Best Multimodal LLMs for Vision (2026)

As of 2026-11-14, LLM Reference's top pick for vision is Claude Fable 5 by Anthropic (LMArena Vision 1309, $50.00/1M output tokens), chosen from models that meet the podium eligibility rules. Second pick: Qwen3.8-Max by Alibaba.

Last refreshed 2026-11-14. Next refresh: weekly.

Best vision and multimodal LLMs in 2026, ranked by LMArena Vision overall. Models without an LMArena Vision score are listed below, unranked.

Verdict

Use Claude Fable 5 for vision today.

Qwen3.8-Max is the runner-up: 1309 vs 1300 on LMArena Vision.

Researched 28d agoWhy this pickMethodology

How we rank

Vision models are ranked by LMArena Vision overall only. MMMU is shown for reference and is not used for order. Models without an arena score are listed below, unranked, and are never on the podium.

  1. Eligibility — Models listed with vision or multimodal input, excluding audio, speech, image-generation, and video-generation specialist models.
  2. Primary ranking — LMArena Vision overall, highest first. No other score is used to rank, and scores are never combined. MMMU is a reference column only.
  3. Unranked models — Models without an LMArena Vision score are listed below the ranked models, unranked and never on the podium. They are ordered by MMMU where they have a score, then by newest release. A model here never outranks a model with an arena score. Recent vision models with neither score stay visible in a separate benchmark-pending section.
  4. Variant collapse — We keep one row per model family (`familySlug` + parameter tier). When headline scores tie within ±0.5 pt (±10 Elo on Chatbot Arena), we pick the canonical SKU by lowest tracked input price, then GA over preview or limited access, then newest `release`. A folded sibling within the benchmark noise band can show a "Tied within margin" chip on that score cell.
  5. Podium eligibility — Preview, restricted, retired and retiring models never fill a podium slot. Preview means preview or invite-only access, or a model that is announced or pre-release. Restricted means restricted, partner, private or otherwise unavailable access. Retired means the model is past its retirement date or every provider route is retired. Retiring means the model, or any one of its provider routes, has a retirement date within the next 60 days. These models can still appear in the table below the podium.
  6. Pricing — Multimodal pricing often differs by modality — use provider rows for image/video-specific tiers.
#ModelInput $/1MOutput $/1M
1Claude Fable 5
ReasoningVisionTools

LMArena Vision: 1309

$10.00$50.00
2Qwen3.8-Max
ReasoningVisionTools

LMArena Vision: 1300

$2.00$6.00
3Claude Opus 4.7
ReasoningVisionTools

LMArena Vision: 1299

$5.00$25.00
4Claude Opus 4.6
ReasoningVisionTools

LMArena Vision: 1299

$5.00$25.00
5Gemini 3.7 Flash
ReasoningVisionToolsVerify pricing

LMArena Vision: 1295

$0.75$3.75
6GPT-6.1 Sol
ReasoningVisionTools

LMArena Vision: 1294

$2.00$10.00
7Muse Spark
ReasoningVisionTools

LMArena Vision: 1294

——
8Claude Opus 5.5
ReasoningVisionTools

LMArena Vision: 1293

$4.00$20.00
9Muse Spark 1.2
PreviewReasoningVisionTools

LMArena Vision: 1293

$1.25$4.25
10Gemini 3.8 Flash
ReasoningVisionToolsVerify pricing

LMArena Vision: 1291

$0.75$3.75
11Muse Spark 1.3
ReasoningVisionTools

LMArena Vision: 1290

$1.25$4.25
12Claude Fable 5.1
ReasoningVisionToolsVerify pricing

LMArena Vision: 1288

$10.00$50.00
13Claude Opus 5
ReasoningVisionTools

LMArena Vision: 1288

$5.00$25.00
14GPT-5.6 Sol
ReasoningVisionTools

LMArena Vision: 1286

$4.00$20.00
15Claude Opus 4.8
ReasoningVisionTools

LMArena Vision: 1286

$5.00$25.00
16GPT-5.5
ReasoningVisionToolsVerify pricing

LMArena Vision: 1286

$5.00$30.00
17GPT-6 Astra
RestrictedReasoningVisionTools

LMArena Vision: 1285

$10.00$50.00
18GPT-5.4
ReasoningVisionTools

LMArena Vision: 1284

$2.50$15.00
19Gemini 3.6 Flash
ReasoningVisionTools

LMArena Vision: 1282

$0.75$3.75
20Gemini 3.5 Flash
ReasoningVisionToolsVerify pricing

LMArena Vision: 1282

$1.50$9.00

Unranked vision models

Unranked: no LMArena Vision score yet.

ModelInput $/1MOutput $/1M
Qwen3.6-Plus
VisionTools

MMMU (reference): 86%

$0.33$1.95
Claude Opus 4.5
ReasoningVisionTools

MMMU (reference): 80.7%

$5.00$25.00
Claude Sonnet 4.5
ReasoningVisionTools

MMMU (reference): 77.8%

$3.00$15.00
Command A+
ReasoningVisionTools

MMMU (reference): 75.1%

$0.30$1.50
Claude Sonnet 4
Vision

MMMU (reference): 74.4%

——
Llama 4 Maverick 17B Instruct FP8
VisionVerify pricing

MMMU (reference): 73.4%

$0.15$0.60
GPT-4o
VisionTools

MMMU (reference): 69.1%

$2.50$10.00
Qwen2.5-VL-72B
VisionVerify pricing

MMMU (reference): 64.5%

$0.80$0.80
Qwen2-VL-72B-Instruct
VisionVerify pricing

MMMU (reference): 64.5%

$0.90$0.90
MiniCPM-V 4.6
VisionVerify pricing

MMMU (reference): 55.3%

——
Phi-4 Reasoning Vision 15B
VisionVerify pricing

MMMU (reference): 54.3%

——
GLM-4V 9B
Verify pricing

MMMU (reference): 48.3%

$0.05$0.25
Phi 3.5 Vision Instruct
VisionVerify pricing

MMMU (reference): 43%

——
Gemini 4 Hydrogen
ReasoningVisionTools

LMArena Vision: —

$1.50$7.50
pplx-decider-flash-v1.3
Vision

LMArena Vision: —

$0.01Free
pplx-decider-v1.3
Vision

LMArena Vision: —

$0.02Free
Gemini Decision 1
Vision

LMArena Vision: —

$0.10Free
Qwen4-Max-Preview
PreviewReasoningVisionTools

LMArena Vision: —

——
Nex-N2.6
ReasoningVisionTools

LMArena Vision: —

——
Claude Fable 5.2
ReasoningVisionTools

LMArena Vision: —

$8.00$40.00

Honorable mentions

Next seats in this ranking. Lines below are from each model's stored description in LLMReference seed data—spot-check the model page before relying on a capability claim.
  • Muse Spark is the first model in Meta's Muse family, developed by Meta Superintelligence Labs (MSL). It is a natively multimodal reasoning model with capabilities including tool-use, visual chain-of-thought reasoning, and multi-agent orchestration. Muse Spark achieves 58% on Humanity's Last Exam and 38% on FrontierScience Research benchmarks, while being competitive with Llama 4 Maverick at over 10x less compute. Available via meta.ai and the Meta AI app; private API preview only — not open-source.

    1294

    LMArena Vision

  • Anthropic's Claude Opus 5.5, first model in the Claude 5.5 family, released September 22, 2026. First-party positioning: long-running agentic coding and knowledge work; performs at the level of Claude Fable 5.1 on most work; typical workloads about 40% less cost than Opus 5 at default settings (list input/output 20% below Opus 5; cache reads 60% below). Claude API id claude-opus-5-5. List price $4 per 1M input and $20 per 1M output; cache reads $0.20 per 1M tokens (0.05x base input); 5-minute cache writes $5; 1-hour cache writes $8; Batch API 50% off ($2/$10). Fast mode (Claude API research preview) is $8/$40. 1M-token context, 128K max output (Batch API beta up to 300K with output-300k-2026-03-24), adaptive thinking always on (default effort medium), text and image input to text output, vision, and tool use. Available on Claude for Pro, Max, Team, and Enterprise and on the Claude API, Amazon Bedrock, Google Cloud, Microsoft Foundry, and Claude Platform on AWS. Reliable knowledge cutoff June 2026.

    1293

    LMArena Vision

  • Muse Spark 1.2 is Meta Superintelligence Labs' proprietary multimodal reasoning model for agentic coding and long-context work, released August 5, 2026. It supports a 1,048,576-token context window and up to 131,072 output tokens through the Meta Model API. No public weights release at launch.

    1293

    LMArena Vision

Compare Top Picks

Side-by-side comparison of the top picks by price, benchmark, and API access.

Frequently asked questions

What is the best LLM for vision?

LLM Reference's top pick for vision as of 2026-11-14 is Claude Fable 5 by Anthropic, with LMArena Vision 1309. Picks come from models that meet the podium eligibility rules, so the top pick may not lead the full table. Second pick: Qwen3.8-Max by Alibaba (LMArena Vision 1300).

Which ranked LLM for vision has the lowest output price?

Among the ranked models shown on this page, Gemini 3.7 Flash by Google DeepMind has the lowest listed output price: $3.75/1M output tokens, at rank 5.

What is the best open-weight LLM for vision?

Qwen3.8-Max by Alibaba is the highest-ranked open-weight model shown on this page (rank 2, LMArena Vision 1300). License: Qwen3.8-Max License.

How is the vision ranking calculated?

Vision models are ranked by LMArena Vision overall only. MMMU is shown for reference and is not used for order. Models without an arena score are listed below, unranked, and are never on the podium. Preview, restricted, retired and retiring models never fill a podium slot. Preview means preview or invite-only access, or a model that is announced or pre-release. Restricted means restricted, partner, private or otherwise unavailable access. Retired means the model is past its retirement date or every provider route is retired. Retiring means the model, or any one of its provider routes, has a retirement date within the next 60 days. These models can still appear in the table below the podium.

How often is this page updated?

Weekly. Last refreshed 2026-11-14.