Head-to-Head Model Comparison

Aya Vision 32B vs Aya Vision 8B

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.

Aya Vision 32BProfile

Aya Vision 8BProfile

Multi-Model Arena Stack:

5-Model Matrix Workbench

Popular Matchups:

Cohere

Aya Vision 32B

Model Multibahasa Global

Aya Vision 32B dari Cohere adalah model AI yang dirancang untuk penerjemahan multibahasa yang akurat dan komunikasi perusahaan global, menghadirkan jendela konteks 16K, kecepatan 75 token/detik, indeks kecerdasan 45/100, serta tarif $0.35/$

Intelligence Index45 / 100

Input Token:

$0.35 / 1M

Output Token:

$0.80 / 1M

Context Window:

16K tokens

SWE-bench Verified:

32%

Cohere

Aya Vision 8B

Model Multibahasa Global

Aya Vision 8B dari Cohere adalah model AI yang dirancang untuk penerjemahan multibahasa yang akurat dan komunikasi perusahaan global, menghadirkan jendela konteks 16K, kecepatan 110 token/detik, indeks kecerdasan 38/100, serta tarif $0.1/$0

Intelligence Index38 / 100

Input Token:

$0.10 / 1M

Output Token:

$0.25 / 1M

Context Window:

16K tokens

SWE-bench Verified:

22%

Perbedaan Utama Sekilas

Aya Vision 8B is 3.2x cheaper for API usage (input + output tokens combined).
Aya Vision 8B is faster at 110 tok/s vs 75 tok/s.
Aya Vision 32B leads on SWE-bench coding (32.0% vs 22.0%).

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

Feature	Aya Vision 32B	Aya Vision 8B
Intelligence Index Composite reasoning & knowledge score (0-100)	45	38
Provider	Cohere	Cohere
Input Price Cost per million input tokens	$0.35 / 1M	$0.10 / 1M
Output Price Cost per million output tokens	$0.80 / 1M	$0.25 / 1M
Blended Price Weighted 7:2:1 cache:input:output per 1M	$0.21 / 1M	$0.07 / 1M
Context Window Maximum input + output tokens	16K tokens~24 A4 pages of text	16K tokens~24 A4 pages of text
Max Output Tokens Per single request	4K	4K
Throughput Speed Tokens generated per second	75 tok/s	110 tok/s
SWE-bench Verified Real-world software engineering	32%	22%
GPQA Diamond Graduate-level reasoning	51.5%	41%
Cached Input Price Prompt caching discount per 1M tokens	$0.08 / 1M	$0.03 / 1M

Siapa Unggul di Mana?

At-a-glance decision framework

Coding

Aya Vision 32B

+10.0% SWE-bench lead

Cost

Aya Vision 8B

3.2x cheaper monthly runtime

Speed

Aya Vision 8B

+47% faster generation

Context

Tied

16K tokens window

Skor Benchmark Terverifikasi

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

Aya Vision 32BAya Vision 8B

SWE-bench Verified (Autonomous Coding)

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

32%vs22%

GPQA Diamond (Doctorate-Level Science & Math)

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

51.5%vs41%

MMLU-Pro (Multi-task Language Understanding)

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

74%vs64%

LMSYS Chatbot Arena Elo

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

1280ptsvs1220pts

Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

75 tok/s vs110 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

Aya Vision 32B0.48s

Aya Vision 8B0.35s

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

Aya Vision 32B7.15s

Aya Vision 8B4.90s

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)

Aya Vision 32B Monthly API Bill

$1.36 / month

$0.35/1M in · $0.8/1M out

Aya Vision 8B Monthly API Bill

$0.42 / month

$0.1/1M in · $0.25/1M out

Aya Vision 8B saves approximately $0.94 / month (69%) under this workload.3.2x Savings

Aya Vision 32B · Strengths & Key Advantages

Jendela konteks 16K dengan kapasitas output maksimum hingga 4K token (SWE-bench Verified 32% · GPQA Diamond 51.5%)
Kecepatan generasi tinggi 75 token/detik dengan latensi token pertama (TTFT) hanya 480 ms
Bobot terbuka (32B) yang siap di-hosting mandiri di GPU lokal atau cloud privat melalui vLLM dan Ollama

Considerations & Trade-offs

Membutuhkan infrastruktur GPU dengan kapasitas VRAM yang memadai untuk eksekusi lokal presisi penuh
Pada tugas pembuktian ilmiah tingkat ekstrem, model penalaran berat kelas atas memberikan kedalaman lebih tinggi

Aya Vision 8B · Strengths & Key Advantages

Jendela konteks 16K dengan kapasitas output maksimum hingga 4K token (SWE-bench Verified 22% · GPQA Diamond 41%)
Kecepatan generasi tinggi 110 token/detik dengan latensi token pertama (TTFT) hanya 350 ms
Bobot terbuka (8B) yang siap di-hosting mandiri di GPU lokal atau cloud privat melalui vLLM dan Ollama

Considerations & Trade-offs

Membutuhkan infrastruktur GPU dengan kapasitas VRAM yang memadai untuk eksekusi lokal presisi penuh
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	Aya Vision 32B	Aya Vision 8B
Cost per Task Estimated USD to finish one task	$0.22	$0.06
Output Tokens / Task Tokens generated per task	25K	18K
Reasoning Tokens / Task Thinking tokens burned per task	0K	0K

Spesifikasi Teknis

Architecture, release timeline, capabilities, and modalities.

Feature	Aya Vision 32B	Aya Vision 8B
Official API Model ID (SDK)	aya-vision-32b	aya-vision-8b
API Protocol	OpenAI-Compatible REST / vLLM / SGLang / HuggingFace TGI	OpenAI-Compatible REST / vLLM / SGLang / HuggingFace TGI
Release Date	2025-03	2025-03
Knowledge Cutoff	January 2025	January 2025
Architecture	High-Capacity Multilingual VLM	Multilingual Vision-Language Transformer
Parameters	32B	8B
Enterprise Rate Limits (RPM / TPM)	Unlimited (Hardware-bound on self-hosted GPU) / 10,000 RPM Cloud · Unlimited local throughput / 10M+ TPM Managed Cloud	Unlimited (Hardware-bound on self-hosted GPU) / 10,000 RPM Cloud · Unlimited local throughput / 10M+ TPM Managed Cloud
Long-Context Tier (>128K/200K)	Flat rate ($0.35/1M in) across full 16K window	Flat rate ($0.1/1M in) across full 16K window
Prompt Cache Policy & TTL	Cached input at $0.08/1M tokens	Cached input at $0.03/1M tokens
Computer Use / GUI Agent	API / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop)	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	Supported via external Tavily/Exa Search & E2B/Docker Sandbox tools	Supported via external Tavily/Exa Search & E2B/Docker Sandbox tools
Official Fine-Tuning Support	Full Weights SFT, LoRA, QLoRA, DPO & GRPO RL (Unsloth / Axolotl / Llama-Factory)	Full Weights SFT, LoRA, QLoRA, DPO & GRPO RL (Unsloth / Axolotl / Llama-Factory)
Multimodal Token Billing	Text BPE (~4 chars/token) · Vision (~258–765 tokens per image tile)	Text BPE (~4 chars/token) · Vision (~258–765 tokens per image tile)
Quantization & Min GPU VRAM	BF16 / FP16, FP8 Dynamic, INT4 AWQ / GPTQ, GGUF (Q4_K_M / Q8_0) · 20 GB VRAM (4-bit Quantized) · 69 GB VRAM (Native BF16)	BF16 / FP16, FP8 Dynamic, INT4 AWQ / GPTQ, GGUF (Q4_K_M / Q8_0) · 5 GB VRAM (4-bit Quantized) · 17 GB VRAM (Native BF16)
Safety & Frontier Classification	Open-Weights System Card + Customizable Guardrail Layer (Llama Guard / ShieldGemma)	Open-Weights System Card + Customizable Guardrail Layer (Llama Guard / ShieldGemma)
Enterprise Compliance (ZDR/HIPAA/SOC2)	100% Air-Gapped On-Premises / Private VPC · Full HIPAA, GDPR & SOC2 Control	100% Air-Gapped On-Premises / Private VPC · Full HIPAA, GDPR & SOC2 Control
Input Modalities	text, vision	text, vision
Output Modalities	text	text

Aya Vision 32B vs Aya Vision 8B: Jawaban Cepat (FAQ)

Which is more intelligent, Aya Vision 32B or Aya Vision 8B?

Aya Vision 32B is more intelligent. It scores 45 compared with 38 on the composite Intelligence Index.

Which model is faster?

Aya Vision 8B is faster, generating 110 tokens per second compared with 75 tokens per second.

Which model is cheaper to run?

Aya Vision 8B is cheaper at $0.07 per 1M tokens blended, compared with $0.21 (7:2:1 cache:input:output ratio).

Which model has lower latency?

Aya Vision 8B has lower latency, with a time to first token of 0.35s compared with 0.48s.

Kesimpulan

Baik Aya Vision 32B (Sangat cocok untuk penerjemahan multibahasa yang akurat dan komunikasi perusahaan global, sistem RAG perusahaan, dan integrasi API skala produksi.) maupun Aya Vision 8B (Sangat cocok untuk penerjemahan multibahasa yang akurat dan komunikasi perusahaan global, sistem RAG perusahaan, dan integrasi API skala produksi.) sangat tangguh: Aya Vision 32B unggul dalam penalaran dan pemrograman, Aya Vision 8B memberikan kecepatan generasi token lebih tinggi, dan Aya Vision 8B lebih hemat biaya untuk penggunaan API skala besar.

Pertanyaan Umum (FAQ)

Mana yang lebih baik untuk coding dan penalaran, Aya Vision 32B atau Aya Vision 8B?+

Dalam indeks kecerdasan gabungan dan benchmark coding, Aya Vision 32B memimpin. Lihat skor SWE-bench dan GPQA di atas untuk detailnya.

Berapa perbandingan harga API Aya Vision 32B vs Aya Vision 8B?+

Aya Vision 32B mengenakan biaya $0.35 / $0.80 per 1M token input/output, sedangkan Aya Vision 8B sebesar $0.10 / $0.25. Secara keseluruhan, Aya Vision 8B lebih hemat biaya.

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

Aya Vision 32B mendukung konteks 16K token dibandingkan 16K token pada Aya Vision 8B, sementara Aya Vision 8B 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)

Aya Vision 32B vs Aya Vision 8B

Ganti & Bandingkan Model Apa Saja

Aya Vision 32B

Aya Vision 8B

Siapa Unggul di Mana?

Skor Benchmark Terverifikasi

Latensi & Waktu Respons

Simulator Biaya Token Interaktif

Aya Vision 32B · Strengths & Key Advantages

Considerations & Trade-offs

Aya Vision 8B · Strengths & Key Advantages

Considerations & Trade-offs

Token Use & Task Economics

Spesifikasi Teknis

Aya Vision 32B vs Aya Vision 8B: Jawaban Cepat (FAQ)

Kesimpulan

Pertanyaan Umum (FAQ)

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