budget Controls, Model Breakdown, Cost Attribution, and Anomaly Detection deliver the precision your teams need to scale AI confidently without the budget surprises.
Highlights
E2E token tracking: Monitor LLM usage across OpenAI, Anthropic, Google, and more in a single dashboard, broken down by model, team, or service.
Team & model-level budgets: Set spend limits at any level of granularity and get proactive alerts before costs breach thresholds or hit your invoice.
Cross-model visibility: Compare token consumption and cost across GPT-4, Claude, Gemini, and more to guide smarter model selection and routing decisions.
AWS Marketplace now accepts line of credit payments through the PNC Vendor Finance program. This program is available to select AWS customers in the US, excluding NV, NC, ND, TN, & VT.
Pricing is based on the duration and terms of your contract with the vendor. This entitles you to a specified quantity of use for the contract duration. If you choose not to renew or replace your contract before it ends, access to these entitlements will expire.
Additional AWS infrastructure costs may apply. Use the AWS Pricing Calculator to estimate your infrastructure costs.
You choose between two contract options for AI token management. Amnic Starter covers up to $10,000 in spend per year, so it fits teams with lower usage. Amnic Enterprise uses custom pricing, which you arrange directly with the vendor for higher or tailored needs. The two options are tiers based on your usage level rather than separate feature sets. As your token usage grows past the Starter threshold, you move to Enterprise pricing. Contact the vendor to size the Enterprise option to your environment.
Top-of-mind questions for buyers
What counts toward the spend that the Amnic Starter tier caps at $10,000 per year?
Pricing is based on two things: your cloud spend and the size of your engineering team. There are no per-seat charges and no data egress fees. The Starter tier fits teams whose measured usage stays under the yearly threshold.
What happens when my usage passes the Amnic Starter yearly threshold?
Once your usage grows past the Starter limit, you move to the Amnic Enterprise option. Enterprise uses custom pricing that you arrange directly with the vendor. Contact the vendor to size the plan to your cloud spend and team.
What support is included with each option?
Every plan includes chat-based support, onboarding to get you live, and a dedicated Customer Success Manager. The Enterprise option adds 24/7 priority response for urgent issues that cannot wait until the next business day.
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Vendor refund policy
Thank you for choosing Amnic. We do not offer refunds for our products; all sales are final. However, exceptions may be made at our sole discretion for issues such as service defects or billing errors. To request an exception, contact us at hello@amnic.com within 30 days of the issue, providing your account details and a description of the problem. Our team will review and respond within 5 business days. Thank you for using Amnic.
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Email support is offered Monday - Friday during regular business hours. support@amnic.com
AWS infrastructure support
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Amnic AI is a context-aware FinOps OS that simplifies cloud cost management using intelligent agents, helping businesses cut analysis time, eliminate waste, and align teams on financial outcomes.
Amnic AI is a context-aware FinOps OS that simplifies cloud cost management using intelligent agents, helping businesses cut analysis time, eliminate waste, and align teams on financial outcomes.
Amnic is a cloud cost observability platform, helping businesses gain visibility into their cloud costs, cloud management and cost optimization to run a lean cloud infrastructure.
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