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Gemini 3.1 Flash costs as little as $0.35/M input tokens - one of the lowest prices among frontier models. For high-volume pipelines processing millions of tokens daily, choosing Flash over Pro can reduce costs by 10-20x.

Route simple queries to cheap models (GPT-5.4 Mini, Gemini Flash, Haiku) and complex ones to premium models (GPT-5.4, Claude Opus). Using a lightweight classifier or a rule-based router, you can serve 80%+ of queries with cheap models and reserve expensive ones for the hard 20%.

Gemini 2.5 Flash achieves sub-second time-to-first-token for short prompts, making it excellent for interactive applications where responsiveness matters. Pair it with streaming responses for the best perceived latency in chat UIs.

The cost of LLM API calls has fallen dramatically since 2023. GPT-3.5-Turbo launched at $2/M input tokens; by 2026, comparable-quality models like Gemini Flash and GPT-4o-mini cost under $0.15/M input tokens — a reduction of over 90% in under three years.

Gemini 2.5 Flash offers near-Pro quality at a fraction of the price — ideal for high-volume use cases.

Create flashcards for studying by asking LLMs to generate question-answer pairs from your study materials or textbooks.