STEALTHMARK · HEAD TO HEAD

All comparisons ↗

Crouton Alpha vs DeepSeek-V4.1-Flash-1017

DeepSeek-V4.1-Flash-1017 leads Crouton Alpha by 11.2 points on StealthMark, 59.2 to 48.0. It leads on 8 of 9 benchmarks, including both games, and Crouton Alpha on 1. DeepSeek-V4.1-Flash-1017 scores higher on Newton's Mirror, with its largest category advantage in reflections.

See the difference ↘
Model guide ↗
All results ↗

Overall StealthMark

48.0/100Overall rank 23/56
59.2/100Overall rank 10/56

General Intelligence

43.5/100
56.8/100

Visual Intelligence

56.0/100
63.5/100

Reasoning efficiency

How many reasoning tokens a model needs for the quality it delivers.

Single-step reasoning How much it reasons to understand a task

Multi-step reasoning How much it keeps reasoning as a task goes on

Cost efficiency

How much Performance you get for your money.

  • Crouton AlphaNot measured

Open or local

Open modelMIT

BENCHMARK BY BENCHMARK

Where each model leads

  • Crouton Alpha
  • DeepSeek-V4.1-Flash-1017
  • Other models
  • Median

DATASHEET

Specs and pricing

DeepSeek-V4.1-Flash-1017 scores higher on StealthMark and runs 1.8× faster in our speed test.

  • Crouton Alpha
  • DeepSeek-V4.1-Flash-1017
  • Other models
  • Median
PricePer 1M output tokens, input below
Crouton Alpha: No list priceDeepSeek-V4.1-Flash-1017: $1.20$0.30 input
Context windowTokens per request, max output below
Crouton Alpha: Not publishedDeepSeek-V4.1-Flash-1017: 1M384K max output
Output speedTokens per second, our measurement
Crouton Alpha: 175tokens/sDeepSeek-V4.1-Flash-1017: 3101.8× fastertokens/s
SizeTotal and active parameters
Crouton Alpha: Not disclosedDeepSeek-V4.1-Flash-1017: 763B16B activeEstimated
Developer
Not publishedDeepSeek-AI
Released
Not published17 Oct 2026
Origin
Not publishedChina
Input → output
Not publishedText, image → text
Architecture
Not publishedSparse mixture-of-experts with a causal encoder-decoder design and native image understanding.

Full datasheets, every price and sourceDeepSeek-V4.1-Flash-1017 ↗

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.

Crouton Alpha 32.3/100Rank 29/52

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

DeepSeek-V4.1-Flash-1017 52.9/100Rank 16/52

Survived 1 of 3
Foresight: complete playing field
Level 310 ptsTurn 15 / 20

Points per level

LevelCrouton AlphaDeepSeek-V4.1-Flash-1017
Level 1Second Thoughts
3 ptsOut of lives
26 ptsSurvived
Level 2Pressure Pot
7 ptsOut of lives
7 ptsOut of lives
Level 3Hide or Flight
9 ptsSurvived
10 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.

Crouton Alpha 59.5/100Rank 24/53

Cleared 4 of 5
Latch: complete playing field
Level 520.2 ptsTurn 29 / 40

DeepSeek-V4.1-Flash-1017 73.9/100Rank 15/53

Cleared 5 of 5
Latch: complete playing field
Level 520 ptsTurn 30 / 40

Points per level

LevelCrouton AlphaDeepSeek-V4.1-Flash-1017
Level 1Hold the door
5.2 ptsCleared
5.2 ptsCleared
Level 2Crossfeed
9.4 ptsCleared
9.8 ptsCleared
Level 3Relay vault
11.2 ptsFinished early
19.2 ptsCleared
Level 4Passing bay
18.2 ptsClearedFinished early · 3 beacons left
16.4 ptsClearedFinished early · 3 beacons left
Level 5Second thoughts
20.2 ptsCleared
20 ptsCleared

Newton's Mirror

Same task instructions

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

The judgment

Crouton Alpha

The artwork establishes approximate central placement, a separate airborne black blob, and basic wall and floor sphere images. Its defining weaknesses are the largely absent recursive reflection system, missing emitter mappings, satin steel appearance and unresolved paint interaction. The black lateral wedges do not establish a separate viewport, and the hidden floor contact does not establish a gap. The category values remain unchanged.

DeepSeek-V4.1-Flash-1017

Principal sphere and airborne-black placements are supported, and diminishing bilateral chains provide limited optical structure. Missing nested imagery, incomplete outer chains, distorted first images and sparse emitter recurrence remain the dominant weaknesses. Oversized paint bodies and unresolved cyan contact impose separate limitations.

Score breakdown

CategoryCrouton AlphaDeepSeek-V4.1-Flash-1017
State at 600 ms19.0/2523.0/25
Camera and placement11.0/1513.5/15
Reflections21.5/12034.0/120
Materials and scale6.0/108.5/10
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

Crouton Alpha

A cheerful, readable cartoon captures the crouton's signature expression and many specific accessories. Coherent cube geometry and foreground foreshortening support the selfie. Simple construction and flat material treatment limit its sophistication, while the tipping raft, advancing soup and unnoticed soaking remain insufficiently clear.

DeepSeek-V4.1-Flash-1017

An expressive, intricately drawn storybook scene with a complete flowing silhouette and differentiated glossy materials. The supported main lens and continuous shrimp body make the central interaction readable, but reciprocal eye lines, facial magnification and the smaller lens grip remain ambiguous. Bright granular fringes and crowded accessory lines limit the finish.

Score breakdown

CategoryCrouton AlphaDeepSeek-V4.1-Flash-1017
Task & likeness6.5/107.5/10
Anatomy & construction5.5/107.5/10
Space & placement6.5/108.0/10
Light & reflections5.5/107.0/10
Purposeful detail7.0/107.5/10
Artistry & character5.0/108.0/10
Materials & effects5.5/107.5/10
Visual integrity7.5/106.5/10

Benchmark task

Crouton Alpha

Character scenes test expression, anatomy, materials and coherent visual construction.

DeepSeek-V4.1-Flash-1017

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.

Mona Lisa

Different task instructions

Precise visual recall and portrait reconstruction.

The judgment

Crouton Alpha

A recognizable, coherent simplification with readable eyes, a restrained smile and modest facial volume. Frontal symmetry, an oversized head, capsule-like hands and geometric scenery substantially limit likeness, anatomy and depth. Clean contours preserve basic integrity but do not establish sophisticated construction or finish.

DeepSeek-V4.1-Flash-1017

A coherent graphic interpretation with controlled contours, modeled facial volume and purposeful portrait details. Replication remains limited by the frontal pose, enlarged face, altered expression and ambiguous crossed hands. Landscape layering provides depth, while schematic fabric, smooth surfaces and tonal bands constrain the finish.

Score breakdown

CategoryCrouton AlphaDeepSeek-V4.1-Flash-1017
Task & likeness4.5/105.0/10
Anatomy & construction4.0/105.0/10
Space & placement4.5/106.0/10
Light & reflections5.0/106.0/10
Purposeful detail4.0/105.5/10
Artistry & character4.5/105.5/10
Materials & effects4.0/105.5/10
Visual integrity6.0/106.0/10

Benchmark task

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

Beach

Same task instructions

Creativity, perspective and visual beauty.

The judgment

Crouton Alpha

A colorful, readable sunset beach scene with playful subjects and a clear central reflection. Purposeful equipment and animal details reward inspection, and the principal attachments remain intact. Basic geometric anatomy, mixed viewpoints and sparse directional shadows limit its construction and depth; smooth gradients provide atmosphere with little material differentiation.

DeepSeek-V4.1-Flash-1017

A coherent, colorful beach illustration with controlled curves, clean layering and varied readable accessories. Castle details and small animal features strengthen its finish. Schematic airborne animals, uncertain board support, shallow architectural depth and decorative reflections limit physical coherence and drawing sophistication.

Score breakdown

CategoryCrouton AlphaDeepSeek-V4.1-Flash-1017
Task & likeness8.5/107.0/10
Anatomy & construction5.0/105.5/10
Space & placement5.5/105.5/10
Light & reflections5.5/106.0/10
Purposeful detail7.0/106.5/10
Artistry & character5.0/105.0/10
Materials & effects5.5/105.5/10
Visual integrity7.0/104.5/10

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

Crouton Alpha

This benchmark has not been assessed yet.

DeepSeek-V4.1-Flash-1017

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

Crouton Alpha

A readable cartoon with expressive faces, purposeful markings and clear water motion. Hull shading and an underside shadow establish modest depth. The dog contacts the controls, but the raccoon's frontal pose leaves its seated weight unresolved. Simple anatomy and limited shared perspective constrain the drawing.

DeepSeek-V4.1-Flash-1017

An appealing cartoon with recognizable riders, expressive faces and a cohesive twilight palette. Clean shapes support the composition, but ambiguous limb overlaps, weak seat contact and loosely resolved steering limit physical coherence. Lighting and water effects are decorative, with modest material differentiation and drawing complexity.

Score breakdown

CategoryCrouton AlphaDeepSeek-V4.1-Flash-1017
Task & likeness7.0/108.0/10
Anatomy & construction5.0/107.0/10
Space & placement6.0/107.0/10
Light & reflections6.0/106.5/10
Purposeful detail6.5/107.0/10
Artistry & character5.0/107.0/10
Materials & effects5.5/106.5/10
Visual integrity6.0/108.0/10

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

Same task instructions

Subject construction and spatial relationships.

The judgment

Crouton Alpha

A recognizable, expressive pelican cyclist with purposeful feather and bicycle detail. Readable steering reach, connected machinery and modest body shading earn additional credit. Jointless legs, uncertain pedal engagement and unclear seated support keep the central action only partially resolved; shallow space and simple materials further limit the illustration.

DeepSeek-V4.1-Flash-1017

An expressive, controlled illustration with continuous body construction, substantial bicycle detail and effective landscape depth. Unclear foot-to-pedal and wing-to-handlebar contacts limit physical conviction and local readability. Purposeful detail and composition are stronger than directional lighting and material treatment.

Score breakdown

CategoryCrouton AlphaDeepSeek-V4.1-Flash-1017
Task & likeness7.0/108.5/10
Anatomy & construction5.0/107.0/10
Space & placement5.5/107.5/10
Light & reflections5.5/106.5/10
Purposeful detail6.5/107.5/10
Artistry & character5.5/107.0/10
Materials & effects5.0/107.0/10
Visual integrity6.0/107.5/10

Benchmark task

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