STEALTHMARK · HEAD TO HEAD

All comparisons ↗

DeepSeek-V4-Pro-0813 vs Muse Wonder

Muse Wonder leads DeepSeek-V4-Pro-0813 by 15.2 points on StealthMark, 57.0 to 41.8. It leads on 8 of 9 benchmarks, including Foresight, and DeepSeek-V4-Pro-0813 on 1, including Latch. Muse Wonder scores higher on Ground Truth.

See the difference ↘
All results ↗
All results ↗

Overall StealthMark

41.8/100Overall rank 33/53
57.0/100Overall rank 10/53

General Intelligence

41.6/100
53.1/100

Visual Intelligence

42.3/100
64.0/100

Reasoning efficiency

On every task, result quality and reasoning tokens are each compared with all measured models and weighed equally. Each dot is one model.

Single-step reasoning Result quality weighed against reasoning tokens on a single problem

Multi-step reasoning Result quality weighed against reasoning tokens across connected steps, as in agentic workflows

Open or local

Open modelMIT

BENCHMARK BY BENCHMARK

Where each model leads

  • DeepSeek-V4-Pro-0813
  • Muse Wonder
  • Other models
  • Median

DATASHEET

Specs and pricing

DeepSeek-V4-Pro-0813 is 5.2× cheaper per output token. Muse Wonder scores higher on StealthMark and runs 4.2× faster in our speed test. Both take about 1M tokens of context.

  • DeepSeek-V4-Pro-0813
  • Muse Wonder
  • Other models
  • Median
PricePer 1M output tokens, input below
DeepSeek-V4-Pro-0813: $3.825.2× cheaper$1.27 inputMuse Wonder: $20$4 input
Context windowTokens per request, max output below
DeepSeek-V4-Pro-0813: 1MTied384K max outputMuse Wonder: 1MTied
Output speedTokens per second, our measurement
DeepSeek-V4-Pro-0813: 137tokens/sMuse Wonder: 5704.2× fastertokens/s
SizeTotal and active parameters
DeepSeek-V4-Pro-0813: 1.6T49B activeMuse Wonder: Not disclosed
Developer
DeepSeek-AIMeta
Released
13 Aug 202612 Oct 2026
Origin
ChinaUnited States
Input → output
Text → textText, image, video, audio, PDF → text
Architecture
Mixture-of-Experts with DeepSeek V4 architecture and DSpark speculative-decoding moduleNot published

Full datasheets, every price and sourceDeepSeek-V4-Pro-0813 ↗Muse Wonder ↗

Anticipating threats and planning ahead. Collect coins while avoiding ghosts. Ghosts move before the player each turn, and collisions cost a life. 3 levels in sequence, up to 66 turns in total. Earlier moves and outcomes carry forward, testing learning across levels.

DeepSeek-V4-Pro-0813 42.7/100Rank 21/47

Survived 1 of 3
Foresight: complete playing field
Level 39 ptsTurn 20 / 20

Muse Wonder 52.3/100Rank 17/47

Survived 0 of 3
Foresight: complete playing field
Level 311 ptsTurn 17 / 20

Points per level

LevelDeepSeek-V4-Pro-0813Muse Wonder
Level 1Second Thoughts
14 ptsOut of lives
16 ptsOut of lives
Level 2Pressure Pot
6 ptsOut of lives
10 ptsOut of lives
Level 3Hide or Flight
9 ptsSurvived
11 ptsOut of lives

Cooperative planning and learning from experience. Coordinate two robots to push numbered cores onto matching sockets. Pressure plates hold doors open; moving either robot uses one turn. 5 levels in sequence, up to 152 turns in total. Earlier moves and outcomes carry forward, testing learning across levels.

DeepSeek-V4-Pro-0813 71.7/100Rank 15/48

Cleared 5 of 5
Latch: complete playing field
Level 520.6 ptsTurn 27 / 40

Muse Wonder 67.0/100Rank 17/48

Cleared 5 of 5
Latch: complete playing field
Level 520.6 ptsTurn 27 / 40

Points per level

LevelDeepSeek-V4-Pro-0813Muse Wonder
Level 1Hold the door
5.2 ptsCleared
5.2 ptsCleared
Level 2Crossfeed
9.8 ptsCleared
9 ptsCleared
Level 3Relay vault
18.8 ptsCleared
18.8 ptsCleared
Level 4Passing bay
17.2 ptsClearedFinished early · 1 beacon left
17.8 ptsClearedFinished early · 1 beacon left
Level 5Second thoughts
20.6 ptsCleared
20.6 ptsCleared

Newton's Mirror

Same task instructions

Physics, perspective and recursive reflections, tested together. Explore the test ↗

The judgment

DeepSeek-V4-Pro-0813

The central sphere and gross paint state are coherent. Reduced circular side images and paired overhead quadrilaterals offer limited, spatially organized reflection cues, but the floor-sphere image, receding mirror-room structure, outer chains, nested imagery and curved emitter mappings are largely missing or invalid.

Muse Wonder

The flattened cyan cap, separate airborne black blob and crimson droplets support much of the contact sequence, although crimson adhesion and forward carriage remain unresolved. Main-sphere placement is broadly compatible with the prescribed view. Sparse isolated mirror images replace the defining repeated room structure and curved nested reflections. The crimson mass is visibly oversized, and the top-center lamp image is missing.

Score breakdown

CategoryDeepSeek-V4-Pro-0813Muse Wonder
State at 600 ms22.0/2522.0/25
Camera and placement15.0/1512.0/15
Reflections11.0/12021.5/120
Materials and scale8.0/107.5/10
Floor-damage reward0.0/100.0/10

Benchmark task

A spinning metal sphere and paint in a mirrored room test physical reasoning, perspective and consistency across repeated reflections.

Selfie

Different task instructions

Visual construction and creative interpretation.

The judgment

DeepSeek-V4-Pro-0813

The whale’s warm eye, lavender assistant and tilted shell convey appealing character. However, the shrimp and reciprocal inspection are unresolved, the large bubble and upper tail are cropped, and the flipper’s grip is unclear. Broad competing color fields and conspicuous stepped edges weaken the flowing composition. Gradients suggest volume, but lighting and translucent materials remain uneven.

Muse Wonder

An appealing, coherent cartoon with a readable effortful expression and clear forefeet gripping the trunk. Soft colours and controlled contours support its tenderness. Smooth ears, stiff foreleg construction, limited surface texture and uncertain seed contact keep the execution below intricate illustration quality.

Score breakdown

CategoryDeepSeek-V4-Pro-0813Muse Wonder
Task & likeness3.0/107.5/10
Anatomy & construction5.0/107.0/10
Space & placement4.0/107.5/10
Light & reflections5.5/107.0/10
Purposeful detail5.5/107.5/10
Artistry & character2.5/106.5/10
Materials & effects5.0/106.5/10
Visual integrity3.0/108.0/10

Benchmark task

DeepSeek-V4-Pro-0813

A whale and a tiny shrimp examine one another through bubble lenses, with an octopus nearby. The scene tests interacting characters, differences in scale and transparent materials.

Muse Wonder

A small elephant protecting a delicate seed tests expressive anatomy, physical contact and contrasting organic materials.

Mona Lisa

Different task instructions

Precise visual recall and portrait reconstruction.

The judgment

DeepSeek-V4-Pro-0813

Dark hair, a restrained smile and a hazy landscape make the reference recognizable. Severe construction problems dominate: oversized looping sleeves surround a background-colored opening, and the crossed hands lack coherent wrist and forearm connections. Rigid symmetry and elongated facial proportions weaken expression. Soft skin gradients and clean contours provide limited finish.

Muse Wonder

A competent illustrative interpretation with controlled curves, readable details and coherent depth layers. Facial, hair and garment shading demonstrate more development than basic construction. Replication remains limited by the frontal pose, elongated face and pronounced smile; crowded fingers, weak contact shadows and smooth materials constrain anatomical and painterly conviction.

Score breakdown

CategoryDeepSeek-V4-Pro-0813Muse Wonder
Task & likeness2.0/105.5/10
Anatomy & construction0.5/105.5/10
Space & placement2.0/105.5/10
Light & reflections2.0/105.5/10
Purposeful detail2.0/105.5/10
Artistry & character3.0/105.5/10
Materials & effects1.5/105.0/10
Visual integrity1.0/106.5/10

Benchmark task

An SVG interpretation of the Mona Lisa tests facial likeness, anatomy and the composition of a familiar portrait.

Beach

Different task instructions

Creativity, perspective and visual beauty.

The judgment

DeepSeek-V4-Pro-0813

The glowing sunset, framing palms and layered shoreline create a coherent beach scene with animals, birds and playful accessories. The airborne blue animal has unclear anatomy, while flat foliage, weak ground contact and broad oval reflections limit depth and finish. The image is appealing but visibly simplified.

Muse Wonder

A lively beach illustration with expressive animals, controlled colour transitions and unusually readable accessories. Connected graphic forms make the activities recognizable. Crowded overlaps, compressed depth, schematic joints, weak directional shadows and limited material variation constrain its physical coherence and refinement.

Score breakdown

CategoryDeepSeek-V4-Pro-0813Muse Wonder
Task & likeness6.5/108.5/10
Anatomy & construction4.0/106.0/10
Space & placement5.5/106.5/10
Light & reflections6.0/106.5/10
Purposeful detail3.5/109.0/10
Artistry & character4.0/107.0/10
Materials & effects6.0/106.0/10
Visual integrity5.0/107.0/10

Benchmark task

A busy shoreline at sunset tests scene composition, animal forms and the relationship between light and water reflections.

Ground Truth

Same task instructions

Physical reasoning, light and visual reconstruction.

The judgment

DeepSeek-V4-Pro-0813

This benchmark has not been assessed yet.

Muse Wonder

This benchmark has not been assessed yet.

Benchmark task

A plank, computer mouse and blueberry in a steel room test physical stability, spatial relationships, materials and lighting.

Raccoon

Different task instructions

Scene composition and interacting subjects.

The judgment

DeepSeek-V4-Pro-0813

The masked raccoon riding the steering dog is readily recognizable, with expressive faces and energetic diagonal movement. The oversized tail dominates the composition, limb connections are difficult to trace, and the jet ski has little structural depth. Blurred spray and a heavy oval shadow weaken water contact, while the glowing sun produces little corresponding illumination.

Muse Wonder

An expressive, coherent cartoon demonstrates the requested riding and steering interaction. Clean contours, differentiated accessories and energetic spray support its appeal. Concealed seated contacts, compressed vehicle perspective and weak directional lighting limit physical resolution despite the detailed presentation.

Score breakdown

CategoryDeepSeek-V4-Pro-0813Muse Wonder
Task & likeness7.0/107.5/10
Anatomy & construction4.5/105.5/10
Space & placement6.0/106.5/10
Light & reflections4.5/104.5/10
Purposeful detail6.0/107.5/10
Artistry & character4.5/105.5/10
Materials & effects5.0/107.0/10
Visual integrity4.0/107.0/10

Benchmark task

A jet-ski scene pairs a canine driver with a raccoon passenger. It tests the placement and contact of interacting subjects, along with vehicle construction.

Pelican

Different task instructions

Subject construction and spatial relationships.

The judgment

DeepSeek-V4-Pro-0813

A clearly recognizable pelican cycles through a balanced, expressive illustration. The sweeping bill, shaded plumage and carefully drawn wheels give it character. Mechanical construction is weaker: the chain loop sits below the crank, and foot-to-pedal and wing-to-handlebar contact are ambiguous. Smooth gradients provide volume, but the scene remains visibly stylized.

Muse Wonder

A controlled, expressive seaside illustration with a distinctive pelican, coherent bicycle geometry and successfully resolved graphic detail. Visible pedal support and plausible occlusion strengthen the riding construction. Aligned wheels and layered scenery establish placement. Limited cast shadows, simplified leg articulation and restrained material modeling constrain its physical finish.

Score breakdown

CategoryDeepSeek-V4-Pro-0813Muse Wonder
Task & likeness8.0/108.5/10
Anatomy & construction5.0/106.0/10
Space & placement6.5/107.5/10
Light & reflections7.0/105.5/10
Purposeful detail7.0/108.5/10
Artistry & character5.5/107.5/10
Materials & effects7.0/106.0/10
Visual integrity5.0/108.0/10

Benchmark task

A cycling pelican tests anatomy, riding posture and contact between the bird and the bicycle.