Iceman Contributor 3.2/100Rank 47/47

STEALTHMARK · HEAD TO HEAD
All comparisons ↗MiniMax M3 leads Iceman Contributor by 15.4 points on StealthMark, 34.6 to 19.2. It leads on all 9 benchmarks. MiniMax M3 scores higher on Newton's Mirror, with its largest category advantage in reflections.
See the difference ↘On every task, result quality and reasoning tokens are each compared with all measured models and weighed equally. Each dot is one model.
BENCHMARK BY BENCHMARK
DATASHEET
MiniMax M3 scores higher on StealthMark and runs 3.5× faster in our speed test.
Full datasheets, every price and sourceMiniMax M3 ↗
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.


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.


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


Iceman Contributor
The image provides limited evidence through rounded volume, faint wall strips and floor echoes. Its main sphere is small and low, the paint beads do not establish the required interaction history, and most of the defining mirror structure is missing.
MiniMax M3
The centered sphere, aligned left wall image, smaller lower-left continuation and partially occluded floor image provide recognizable local mirror coherence. Cyan remains airborne, the main sphere resembles white marble, and missing right-side imagery, recursive optics and panel mappings leave the scene substantially incomplete.
| Category | Iceman Contributor | MiniMax M3 |
|---|---|---|
| State at 600 ms | 0.5/25 | 7.0/25 |
| Camera and placement | 2.5/15 | 14.5/15 |
| Reflections | 7.5/120 | 22.0/120 |
| Materials and scale | 3.0/10 | 5.0/10 |
| Floor-damage reward | 0.0/10 | 0.0/10 |
A spinning metal sphere and paint in a mirrored room test physical reasoning, perspective and consistency across repeated reflections.
Visual construction and creative interpretation.


Iceman Contributor
The crystal crown, cyan eyes and blue faceting communicate an icy fantasy character. Anatomical readability is substantially weaker: the ringed torso, crowded facial construction and fingerless appendages do not resolve the requested childlike crouch or pouncing gesture. Sparse surface detail and shallow shading further limit the result.
MiniMax M3
The oversized coral M silhouette dominates clearly, with an expressive charcoal face and appealing miniature body. Limbs connect coherently and the cube reads clearly. The lowered left hand only loosely suggests the requested hip pose. Thin highlights and simple gradients provide limited sculptural volume; the cube's glow and grounding shadow are restrained.
| Category | Iceman Contributor | MiniMax M3 |
|---|---|---|
| Task & likeness | 4.0/10 | 8.0/10 |
| Anatomy & construction | 3.0/10 | 6.0/10 |
| Space & placement | 4.0/10 | 7.0/10 |
| Light & reflections | 4.5/10 | 6.0/10 |
| Purposeful detail | 4.0/10 | 4.0/10 |
| Artistry & character | 4.5/10 | 4.0/10 |
| Materials & effects | 4.5/10 | 4.0/10 |
| Visual integrity | 4.0/10 | 8.0/10 |
Iceman Contributor
Character scenes test expression, anatomy, materials and coherent visual construction.
MiniMax M3
A small robot with an oversized angular head presents a glowing object. The scene tests character proportions, gesture and contrasting materials.
Precise visual recall and portrait reconstruction.


Iceman Contributor
The portrait retains a dark silhouette against an earthy landscape, but replication is weak. The frontal body, elongated facial proportions and undifferentiated hands lose the reference's defining pose and likeness. Basic gradients and layered hills provide some coherence, with little anatomical or painterly detail.
MiniMax M3
The centered portrait, dark hair and muted palette suggest Mona Lisa, but characteristic likeness and pose are poorly reproduced. The broad oval face lacks her subtle smile; rounded shoulders and a lone mittenlike hand leave the crossed-arm construction unresolved. Warm shading supplies some volume, while blurred landscape bands, generic clothing and indistinct features limit the drawing.
| Category | Iceman Contributor | MiniMax M3 |
|---|---|---|
| Task & likeness | 1.5/10 | 2.5/10 |
| Anatomy & construction | 1.5/10 | 1.5/10 |
| Space & placement | 2.5/10 | 2.5/10 |
| Light & reflections | 2.0/10 | 3.0/10 |
| Purposeful detail | 2.0/10 | 1.5/10 |
| Artistry & character | 2.0/10 | 1.5/10 |
| Materials & effects | 2.0/10 | 2.0/10 |
| Visual integrity | 3.0/10 | 2.0/10 |
An SVG interpretation of the Mona Lisa tests facial likeness, anatomy and the composition of a familiar portrait.
Creativity, perspective and visual beauty.


Iceman Contributor
A coherent sunset beach with recognizable animals, playful details and effective palm framing. Connected silhouettes and layered scenery support modest construction and placement credit. Jointless figures, limited foreshortening and an inadequately separated sun and reflection keep the execution basic despite its attractive color.
MiniMax M3
A cheerful, coherent sunset illustration with framing palms, warm gradients and an aligned sun reflection. Animals and beach toys add character, but their construction remains basic. The sailboat appears suspended above the water horizon, while absent cast shadows weaken foreground contact. Clean geometric shapes provide polish without substantial texture or depth.
| Category | Iceman Contributor | MiniMax M3 |
|---|---|---|
| Task & likeness | 7.0/10 | 8.0/10 |
| Anatomy & construction | 3.5/10 | 4.5/10 |
| Space & placement | 6.0/10 | 6.0/10 |
| Light & reflections | 4.0/10 | 7.0/10 |
| Purposeful detail | 5.5/10 | 6.0/10 |
| Artistry & character | 3.5/10 | 5.0/10 |
| Materials & effects | 4.5/10 | 5.0/10 |
| Visual integrity | 5.0/10 | 5.5/10 |
A busy shoreline at sunset tests scene composition, animal forms and the relationship between light and water reflections.
Physical reasoning, light and visual reconstruction.


Iceman Contributor
This benchmark has not been assessed yet.
MiniMax M3
This benchmark has not been assessed yet.
A plank, computer mouse and blueberry in a steel room test physical stability, spatial relationships, materials and lighting.
Scene composition and interacting subjects.


Iceman Contributor
The sunset palette and red hull establish an appealing setting, but the central interaction remains unresolved. Overlapping bodies obscure the dog, supported seating is unclear, and no readable paw-to-control grip demonstrates steering. Simple construction, weak environmental lighting and loosely described spray limit depth and finish.
MiniMax M3
The raccoon sits above the dog's back, and the dog reaches toward the jet ski controls. Expressive faces and a vivid sunset make the scene appealing. Construction is simplified: the dog's paws and steering grip are ambiguous, the hull is shallow, and blurred wake patches give limited water displacement. Sunset glow exceeds the lighting modeled on the riders.
| Category | Iceman Contributor | MiniMax M3 |
|---|---|---|
| Task & likeness | 2.0/10 | 8.0/10 |
| Anatomy & construction | 3.0/10 | 5.5/10 |
| Space & placement | 3.0/10 | 6.5/10 |
| Light & reflections | 4.0/10 | 6.0/10 |
| Purposeful detail | 3.5/10 | 7.0/10 |
| Artistry & character | 2.5/10 | 6.0/10 |
| Materials & effects | 4.0/10 | 6.0/10 |
| Visual integrity | 2.5/10 | 7.0/10 |
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.
Subject construction and spatial relationships.


Iceman Contributor
A recognizable pelican and bicycle sit within an appealing sunset composition. Feather contours, bill shape and atmospheric colour provide character, but disconnected-looking leg origins, unclear pedal contact and unresolved steering weaken the central riding action. Consistent wheel alignment establishes a side view without resolving the rider's support.
MiniMax M3
The pelican's long bill, pouch and curved neck read clearly, and the warm sunset gives the composition appeal. Bicycle construction weakens the riding action: feet do not convincingly engage the pedals, crank connections are unclear, and body support is unresolved. Clean silhouettes and orderly spokes provide a competent illustrative finish.
| Category | Iceman Contributor | MiniMax M3 |
|---|---|---|
| Task & likeness | 4.0/10 | 8.0/10 |
| Anatomy & construction | 3.5/10 | 5.5/10 |
| Space & placement | 3.5/10 | 6.5/10 |
| Light & reflections | 5.0/10 | 6.5/10 |
| Purposeful detail | 4.5/10 | 7.5/10 |
| Artistry & character | 3.5/10 | 6.5/10 |
| Materials & effects | 4.0/10 | 6.0/10 |
| Visual integrity | 3.0/10 | 6.5/10 |
A cycling pelican tests anatomy, riding posture and contact between the bird and the bicycle.