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Model comparison

Overview

Description
THX-01 is a 322M multilingual decision model from HAL-X AI, trained with reinforcement learning on a strictly proper scoring rule so its probabilities are calibrated. Send a state and typed questions (noul / choice / score) and get an answer with probabilities for each question in one forward pass of about 10 ms — not generated chat text. Post-trained in 18 languages, 100+ supported. Apache 2.0. Call POST /api/v1/decisions (POST /api/v1/systemone is the same handler).
Category
Text Generation
Context length
1K
Providers
1

Pricing (per 1M tokens)

Input
$0
Output
$0

Capabilities

Reasoning
–
Tool calling
–
Vision
–
Streaming
–

Token activity (30 days)

Usage

Overview

Description
SubQ Snap Preview is Subquadratic's System One decision model for routing, guardrails, triage and other fast decisions. It is in public preview. Send application state and typed questions (noul / choice / score) and get back typed answers with probabilities and confidence — not generated chat text. SubQ documents text input and output plus image input (PNG, JPEG or WebP, up to 4 images). Call POST /api/v1/decisions (POST /api/v1/systemone is the same handler).
Category
Text Generation
Context length
0
Providers
1

Pricing (per 1M tokens)

Input
$0
Output
$0

Capabilities

Reasoning
–
Tool calling
–
Vision
Streaming
–

Token activity (30 days)

Usage

Overview

Description
Microsoft-Decision-1 is a small Microsoft model built for fast decisions: yes/no, multiple-choice and rating questions, plus rubric-based grading of AI responses and agent actions. Send application state and typed questions (noul / choice / score) and get back a calibrated probability for each fixed answer option, not generated chat text. It has a 32,768-token context window. Call POST /api/v1/decisions (POST /api/v1/systemone is the same handler).
Category
Text Generation
Context length
33K
Providers
2

Pricing (per 1M tokens)

Input
$0.04
Output
$0

Capabilities

Reasoning
–
Tool calling
–
Vision
–
Streaming
–

Token activity (30 days)

Usage