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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.

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.

Regularly check model provider documentation for updated tokenization rules and pricing.

Use cached input pricing when available — repeated system prompts can save 50%+ on input costs.

DeepSeek R1 offers strong reasoning capabilities at very competitive pricing for budget-conscious projects.

Use LLMs to analyze competitors by comparing features, pricing, marketing strategies, and market positioning based on publicly available information.