Prompt Caching in practice: from €280 to €47 per month
Real numbers from a customer setup with Claude Sonnet. What prompt caching delivers, when it pays off — and where the pitfalls are.
in KI-Modelle
Was kosten KI-Modelle? Token-Preise, Input vs. Output, Tool Use, Batch-Rabatte, Prompt Caching.
Real numbers from a customer setup with Claude Sonnet. What prompt caching delivers, when it pays off — and where the pitfalls are.
AI providers are pushing flat rates toward metered billing. Why it had to happen, what it costs and three levers that soften the shift.
Standard pricing unit for AI APIs — cost in US dollars per one million processed tokens. Listed separately for input, output and sometimes cache.
Tokens you send to an AI model in an API call — your prompt, the context, attached documents. Billed separately from output tokens and usually much cheaper.
Tokens an AI model produces as its response. Billed separately and usually three to five times more expensive than input tokens because the model has to actively generate them.
Asynchronous API mode that collects many requests and processes them at a significant discount — results are typically delivered within 24 hours.
Prompt caching is an API feature in which a provider stores recurring prompt prefixes — making subsequent requests cheaper and faster because the cached portion is not reprocessed.
Provider-enforced cap on requests or tokens per time window — it protects infrastructure and ensures fair usage across customers.
Tiered model line-up from a provider — small fast variants (Mini/Flash/Haiku) at a fraction of the price of the big frontier models. Also: volume tiers with quantity discounts.
How AI models bill — tokens, input vs. output, hidden cost drivers and three levers to save. With price table and worked examples.
DeepSeek makes its 75% V4-Pro discount permanent: $0.435 input, $0.87 output per million tokens. What the price pressure means for model choice.
MiniMax M3 launches as an open-weight model with sparse attention, a 1M context window and frontier-level coding benchmarks — at a fraction of the cost.
OpenAI shipped GPT-5.5 and GPT-5.5 Pro on 23 April 2026. Pro lists at $30/$180 per MTok — six times the standard price. What that means.
Tiered discounts kick in automatically from $50,000 monthly spend. What changes for heavy users and when moving up the tier pays off.
Anthropic, OpenAI and Cursor are tilting flat rates toward metered billing. What has concretely changed and what hits you.
Alibaba ships Qwen 3.7 Max: 1M context, 35h autonomous, 1,158 tool calls. What the agentic flagship does and why vendor benchmarks call for caution.