Visual Reasoning AI StudioPrivate workspace
Multimodal analysis. Deterministic proof.

Visual reasoning,
made inspectable.

A multimodal AI question generation engine for assessment and EdTech teams that turns visual reasoning patterns into new, verified variants—with the logic and quality gates visible at every step.

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Protected generation Reproducible seeds Solver-owned answers
verification.runVERIFIED DEMO
→→→?
01rotation+90° clockwise02fill_statetoggle03next_stateoption_C
Unique answer PASS
Semantic distance PASS
Artifact integrity PASS
VERIFIEDSeed 842,019
03Supported
reasoning families
06Deterministic
release gates
10Variants per
protected run
24hDefault asset
retention
The verification architecture

AI proposes.
The engine proves.

Generation is only useful when you can explain why an answer is correct. The studio separates interpretation from deterministic validation.

01

Read the reference

Multimodal analysis identifies candidate visual relationships without owning correctness.

02

Structure the rule

The relationship becomes a versioned, inspectable reasoning specification.

03

Create fresh variants

A controlled scene engine produces new geometry from reproducible seeds.

04

Prove before release

Solvers, uniqueness checks and artifact gates decide PASS or REVIEW REQUIRED.

Inside a verified run

Don’t take the model’s
word for it.

Inspect synthetic examples, the extracted rule, solver answer, and every release gate.

Figure Series

Orbit & fill series

A triangular marker turns clockwise while alternating between outline and fill.

PASS
Reference structure
→→→?
ROTATE +90°TOGGLE FILLREPLAY ×3
Structured reasoning

Rotate 90° clockwise, then toggle fill on every step.

Analysis confidence98%
Solver answerC
Transition replay3/3 transitions reproduce the rule
Unique answerOnly option C solves the next state
Option distanceAll four canonical states are distinct

Synthetic fixture · studio-series-001 · no external source assets

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Bounded by design

Three families.
Clear guarantees.

Generate Figure Series, Figure Analogy and Odd-One-Out questions with an explicit solver and failure boundary. Unregistered patterns stop for expert review.

→→
AVAILABLE

Figure Series

Multi-step rotation, movement and visual-state progressions.

Transition replay
→→?
AVAILABLE

Figure Analogy

Transfer one transformation chain from A:B to C:?.

Rule transfer
AVAILABLE

Odd-One-Out

Feature membership and single-outlier classification.

Outlier proof
Built for technical review

Private by default.
Auditable by design.

Public examples are synthetic. Live references stay inside a protected tenant workspace with signed artifacts and controlled retention.

No anonymous generation

Every live run requires an authenticated tenant key.

24-hour retention

Inputs and outputs expire automatically by default.

Provider-independent core

Analysis adapters can change; deterministic verification stays stable.

Complete provenance

Seeds, hashes, versions and gate outcomes travel with every bundle.

Built around your assessment workflow

Bring one visual pattern.
Leave with a verified system.

Architecture, pilot, integration and new reasoning-family work are scoped to your source material and acceptance criteria.

Discuss your workflow Enterprise custom · Contact for quote