Expired50% confidenceFactExact time
Taking GPT-4o as an example, the actual token consumption for a single user request by an Agent can be 5 to 20 times that of a naive question-and-answer interaction.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/10/2026
First Seen
Valid until: 10/8/2026(expired)
Sources
Deep Dive into LangChain's Three Core Modules: A Complete Guide to Agent Architecture Thinking
bilibiliai大模型应用开发实战7/9/2026
Related Claims
UnverifiedThe token consumption of a single image request to GPT-4V is often several to tens of times that of a plain-text request, and costs accumulate rapidly in high-frequency loop operations.77% similarUnverifiedGPT-4o has different prices for input tokens and output tokens, and a single complex Agent call may involve multiple rounds of model interaction, causing the actual number of tokens consumed to far exceed users' intuitive expectations.75% similarUnverifiedPlus members can receive 5 times the GPT-4o message quota of free users.75% similarUnverifiedEach inference requires loading model weights into GPU memory and generating responses token by token; GPT-4-level model parameter counts are typically on the order of hundreds of billions.74% similarUnverifiedEach tool description in GPT-4 typically consumes 200-500 Tokens.74% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/463195API
curl https://kongchang.com/api/v1/knowledge/claims/463195MCP
get_claim(id=463195)