Gemini 2.0 Flash
Proprietary CommercialDeveloped by Google DeepMind · Dense Multimodal Transformer · Modalities: Text, Vision, Audio, Video · Released 2024-12-11
What are the token costs and operational benchmarks for Gemini 2.0 Flash?
Verified Capability Benchmarks
Composite Intelligence: 68.6/100Architectural & Production Profile
Previous-generation high-throughput 1M context multimodal workhorse (superseded by Gemini 3.8 Flash and Gemini 3.5 Flash-Lite).
Legacy high-throughput multimodal pipelines migrating to Gemini 3.8 Flash.
- Architecture
- Dense Multimodal Transformer
- Modalities
- Text, Vision, Audio, Video
- Max Output Tokens
- 8,192 tokens
- Blended Rate (3:1)
- $0.175 / 1M
Verified Cloud Inference Endpoints Hosting Gemini 2.0 Flash
Compare latency, streaming speed, and token pricing across cloud API providers.
| Inference Provider | Role | Input / 1M | Output / 1M | Avg TTFT | Throughput |
|---|---|---|---|---|---|
| Google Gemini & Vertex AI → | Primary Host | $0.10 | $0.40 | 280ms | 185 tok/s |
Interactive Monthly Token Economics & ROI Forecaster
Model production workloads across prompt, completion, and cached context tokens, or switch models on the fly.
Estimated Monthly Spend
$0.10/1M in · $0.40/1M out
Prompt Cache: $0.025/1M read · $0.10/1M write
$2.00/1M in · $10.00/1M out
Prompt Cache: $0.100/1M read · $0.50/1M write
Head-to-Head Comparisons Involving Gemini 2.0 Flash (36)
Gemini 2.0 Flash vs Qwen 3.8 Flash Next
Gemini 2.0 Flash excels in speed and cost efficiency, while Qwen3.8-Flash-Next dominates reasoning and coding benchmarks. Gemini is 37.5% cheaper on input ($0.10 vs. $0.16 per 1M tokens), 920ms faster at 280ms TTFT, and hits 185 vs. 65 tok/s. Conversely, Qwen3.8-Flash-Next leads SWE-bench Verified (81.0% vs. 51.8%) and GPQA Diamond (91.7% vs. 63.6%).
Gemini 2.0 Flash vs Gemini 4 Argon
Gemini 2.0 Flash is 95.0% cheaper for input tokens ($0.10 vs. $2.00 per 1M tokens) and $0.40 vs. $10.00 for output tokens (20.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (570ms faster than Gemini 4 Argon) with 185 vs. 115 tok/s throughput. Gemini 4 Argon leads coding evaluations at 84.5% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 93.8% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs Claude 4.5 Sonnet
Gemini 2.0 Flash is 96.7% cheaper for input tokens ($0.10 vs. $3.00 per 1M tokens) and $0.40 vs. $15.00 for output tokens (30.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (100ms faster than Claude 4.5 Sonnet) with 185 vs. 84 tok/s throughput. Claude 4.5 Sonnet leads coding evaluations at 75.8% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 84.2% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs Claude Opus 5.5
Gemini 2.0 Flash is 97.5% cheaper for input tokens ($0.10 vs. $4.00 per 1M tokens) and $0.40 vs. $20.00 for output tokens (40.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (400ms faster than Claude Opus 5.5) with 185 vs. 95 tok/s throughput. Claude Opus 5.5 leads coding evaluations at 89.9% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 93.2% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs Gemini 3.8 Flash
Gemini 2.0 Flash is 60.0% cheaper for input tokens ($0.10 vs. $0.25 per 1M tokens) and $0.40 vs. $1.50 for output tokens (2.5x cost advantage). In terms of operational performance, Gemini 3.8 Flash delivers lower response latency at 105ms TTFT (175ms faster than Gemini 2.0 Flash) with 210 vs. 185 tok/s throughput. Gemini 3.8 Flash leads coding evaluations at 68.5% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 79.2% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs GPT-5
Gemini 2.0 Flash is 96.0% cheaper for input tokens ($0.10 vs. $2.50 per 1M tokens) and $0.40 vs. $10.00 for output tokens (25.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (60ms faster than GPT-5) with 185 vs. 105 tok/s throughput. GPT-5 leads coding evaluations at 74.9% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 85.4% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs GPT-6 Astra
Gemini 2.0 Flash is 99.0% cheaper for input tokens ($0.10 vs. $10.00 per 1M tokens) and $0.40 vs. $50.00 for output tokens (100.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (460ms faster than GPT-6 Astra) with 185 vs. 74 tok/s throughput. GPT-6 Astra leads coding evaluations at 75.7% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 96.0% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs DeepSeek V4 Pro
Gemini 2.0 Flash is 92.4% cheaper for input tokens ($0.10 vs. $1.32 per 1M tokens) and $0.40 vs. $3.96 for output tokens (13.2x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (240ms faster than DeepSeek V4 Pro) with 185 vs. 78 tok/s throughput. DeepSeek V4 Pro leads coding evaluations at 80.6% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 90.1% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs DeepSeek R1
Gemini 2.0 Flash is 81.8% cheaper for input tokens ($0.10 vs. $0.55 per 1M tokens) and $0.40 vs. $2.19 for output tokens (5.5x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (1170ms faster than DeepSeek R1) with 185 vs. 58 tok/s throughput. Gemini 2.0 Flash leads coding evaluations at 51.8% SWE-bench Verified vs. 49.2% for DeepSeek R1 and 63.6% vs. 71.5% on GPQA Diamond.
Gemini 2.0 Flash vs DeepSeek V4 Flash Vision (Exp)
Gemini 2.0 Flash is 54.5% cheaper for input tokens ($0.10 vs. $0.22 per 1M tokens) and $0.40 vs. $0.65 for output tokens (2.2x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (30ms faster than DeepSeek V4 Flash Vision (Exp)) with 185 vs. 165 tok/s throughput. DeepSeek V4 Flash Vision (Exp) leads coding evaluations at 77.4% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 91.3% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs OpenAI o3
Gemini 2.0 Flash is 95.0% cheaper for input tokens ($0.10 vs. $2.00 per 1M tokens) and $0.40 vs. $8.00 for output tokens (20.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (870ms faster than OpenAI o3) with 185 vs. 82 tok/s throughput. OpenAI o3 leads coding evaluations at 71.7% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 87.7% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs Claude 4 Opus
Gemini 2.0 Flash is 99.3% cheaper for input tokens ($0.10 vs. $15.00 per 1M tokens) and $0.40 vs. $75.00 for output tokens (150.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (640ms faster than Claude 4 Opus) with 185 vs. 46 tok/s throughput. Claude 4 Opus leads coding evaluations at 77.2% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 87.1% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs Claude 3.7 Sonnet
Gemini 2.0 Flash is 96.7% cheaper for input tokens ($0.10 vs. $3.00 per 1M tokens) and $0.40 vs. $15.00 for output tokens (30.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (260ms faster than Claude 3.7 Sonnet) with 185 vs. 72 tok/s throughput. Claude 3.7 Sonnet leads coding evaluations at 70.3% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 78.5% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs Gemini 3.1 Pro
Gemini 2.0 Flash is 92.0% cheaper for input tokens ($0.10 vs. $1.25 per 1M tokens) and $0.40 vs. $10.00 for output tokens (12.5x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (140ms faster than Gemini 3.1 Pro) with 185 vs. 98 tok/s throughput. Gemini 3.1 Pro leads coding evaluations at 71.8% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 82.4% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs Grok 4
Gemini 2.0 Flash is 96.0% cheaper for input tokens ($0.10 vs. $2.50 per 1M tokens) and $0.40 vs. $12.50 for output tokens (25.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (200ms faster than Grok 4) with 185 vs. 95 tok/s throughput. Grok 4 leads coding evaluations at 73.2% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 86.2% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs Llama 4 Maverick
Gemini 2.0 Flash is 50.0% cheaper for input tokens ($0.10 vs. $0.20 per 1M tokens) and $0.40 vs. $0.60 for output tokens (2.0x cost advantage). In terms of operational performance, Llama 4 Maverick delivers lower response latency at 135ms TTFT (145ms faster than Gemini 2.0 Flash) with 175 vs. 185 tok/s throughput. Llama 4 Maverick leads coding evaluations at 62.4% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 73.8% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs Gemini 3.5 Flash-Lite
Gemini 3.5 Flash-Lite is 25.0% cheaper for input tokens ($0.07 vs. $0.10 per 1M tokens) and $0.30 vs. $0.40 for output tokens (1.3x cost advantage). In terms of operational performance, Gemini 3.5 Flash-Lite delivers lower response latency at 78ms TTFT (202ms faster than Gemini 2.0 Flash) with 265 vs. 185 tok/s throughput. Gemini 3.5 Flash-Lite leads coding evaluations at 55.4% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 68.4% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs OpenAI o4-mini
Gemini 2.0 Flash is 90.9% cheaper for input tokens ($0.10 vs. $1.10 per 1M tokens) and $0.40 vs. $4.40 for output tokens (11.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (400ms faster than OpenAI o4-mini) with 185 vs. 125 tok/s throughput. OpenAI o4-mini leads coding evaluations at 68.1% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 81.4% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs DeepSeek V3
Gemini 2.0 Flash is 28.6% cheaper for input tokens ($0.10 vs. $0.14 per 1M tokens) and $0.40 vs. $0.28 for output tokens (1.4x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (130ms faster than DeepSeek V3) with 185 vs. 78 tok/s throughput. Gemini 2.0 Flash leads coding evaluations at 51.8% SWE-bench Verified vs. 42.0% for DeepSeek V3 and 63.6% vs. 59.1% on GPQA Diamond.
Gemini 2.0 Flash vs Gemma 4 31B IT
Gemini 2.0 Flash is 16.7% cheaper for input tokens ($0.10 vs. $0.12 per 1M tokens) and $0.40 vs. $0.36 for output tokens (1.2x cost advantage). In terms of operational performance, Gemma 4 31B IT delivers lower response latency at 115ms TTFT (165ms faster than Gemini 2.0 Flash) with 155 vs. 185 tok/s throughput. Gemma 4 31B IT leads coding evaluations at 59.2% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 71.2% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs OpenAI o3-mini
Gemini 2.0 Flash is 90.9% cheaper for input tokens ($0.10 vs. $1.10 per 1M tokens) and $0.40 vs. $4.40 for output tokens (11.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (670ms faster than OpenAI o3-mini) with 185 vs. 98 tok/s throughput. Gemini 2.0 Flash leads coding evaluations at 51.8% SWE-bench Verified vs. 49.3% for OpenAI o3-mini and 63.6% vs. 79.7% on GPQA Diamond.
Gemini 2.0 Flash vs Claude 3.5 Haiku
Gemini 2.0 Flash is 87.5% cheaper for input tokens ($0.10 vs. $0.80 per 1M tokens) and $0.40 vs. $4.00 for output tokens (8.0x cost advantage). In terms of operational performance, Claude 3.5 Haiku delivers lower response latency at 190ms TTFT (90ms faster than Gemini 2.0 Flash) with 130 vs. 185 tok/s throughput. Gemini 2.0 Flash leads coding evaluations at 51.8% SWE-bench Verified vs. 40.6% for Claude 3.5 Haiku and 63.6% vs. 41.6% on GPQA Diamond.
Gemini 2.0 Flash vs Claude 3.5 Sonnet
Gemini 2.0 Flash is 96.7% cheaper for input tokens ($0.10 vs. $3.00 per 1M tokens) and $0.40 vs. $15.00 for output tokens (30.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (30ms faster than Claude 3.5 Sonnet) with 185 vs. 80 tok/s throughput. Gemini 2.0 Flash leads coding evaluations at 51.8% SWE-bench Verified vs. 49.0% for Claude 3.5 Sonnet and 63.6% vs. 59.4% on GPQA Diamond.
Gemini 2.0 Flash vs Gemini 2.5 Flash
Gemini 2.0 Flash is 66.7% cheaper for input tokens ($0.10 vs. $0.30 per 1M tokens) and $0.40 vs. $2.50 for output tokens (3.0x cost advantage). In terms of operational performance, Gemini 2.5 Flash delivers lower response latency at 110ms TTFT (170ms faster than Gemini 2.0 Flash) with 180 vs. 185 tok/s throughput. Gemini 2.5 Flash leads coding evaluations at 58.0% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 70.5% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs Gemini 2.5 Pro
Gemini 2.0 Flash is 92.0% cheaper for input tokens ($0.10 vs. $1.25 per 1M tokens) and $0.40 vs. $10.00 for output tokens (12.5x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (420ms faster than Gemini 2.5 Pro) with 185 vs. 80 tok/s throughput. Gemini 2.5 Pro leads coding evaluations at 63.8% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 74.0% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs GLM-5.3
Gemini 2.0 Flash is 71.4% cheaper for input tokens ($0.10 vs. $0.35 per 1M tokens) and $0.40 vs. $1.00 for output tokens (3.5x cost advantage). In terms of operational performance, GLM-5.3 delivers lower response latency at 160ms TTFT (120ms faster than Gemini 2.0 Flash) with 120 vs. 185 tok/s throughput. GLM-5.3 leads coding evaluations at 56.0% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 67.0% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs GLM-5.3-Flash
Gemini 2.0 Flash is 16.7% cheaper for input tokens ($0.10 vs. $0.12 per 1M tokens) and $0.40 vs. $0.40 for output tokens (1.2x cost advantage). In terms of operational performance, GLM-5.3-Flash delivers lower response latency at 90ms TTFT (190ms faster than Gemini 2.0 Flash) with 175 vs. 185 tok/s throughput. GLM-5.3-Flash leads coding evaluations at 52.8% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 63.5% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs GPT-4o
Gemini 2.0 Flash is 96.0% cheaper for input tokens ($0.10 vs. $2.50 per 1M tokens) and $0.40 vs. $10.00 for output tokens (25.0x cost advantage). In terms of operational performance, Both models demonstrate comparable response latency around 280ms TTFT (185 vs. 100 tok/s). Gemini 2.0 Flash leads coding evaluations at 51.8% SWE-bench Verified vs. 48.0% for GPT-4o and 63.6% vs. 53.6% on GPQA Diamond.
Gemini 2.0 Flash vs GPT-4o Mini
Gemini 2.0 Flash is 33.3% cheaper for input tokens ($0.10 vs. $0.15 per 1M tokens) and $0.40 vs. $0.60 for output tokens (1.5x cost advantage). In terms of operational performance, GPT-4o Mini delivers lower response latency at 220ms TTFT (60ms faster than Gemini 2.0 Flash) with 140 vs. 185 tok/s throughput. Gemini 2.0 Flash leads coding evaluations at 51.8% SWE-bench Verified vs. 41.0% for GPT-4o Mini and 63.6% vs. 40.2% on GPQA Diamond.
Gemini 2.0 Flash vs GPT-6.1 Sol
Gemini 2.0 Flash is 95.0% cheaper for input tokens ($0.10 vs. $2.00 per 1M tokens) and $0.40 vs. $10.00 for output tokens (20.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (240ms faster than GPT-6.1 Sol) with 185 vs. 135 tok/s throughput. GPT-6.1 Sol leads coding evaluations at 86.4% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 92.4% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs Grok 3
Gemini 2.0 Flash is 96.7% cheaper for input tokens ($0.10 vs. $3.00 per 1M tokens) and $0.40 vs. $15.00 for output tokens (30.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (340ms faster than Grok 3) with 185 vs. 88 tok/s throughput. Grok 3 leads coding evaluations at 65.8% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 84.6% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs Grok 3 Mini
Gemini 2.0 Flash is 66.7% cheaper for input tokens ($0.10 vs. $0.30 per 1M tokens) and $0.40 vs. $1.20 for output tokens (3.0x cost advantage). In terms of operational performance, Grok 3 Mini delivers lower response latency at 150ms TTFT (130ms faster than Gemini 2.0 Flash) with 160 vs. 185 tok/s throughput. Grok 3 Mini leads coding evaluations at 54.0% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 68.0% vs. 63.6% on GPQA Diamond.
Gemini 2.0 Flash vs Llama 3.3 70B Instruct
Gemini 2.0 Flash is 16.7% cheaper for input tokens ($0.10 vs. $0.12 per 1M tokens) and $0.40 vs. $0.30 for output tokens (1.2x cost advantage). In terms of operational performance, Llama 3.3 70B Instruct delivers lower response latency at 145ms TTFT (135ms faster than Gemini 2.0 Flash) with 165 vs. 185 tok/s throughput. Gemini 2.0 Flash leads coding evaluations at 51.8% SWE-bench Verified vs. 42.5% for Llama 3.3 70B Instruct and 63.6% vs. 55.6% on GPQA Diamond.
Gemini 2.0 Flash vs Mistral Large 2 (2411)
Gemini 2.0 Flash is 95.0% cheaper for input tokens ($0.10 vs. $2.00 per 1M tokens) and $0.40 vs. $6.00 for output tokens (20.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (100ms faster than Mistral Large 2 (2411)) with 185 vs. 75 tok/s throughput. Gemini 2.0 Flash leads coding evaluations at 51.8% SWE-bench Verified vs. 45.2% for Mistral Large 2 (2411) and 63.6% vs. 54.2% on GPQA Diamond.
Gemini 2.0 Flash vs o1
Gemini 2.0 Flash is 99.3% cheaper for input tokens ($0.10 vs. $15.00 per 1M tokens) and $0.40 vs. $60.00 for output tokens (150.0x cost advantage). In terms of operational performance, Gemini 2.0 Flash delivers lower response latency at 280ms TTFT (2320ms faster than o1) with 185 vs. 48 tok/s throughput. Gemini 2.0 Flash leads coding evaluations at 51.8% SWE-bench Verified vs. 48.9% for o1 and 63.6% vs. 78.0% on GPQA Diamond.
Gemini 2.0 Flash vs Qwen 3.8 27B
Gemini 2.0 Flash is 50.0% cheaper for input tokens ($0.10 vs. $0.20 per 1M tokens) and $0.40 vs. $0.60 for output tokens (2.0x cost advantage). In terms of operational performance, Qwen 3.8 27B delivers lower response latency at 120ms TTFT (160ms faster than Gemini 2.0 Flash) with 140 vs. 185 tok/s throughput. Qwen 3.8 27B leads coding evaluations at 58.4% SWE-bench Verified vs. 51.8% for Gemini 2.0 Flash and 68.0% vs. 63.6% on GPQA Diamond.
Frequently Asked Questions & Query Fan-Out
How much does Gemini 2.0 Flash cost per 1M tokens including prompt caching?
Gemini 2.0 Flash costs $0.10 per million input tokens and $0.40 per million output tokens. Cached input reads cost $0.025 per 1M tokens, reducing repeated context costs by 75%.
What are Gemini 2.0 Flash's coding and reasoning benchmark scores?
Gemini 2.0 Flash achieves 51.8% on SWE-bench Verified, 90.7% on HumanEval coding, 63.6% on GPQA Diamond graduate-level science, 78.2% on MMLU-Pro, and 91.1% on MATH-500, earning an overall Inference Value Ratio (IVR) of 77.7/100.
What is the context window, TTFT latency, and token throughput of Gemini 2.0 Flash?
Gemini 2.0 Flash supports a 1,073,152 token context window (8,192 max output tokens) and operates at 280ms average Time to First Token (TTFT) with 185 tokens/sec output streaming throughput.
What are the primary production use cases for Gemini 2.0 Flash?
Legacy high-throughput multimodal pipelines migrating to Gemini 3.8 Flash.