High-volume, cost-sensitive work
Choose Qwen3.8 27B
Qwen3.8 27B costs 9% less on a typical mix of three input tokens for every output token ($0.78 against $0.85 per million tokens).
Choose Gemini 2.5 Flash for reused prompts and documents (RAG, agents). Choose Qwen3.8 27B for high-volume, cost-sensitive work and the latest release.
Each answer below comes straight from the published prices, specifications and independent benchmark results.
Choose Qwen3.8 27B
Qwen3.8 27B costs 9% less on a typical mix of three input tokens for every output token ($0.78 against $0.85 per million tokens).
Choose Gemini 2.5 Flash
Gemini 2.5 Flash charges $0.03 per million cached input tokens, against $0.09 for Qwen3.8 27B.
Choose Qwen3.8 27B
Qwen3.8 27B is the newer release (Aug 14, 2026, against June 2025 for Gemini 2.5 Flash).
| Volume | Gemini 2.5 Flash | Qwen3.8 27B | Difference |
|---|---|---|---|
| Prototype: 1M input, 250K output tokens | $0.93 | $0.83 | Qwen3.8 27B, $0.10 less |
| Production: 20M input, 5M output tokens | $18.50 | $16.50 | Qwen3.8 27B, $2.00 less |
| Scale: 500M input, 100M output tokens | $400.00 | $350.00 | Qwen3.8 27B, $50.00 less |
Standard rates, without caching or batch discounts. Volumes are per month.
| Gemini 2.5 Flash | Qwen3.8 27B | |
|---|---|---|
| Provider | Alibaba Cloud (Qwen) | |
| Category | Language models | Language models |
| Status | Legacy | Generally available |
| Headline price | $0.85 / 1M tokens | $0.775 / 1M tokens |
| Input | $0.30 / 1M tokens | $0.20 / 1M tokens |
| Output | $2.50 / 1M tokens | $2.50 / 1M tokens |
| Cached input | $0.03 / 1M tokens | $0.09 / 1M tokens |
| Context window | 1.05M | 1M |
| Max output | 66k | 236k |
| Released | June 2025 | Aug 14, 2026 |
| Knowledge cutoff | January 2025 | No data |
| Licence | Proprietary | Proprietary |
| Capabilities | Vision, Reasoning, Tool calling, Structured output, Prompt caching, Batch API | Vision, Reasoning, Tool calling, Structured output, Prompt caching |
| API model id | gemini-2.5-flash | qwen3.8-27b |
Leader in bold.
| Benchmark | Gemini 2.5 Flash | Qwen3.8 27B |
|---|---|---|
| Terminal-Bench Hard | 12.1% | No data |
| GPQA Diamond | 68.3% | No data |
| Humanity's Last Exam | 4.7% | No data |
| IFBench (instruction following) | 39% | No data |
| τ²-Bench (agentic tool use) | 14.9% | No data |
| MMMU-Pro (visual reasoning) | 65.5% | No data |
| Long-context reasoning (AA-LCR) | 49.9% | No data |
Independent evaluations by Artificial Analysis, run the same way for every model, at the reasoning setting shown. Percentages unless marked as an index.
Choose Gemini 2.5 Flash for reused prompts and documents (RAG, agents). Choose Qwen3.8 27B for high-volume, cost-sensitive work and the latest release.
Qwen3.8 27B is 9% cheaper than Gemini 2.5 Flash at the headline price ($0.775 / 1M tokens vs $0.85 / 1M tokens).
Gemini 2.5 Flash reads more per request: 1.05M tokens against 1M.
Gemini 2.5 Flash is made by Google and Qwen3.8 27B by Alibaba Cloud (Qwen). Qwen3.8 27B is 9% cheaper than Gemini 2.5 Flash at the headline price ($0.775 / 1M tokens vs $0.85 / 1M tokens). Gemini 2.5 Flash reads more per request: 1.05M tokens against 1M. Qwen3.8 27B is the newer model (Aug 14, 2026, against June 2025). Only Gemini 2.5 Flash offers batch api.
At 20 million input and 5 million output tokens a month, Gemini 2.5 Flash costs $18.50 and Qwen3.8 27B costs $16.50, at standard rates.
Qwen3.8 27B was released on Aug 14, 2026 and Gemini 2.5 Flash on June 2025.