Every model has
a mathematical
portrait.
Eight dimensions of capability. One Lissajous curve. No two models produce the same figure. Derived from Chatbot Arena — 6M+ crowdsourced votes.
Data attribution: Evaluation data from Chatbot Arena by Arena Intelligence (lmarena-ai). BRAIAIN has no financial relationship with any model provider and receives no compensation tied to scores.
The unreached ceiling
When all eight dimensions reach 1.0, the figure achieves 8-fold rotational symmetry. The void at centre is the fixed point of dihedral group D₈. No model has earned it. The distance between the current leader and this figure is the entire story of where AI is right now.
Scores derived from Chatbot Arena Elo ratings (6M+ votes).
Full model page ↗The BRAIAIN
Standard
BRAIAIN Standard visualizes AI model capability as mathematical art. We transform multi-dimensional performance data into unique Lissajous curves — one per model, derived from its scores across reasoning, math, coding, science, context, speed, efficiency, and multimodal capability.
Dimension scores are sourced from Chatbot Arena (arena.ai) — the industry-standard crowdsourced evaluation platform with 6 million+ human votes across 347 models. Arena Elo ratings across 8 categories are normalized to 0–1 to drive our scoring formula and DNA visualizations. We credit the Arena community for the underlying evaluation data.
BRAIAIN Standard has never accepted funding from any AI laboratory. The DNA visualization algorithm, print production, and editorial framing are ours. The evaluation data belongs to the community that generated it.
Eight dimension scores (each 0.0–1.0) feed into two section scores (200–800 each) for a total of 400–1600.
= 200 + (Reasoning×0.35 + Math×0.40 + Science×0.25) × 600
Technical (200–800):
= 200 + (Coding×0.40 + Context×0.30 + Efficiency×0.15 + Speed×0.15) × 600
BRAIAIN Score = Analytical + Technical [range: 400–1600]
Dimension score = Arena Elo normalized to 0.0–1.0
(Elo 1350 = 0.0, Elo 1575 = 1.0)
Source: arena.ai — 6M+ crowdsourced votes
| Section | Measures | Weight |
|---|---|---|
| Analytical (200–800) | Reasoning, mathematics, science | 50% |
| Technical (200–800) | Coding, context, efficiency, speed | 50% |
“BRAIAIN Standard has never accepted and will never accept funding, sponsorship, or paid placement from any AI laboratory or model provider. Scores are derived from public crowdsourced evaluation data (Chatbot Arena). Models are included at our discretion. The DNA visualization, scoring formula, and print production are independent of all model providers. If Arena ratings change, our scores update accordingly.”
Eight dimensions are drawn from Arena category leaderboards, each representing a distinct axis of model capability as evaluated by millions of human voters in blind pairwise comparisons.
| BRAIAIN Dim | Arena Source | What it measures |
|---|---|---|
| Reasoning | Hard Prompts | Complex multi-step problem solving |
| Math | Math | Mathematical reasoning and computation |
| Coding | WebDev / Code | Software engineering and debugging |
| Science | Overall | General knowledge and scientific reasoning |
| Context | Multi-Turn | Sustained coherence across exchanges |
| Speed | Creative Writing | Fluent, high-quality generation |
| Efficiency | Instruction Following | Precision in following constraints |
| Multimodal | Vision Arena | Image understanding and reasoning |
Elo ratings are updated as new Arena votes are cast. BRAIAIN refreshes scores periodically. Raw Arena Elo values are preserved in our data for full transparency.
BRAIAIN scores are derived from public Arena data and update accordingly.
- When Chatbot Arena publishes updated Elo ratings, BRAIAIN refreshes affected models
- New models are added when they appear in Arena with sufficient vote counts
- If you believe our normalization of Arena data contains an error, email hello@braiain.com
- Raw Arena Elo values are published alongside normalized BRAIAIN scores for verification
Each model’s eight dimension scores drive 16 harmonic components in a Lissajous parametric curve — all eight dimensions on both axes, but with prime frequencies (1, 2, 3, 5, 7, 11, 13, 17) on one axis and composite frequencies (1, 4, 6, 8, 9, 10, 14, 15) on the other. Each dimension’s score also sets the phase offset of another component, creating cross-coupling that ensures models with different capability profiles produce genuinely different shapes. A model strong in math but weak in coding traces a fundamentally different path than one strong in coding but weak in math, even at the same total score.
BRAIAIN Standard is used in AI literacy curricula.
Any publicly available model may be submitted. No fee.
submissions@braiain.com
Own the
intelligence.
Each model’s benchmark scores produce a unique Lissajous figure — iterated 70,000 times, rendered as a scientific etching on archival cotton rag. Looks better in person than on screen.
The Scale
The complete arc of machine intelligence. Scores 400 through 1600 in sequence on one archival panel.
The floor. The ceiling. Every step between. One wall. One argument.
The Complete Argument
The Floor (400) + Current leader + Perfect score (1600) + The Scale. Four prints, one wall, complete story.
Pigment-based inks rated for 100+ years of display lightfastness. Museum-quality reproduction process. These prints will outlast the models they depict.
Acid-free, 100% cotton fibre. Warm white surface that complements the warm monochrome palette. The print looks better in person than on screen — the warm palette on cotton catches light in a way screens cannot reproduce.
Printful replaces damaged prints at no cost. Contact us within 14 days with a photograph. No questions asked.