qSapien AI Labs / Lab 02
AI Tokenomincs Lab
Analyze your AI program, generate an optimization candidate, and compare projected token usage and ROI. Powered by QSapien Optimization Engine.
Three successful analyses per account. Choose a baseline-only estimate or QSapien Optimization Engine. OpenAI mode sends pasted code to OpenAI; neither mode executes your code. Do not paste credentials or confidential code.
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Any valid email domain is accepted, including Gmail, Yahoo, business addresses, and .edu. Email ownership is not verified yet.
Input estimate is based on ~4 UTF-8 bytes per token; real models vary, especially for code and multilingual text. We assume the pasted text is included in every API request.
Scenario
Estimated usage
Source text tokens / call0
Total input tokens0
Total output tokens0
Projected API cost (USD)$0.00
QSapien Optimization Candidate
Generated source is a candidate, not verified or executed. Review carefully and test independently before deployment.
Optimized projected input tokens—
Optimized projected cost—
Projected savings—
Projected reduction—
Proposed changes and risks
Optimized source candidate
Prices are editable assumptions, not live quotes. Look up the exact chosen model's current input and output pricing. This tool does not account for cache discounts, tool usage, reasoning overhead, image/audio tokens, provider-specific tokenization, taxes or model-specific billing. Program execution, API call frequency, and response length cannot be determined reliably from source code alone.