TokenTrace
TokenTrace is a SaaS analytics platform for monitoring LLM API spend across providers such as OpenAI, Anthropic, Google Gemini, and DeepSeek. It connects to read-only usage APIs and presents daily and intraday token consumption and cost data in a unified dashboard, so teams can see which models and projects are driving expenses. TokenTrace emphasizes privacy and security: it does not read, process, or store prompts, responses, or customer payloads. Connected API keys are encrypted at rest with AES-256 Fernet encryption, and the service is designed to add no latency to LLM calls. The platform supports project and environment tagging, allowing users to group provider keys by Production, Staging, or R&D. The tool sends automated email alerts when configured budget thresholds are reached, such as 50%, 80%, and 100% of a project budget cap, helping prevent surprise invoices. It offers a free plan with one project and one connected API key, 30-day usage history, and email budget alerts. Paid Pro and Team tiers add unlimited projects, unlimited API keys, longer history, priority alerts, team access, and Slack webhook alerts (Team tier listed as coming soon at the time of the homepage). A live model cost calculator estimates monthly spend based on input and output token volumes for models including GPT-4o, GPT-4o-mini, Claude 3.5 Sonnet, Claude 3.5 Haiku, Gemini 1.5 Pro, Gemini 1.5 Flash, and DeepSeek V3.
- Category
- Analytics
- Pricing
- Free
Problem solved
LLM API costs can spike unexpectedly due to production traffic, model changes, or runaway usage. TokenTrace solves this by consolidating multi-provider usage metadata into one dashboard and sending automated budget alerts before surprise invoices arrive, without requiring access to prompt or response content.
Use cases
- Monitor daily and intraday OpenAI, Anthropic, Gemini, and DeepSeek API spend from a single dashboard
- Set project or environment budget caps and receive email alerts at 50%, 80%, and 100% thresholds
- Group provider API keys by environment such as Production, Staging, and R&D to identify cost surges
- Estimate monthly multi-model LLM costs with the live token volume calculator
- Track token consumption for models like GPT-4o, Claude 3.5 Sonnet, and Gemini 1.5 Flash
- Give engineering teams a read-only view of LLM spend without exposing prompts or responses
Audience
- Developers
- ML Engineers
- Startups
- Enterprise
Pros
- Read-only integration avoids exposing prompts or responses
- No prompt storage and AES-256 encryption at rest for connected API keys
- Real-time intraday usage tracking instead of overnight billing delays
- Multi-provider consolidation across OpenAI, Anthropic, Gemini, and DeepSeek
- Free forever plan for solo developers with email budget alerts
Cons
- Free plan limited to 1 project, 1 API key, and 30-day usage history
- Team tier with Slack webhook alerts and team access is listed as coming soon
- No self-hosted or open-source deployment option
- Requires connecting read-only provider API keys or usage credentials
- Does not provide prompt-level debugging or observability
Official website: https://www.tokentrace.in/
Canonical LambdaBase page: https://www.lambdabase.com/tools/tokentrace