Head-to-Head Model Comparison

Gemini 3 Flash vs MiniMax-M2.5-highspeed

Benchmarks, API Token Pricing, Context Window & Speed Comparison

Ditinjau oleh tim riset GetInfoUsPeninjauan terakhir: October 2026Kebijakan editorial

Ganti & Bandingkan Model Apa Saja

Select any AI models from our verified benchmark database to generate live side-by-side matrices.

Gemini 3 FlashProfile

MiniMax-M2.5-highspeedProfile

Multi-Model Arena Stack:

5-Model Matrix Workbench

Popular Matchups:

Google

Gemini 3 Flash

Inferensi Super Cepat

Gemini 3 Flash dari Google adalah model AI yang dirancang untuk interaksi real-time dengan latensi sangat rendah dan routing bervolume tinggi, menghadirkan jendela konteks 1.0M, kecepatan 180 token/detik, indeks kecerdasan 75/100, serta tar

Intelligence Index75 / 100

Input Token:

$0.50 / 1M

Output Token:

$3.00 / 1M

Context Window:

1.05M tokens

SWE-bench Verified:

66.5%

MiniMax

MiniMax-M2.5-highspeed

Model Agen Otonom & Alat

MiniMax-M2.5-highspeed dari MiniMax adalah model AI yang dirancang untuk alur kerja agen otonom, pemanggilan alat (tool calling), dan otomatisasi multi-langkah, menghadirkan jendela konteks 204K, kecepatan 150 token/detik, indeks kecerdasan

Intelligence Index78 / 100

Input Token:

$0.15 / 1M

Output Token:

$0.60 / 1M

Context Window:

204K tokens

SWE-bench Verified:

N/A

Perbedaan Utama Sekilas

MiniMax-M2.5-highspeed is 4.6x cheaper for API usage (input + output tokens combined).
Gemini 3 Flash has a larger context window (1M vs 204K tokens).
Gemini 3 Flash is faster at 180 tok/s vs 150 tok/s.

Need definitions for token pricing, context, or benchmarks?Explore AI Glossary →

Feature	Gemini 3 Flash	MiniMax-M2.5-highspeed
Intelligence Index Composite reasoning & knowledge score (0-100)	75	78
Provider	Google	MiniMax
Input Price Cost per million input tokens	$0.50 / 1M	$0.15 / 1M
Output Price Cost per million output tokens	$3.00 / 1M	$0.60 / 1M
Blended Price Weighted 7:2:1 cache:input:output per 1M	$0.49 / 1M	$0.10 / 1M
Context Window Maximum input + output tokens	1.05M tokens~1,573 A4 pages of text	204K tokens~306 A4 pages of text
Max Output Tokens Per single request	66K	8K
Throughput Speed Tokens generated per second	180 tok/s	150 tok/s
SWE-bench Verified Real-world software engineering	66.5%	N/A
GPQA Diamond Graduate-level reasoning	79%	N/A
Cached Input Price Prompt caching discount per 1M tokens	$0.13 / 1M	$0.01 / 1M

Siapa Unggul di Mana?

At-a-glance decision framework

Coding

Evaluations ongoing

Cost

MiniMax-M2.5-highspeed

4.6x cheaper monthly runtime

Speed

Gemini 3 Flash

+20% faster generation

Context

Gemini 3 Flash

1.05M tokens window

Skor Benchmark Terverifikasi

Official evaluation metrics verified by independent third-party research labs.

Gemini 3 FlashMiniMax-M2.5-highspeed

SWE-bench Verified (Autonomous Coding)

Industry benchmark evaluating real-world GitHub issue resolution and multi-file debugging.

66.5%vsN/A

GPQA Diamond (Doctorate-Level Science & Math)

Challenging questions created by domain experts to test complex PhD-level reasoning.

79%vsN/A

MMLU-Pro (Multi-task Language Understanding)

Hardened reasoning and academic knowledge benchmark with reduced lucky-guess probability.

85.8%vs74%

LMSYS Chatbot Arena Elo

Crowdsourced human preference evaluation based on blind, head-to-head model battles.

1425ptsvs1295pts

AIME (Advanced Math Competition)

American Invitational Mathematics Examination — multi-step Olympiad-level reasoning.

88%vsN/A

Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

180 tok/s vs150 tok/s

Latensi & Waktu Respons

Time to first token (TTFT) and estimated end-to-end response time for a typical 500-token response.

Time to First Token (TTFT)Lower is better

Gemini 3 Flash0.40s

MiniMax-M2.5-highspeed0.27s

Est. End-to-End Response (500 tokens)TTFT + generation time

Gemini 3 Flash3.18s

MiniMax-M2.5-highspeed3.60s

Simulator Biaya Token Interaktif

Adjust sliders to calculate projected monthly cloud API spending with prompt caching discounts.

Daily Input Tokens100K / day

10K500K1M

Daily Output Tokens30K / day

5K150K300K

Prompt Cache Hit Ratio50% cached

0% (Cold)50%90% (Warm)

Gemini 3 Flash Monthly API Bill

$3.64 / month

$0.5/1M in · $3/1M out

MiniMax-M2.5-highspeed Monthly API Bill

$0.79 / month

$0.15/1M in · $0.6/1M out

MiniMax-M2.5-highspeed saves approximately $2.85 / month (78%) under this workload.4.6x Savings

Gemini 3 Flash · Strengths & Key Advantages

Jendela konteks 1.0M dengan kapasitas output maksimum hingga 66K token (SWE-bench Verified 66.5% · GPQA Diamond 79%)
Kecepatan generasi tinggi 180 token/detik dengan latensi token pertama (TTFT) hanya 400 ms
Skema harga API kompetitif (tarif $0.5/$3 per 1M token) dengan dukungan cache prompt dan output JSON terstruktur

Considerations & Trade-offs

Model cloud proprietari tertutup; bobot model tidak dapat diunduh untuk penggunaan lokal offline
Pada tugas pembuktian ilmiah tingkat ekstrem, model penalaran berat kelas atas memberikan kedalaman lebih tinggi

MiniMax-M2.5-highspeed · Strengths & Key Advantages

Jendela konteks 204K dengan kapasitas output maksimum hingga 8K token (MMLU-Pro 74% · Arena Elo 1295)
Kecepatan generasi tinggi 150 token/detik dengan latensi token pertama (TTFT) hanya 270 ms
Skema harga API kompetitif (tarif $0.15/$0.6 per 1M token) dengan dukungan cache prompt dan output JSON terstruktur

Considerations & Trade-offs

Model cloud proprietari tertutup; bobot model tidak dapat diunduh untuk penggunaan lokal offline
Pada tugas pembuktian ilmiah tingkat ekstrem, model penalaran berat kelas atas memberikan kedalaman lebih tinggi

Token Use & Task Economics

Estimated cost and token consumption to complete one representative agentic task.

Metric	Gemini 3 Flash	MiniMax-M2.5-highspeed
Cost per Task Estimated USD to finish one task	$0.95	$0.04
Output Tokens / Task Tokens generated per task	35K	12K
Reasoning Tokens / Task Thinking tokens burned per task	16K	0K

Spesifikasi Teknis

Architecture, release timeline, capabilities, and modalities.

Feature	Gemini 3 Flash	MiniMax-M2.5-highspeed
Official API Model ID (SDK)	models/gemini-3-flash	minimax-m2-5-highspeed
API Protocol	Google Gemini API (generateContent) + OpenAI-Compatible SDK	MiniMax REST API (OpenAI-Compatible)
Release Date	2025-12	2026-02
Knowledge Cutoff	September 2025	December 2025
Architecture	Next-gen sparse multimodal mixture-of-experts	Latency-Optimized Hosted Cloud Transformer
Parameters	Confidential	Confidential
Enterprise Rate Limits (RPM / TPM)	10,000 – 30,000 RPM (Tier 5 Enterprise) · 4,000,000 – 10,000,000 TPM	5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM
Long-Context Tier (>128K/200K)	Standard rate up to 200K tokens; 2x input/output tier above 200K tokens	Flat rate ($0.15/1M in) across full 204K window
Prompt Cache Policy & TTL	Implicit + Explicit Context Caching at $0.125/1M with configurable TTL	Cached input at $0.015/1M tokens
Computer Use / GUI Agent	Supported (Screen coordinate grounding, browser & desktop GUI action loops)	API / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop)
MCP & Parallel Tool Calling	Native MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema	Native MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema
Web Search Grounding & Sandbox	Built-in Google Search Grounding + Managed Python Code Execution Sandbox	Supported via external Tavily/Exa Search & E2B/Docker Sandbox tools
Official Fine-Tuning Support	Vertex AI Supervised Adapter Tuning & Context Distillation	API Prompt Engineering & RAG Distillation
Multimodal Token Billing	Text BPE (~4 chars/token) · Vision (~258–765 tokens per image tile) · Audio (~25–32 tokens/sec) · Video (~258–300 tokens/sec)	Text BPE (~4 chars/token)
Quantization & Min GPU VRAM	Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API)	Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API)
Safety & Frontier Classification	Google DeepMind Frontier Safety Framework Verified	MiniMax Production Safety & Alignment Verified
Enterprise Compliance (ZDR/HIPAA/SOC2)	SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier	SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier
Input Modalities	text, vision, audio, video	text
Output Modalities	text	text

Gemini 3 Flash vs MiniMax-M2.5-highspeed: Jawaban Cepat (FAQ)

Which is more intelligent, Gemini 3 Flash or MiniMax-M2.5-highspeed?

MiniMax-M2.5-highspeed is more intelligent. It scores 78 compared with 75 on the composite Intelligence Index.

Which model is faster?

Gemini 3 Flash is faster, generating 180 tokens per second compared with 150 tokens per second.

Which model is cheaper to run?

MiniMax-M2.5-highspeed is cheaper at $0.10 per 1M tokens blended, compared with $0.49 (7:2:1 cache:input:output ratio).

Which model has lower latency?

MiniMax-M2.5-highspeed has lower latency, with a time to first token of 0.27s compared with 0.40s.

Which model has a larger context window?

Gemini 3 Flash has a larger context window, supporting 1.05M tokens compared with 204K tokens.

Kesimpulan

Baik Gemini 3 Flash (Sangat cocok untuk interaksi real-time dengan latensi sangat rendah dan routing bervolume tinggi, sistem RAG perusahaan, dan integrasi API skala produksi.) maupun MiniMax-M2.5-highspeed (Sangat cocok untuk alur kerja agen otonom, pemanggilan alat (tool calling), dan otomatisasi multi-langkah, sistem RAG perusahaan, dan integrasi API skala produksi.) sangat tangguh: MiniMax-M2.5-highspeed unggul dalam penalaran dan pemrograman, Gemini 3 Flash memberikan kecepatan generasi token lebih tinggi, dan MiniMax-M2.5-highspeed lebih hemat biaya untuk penggunaan API skala besar.

Pertanyaan Umum (FAQ)

Mana yang lebih baik untuk coding dan penalaran, Gemini 3 Flash atau MiniMax-M2.5-highspeed?+

Dalam indeks kecerdasan gabungan dan benchmark coding, MiniMax-M2.5-highspeed memimpin. Lihat skor SWE-bench dan GPQA di atas untuk detailnya.

Berapa perbandingan harga API Gemini 3 Flash vs MiniMax-M2.5-highspeed?+

Gemini 3 Flash mengenakan biaya $0.50 / $3.00 per 1M token input/output, sedangkan MiniMax-M2.5-highspeed sebesar $0.15 / $0.60. Secara keseluruhan, MiniMax-M2.5-highspeed lebih hemat biaya.

Model mana yang memiliki jendela konteks lebih besar dan kecepatan lebih tinggi?+

Gemini 3 Flash mendukung konteks 1.05M token dibandingkan 204K token pada MiniMax-M2.5-highspeed, sementara Gemini 3 Flash unggul dalam kecepatan output token per detik.

AI Terminology & Guide

Explore Glossary →

Understand key metrics like context window, token pricing, reasoning mode, and SWE-bench scores in our comprehensive AI glossary.

Tokens & Pricing Context Window AI Benchmarks Reasoning Models Tool Calling Model Context Protocol (MCP)

Gemini 3 Flash vs MiniMax-M2.5-highspeed

Ganti & Bandingkan Model Apa Saja

Gemini 3 Flash

MiniMax-M2.5-highspeed

Siapa Unggul di Mana?

Skor Benchmark Terverifikasi

Latensi & Waktu Respons

Simulator Biaya Token Interaktif

Gemini 3 Flash · Strengths & Key Advantages

Considerations & Trade-offs

MiniMax-M2.5-highspeed · Strengths & Key Advantages

Considerations & Trade-offs

Token Use & Task Economics

Spesifikasi Teknis

Gemini 3 Flash vs MiniMax-M2.5-highspeed: Jawaban Cepat (FAQ)

Kesimpulan

Pertanyaan Umum (FAQ)

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