Model Compatibility Matrix

Which features work with which model and language?

Not every AI analysis works equally reliably with every local model. This matrix shows, based on measured benchmark data, which combinations are approved (✅), come with a latency notice (⚠️), or are blocked (❌). Cloud models (OpenAI, Anthropic, Mistral) have no known restrictions. Apple Intelligence (On-Device) has language- and feature-specific restrictions – see matrix.

Legend

  • ✓ Approved – JSON reliability ≥ 78% and latency < 5 s
  • ⚠ Latency notice – feature active, response time > 5 s on the selected reference hardware
  • ✗ Blocked – JSON reliability below 78%, feature disabled

Compatibility Blocks

Blocks apply to all hardware configurations (JSON compliance < 78%).

Qwen 2.5 1.5B

Features DEENESFRITNLPTPLSVDANOCSROJARU
Emotion Analysis ✗ ✓ ✓ ✗ ✓ ✗ ✗ ✓ ✓ ✓ ✓ ✓ ✗ ✓ ✗
Argumentation Fallacies ✗ ✗ ✗ ✗ ✓ ✗ ✓ ✗ ✓ ✗ ✓ ✓ ✓ ✓ ✗
Topic Classification ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Tonality Analysis ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Nonviolent Communication ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Cognitive Biases ✓ ✓ ✗ ✓ ✓ ✗ ✓ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✓
Four-Sides Model ✓ ✓ ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Bible Impulse ✓ ✓ ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Transactional Analysis ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗
Appraisal Analysis ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗
Regulatory Focus ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✓ ✗ ✓ ✗ ✓ ✓ ✗ ✓

Qwen 2.5 3B Default

Features DEENESFRITNLPTPLSVDANOCSROJARU
Emotion Analysis ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✓ ✓ ✓ ✗
Argumentation Fallacies ✓ ✓ ✓ ✓ ✓ ✗ ✗ ✓ ✓ ✓ ✓ ✗ ✗ ✓ ✓
Topic Classification ✓ ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Tonality Analysis ✓ ✗ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Nonviolent Communication ✓ ✓ ✗ ✗ ✗ ✗ ✗ ✗ ✓ ✓ ✓ ✗ ✗ ✓ ✗
Cognitive Biases ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✗ ✗
Four-Sides Model ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Bible Impulse ✓ ✗ ✗ ✗ ✓ ✗ ✗ ✗ ✗ ✗ ✓ ✓ ✓ ✗ ✗
Transactional Analysis ✓ ✓ ✓ ✓ ✗ ✗ ✓ ✓ ✗ ✓ ✓ ✗ ✗ ✓ ✓
Appraisal Analysis ✗ ✓ ✗ ✗ ✗ ✗ ✗ ✓ ✗ ✓ ✗ ✓ ✓ ✓ ✓
Regulatory Focus ✓ ✗ ✓ ✓ ✓ ✗ ✓ ✗ ✓ ✗ ✗ ✓ ✓ ✓ ✓

Qwen 2.5 7B

Features DEENESFRITNLPTPLSVDANOCSROJARU
Emotion Analysis ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Argumentation Fallacies ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Topic Classification ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Tonality Analysis ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Nonviolent Communication ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Cognitive Biases ✗ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✓ ✗
Four-Sides Model ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✗ ✗ ✗ ✓ ✓ ✗ ✓
Bible Impulse ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Transactional Analysis ✗ ✓ ✗ ✗ ✗ ✗ ✓ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗
Appraisal Analysis ✗ ✗ ✓ ✓ ✗ ✗ ✗ ✗ ✓ ✓ ✗ ✓ ✓ ✗ ✓
Regulatory Focus ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✗ ✓

Qwen 3 8B Premium

Features DEENESFRITNLPTPLSVDANOCSROJARU
Emotion Analysis ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Argumentation Fallacies ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Topic Classification ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✗ ✓
Tonality Analysis ✓ ✗ ✗ ✗ ✗ ✓ ✗ ✓ ✗ ✗ ✗ ✓ ✗ ✗ ✗
Nonviolent Communication ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Cognitive Biases ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Four-Sides Model ✓ ✗ ✓ ✓ ✓ ✓ ✓ ✗ ✗ ✗ ✓ ✗ ✗ ✗ ✗
Bible Impulse ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✗ ✗ ✗ ✗
Transactional Analysis ✗ ✗ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✗ ✓ ✓
Appraisal Analysis ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗
Regulatory Focus ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✓

Apple Intelligence On-Device

Features DEENESFRITNLPTPLSVDANOCSROJARU
Emotion Analysis ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✗ ✗ ✓ ✗
Argumentation Fallacies ✓ ✓ ✓ ✓ ✗ ✗ ✗ ✗ ✓ ✗ ✗ ✗ ✗ ✓ ✗
Topic Classification ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✗ ✗ ✓ ✗
Tonality Analysis ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✗ ✗ ✓ ✗
Nonviolent Communication ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✗ ✗ ✗ ✗
Cognitive Biases ✗ ✗ ✓ ✓ ✗ ✓ ✗ ✗ ✓ ✗ ✓ ✗ ✗ ✗ ✗
Four-Sides Model ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✗ ✗ ✓ ✗
Bible Impulse ✓ ✗ ✗ ✓ ✗ ✗ ✓ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗
Transactional Analysis ✗ ✗ ✓ ✗ ✓ ✗ ✗ ✗ ✗ ✗ ✓ ✗ ✗ ✗ ✗
Appraisal Analysis ✗ ✗ ✗ ✓ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗ ✗
Regulatory Focus ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✗ ✓ ✓ ✓ ✗ ✗ ✓ ✗

Latency Notices by Hardware

Latency notices vary by hardware.

– = combination blocked (see above).

Reference Hardware

🗓 2026-04-11

Qwen 2.5 1.5B

Features DEENESFRITNLPTPLSVDANOCSROJARU
Emotion Analysis – ✓ ✓ – ✓ – – ✓ ✓ ✓ ✓ ✓ – ✓ –
Argumentation Fallacies – – – – ✓ – ✓ – ✓ – ✓ ✓ ✓ ✓ –
Topic Classification ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Tonality Analysis ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Nonviolent Communication ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Cognitive Biases ✓ ✓ – ✓ ✓ – ✓ – – – – – – – ✓
Four-Sides Model ✓ ✓ ✓ ✓ ✓ – ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Bible Impulse ✓ ✓ ✓ ✓ ✓ – ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Transactional Analysis – – – – – – – – – – – – – – –
Appraisal Analysis – – – – – – – – – – – – – – –
Regulatory Focus – – – – – – – ✓ – ✓ – ✓ ✓ – ✓

Qwen 2.5 3B Default

Features DEENESFRITNLPTPLSVDANOCSROJARU
Emotion Analysis ✓ ✓ ✓ ✓ ✓ ✓ ✓ – ✓ ✓ ✓ ✓ ✓ ✓ –
Argumentation Fallacies ✓ ✓ ✓ ✓ ✓ – – ✓ ✓ ✓ ✓ – – ✓ ✓
Topic Classification ✓ ✓ ✓ ✓ – ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Tonality Analysis ✓ – ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Nonviolent Communication ✓ ✓ – – – – – – ✓ ✓ ✓ – – ✓ –
Cognitive Biases ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ – ✓ ✓ ✓ – –
Four-Sides Model ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Bible Impulse ✓ – – – ✓ – – – – – ✓ ✓ ✓ – –
Transactional Analysis ✓ ✓ ✓ ✓ – – ✓ ✓ – ✓ ✓ – – ✓ ✓
Appraisal Analysis – ✓ – – – – – ✓ – ✓ – ✓ ✓ ✓ ✓
Regulatory Focus ✓ – ✓ ✓ ✓ – ✓ – ✓ – – ✓ ✓ ✓ ✓

Qwen 2.5 7B

Features DEENESFRITNLPTPLSVDANOCSROJARU
Emotion Analysis ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Argumentation Fallacies ✓ ✓ ✓ ✓ ⚠ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Topic Classification ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Tonality Analysis ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Nonviolent Communication ⚠ ✓ ✓ ✓ ⚠ ✓ ⚠ ⚠ ✓ ✓ ✓ ⚠ ⚠ ✓ ⚠
Cognitive Biases – ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ – ✓ ✓ ✓ ✓ –
Four-Sides Model ⚠ ✓ ⚠ ⚠ ⚠ ⚠ ✓ ⚠ – – – ⚠ ⚠ – ⚠
Bible Impulse ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Transactional Analysis – ✓ – – – – ✓ – – – – – – – –
Appraisal Analysis – – ✓ ✓ – – – – ⚠ ✓ – ⚠ ⚠ – ⚠
Regulatory Focus ✓ ✓ ✓ ✓ ✓ ✓ ✓ ⚠ ✓ ✓ ✓ ⚠ ⚠ – ⚠

Qwen 3 8B Premium

Features DEENESFRITNLPTPLSVDANOCSROJARU
Emotion Analysis ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Argumentation Fallacies ✓ ✓ ✓ – ✓ ✓ ✓ ⚠ ✓ ✓ ✓ ⚠ ✓ ✓ ✓
Topic Classification ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ⚠ ✓ ✓ ✓ ✓ – ✓
Tonality Analysis ✓ – – – – ✓ – ✓ – – – ✓ – – –
Nonviolent Communication ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ⚠ ✓ ✓ ✓ ✓ ✓ ✓
Cognitive Biases ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Four-Sides Model ✓ – ✓ ✓ ✓ ✓ ✓ – – – ✓ – – – –
Bible Impulse ✓ ✓ ✓ ✓ ✓ ✓ ✓ – ✓ ✓ ✓ – – – –
Transactional Analysis – – ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ – ✓ ✓
Appraisal Analysis – – – – – – – – – – – – – – –
Regulatory Focus ✓ ✓ ✓ – ✓ ✓ ✓ ✓ ✓ ✓ – ✓ ✓ ✓ ✓

Apple Intelligence On-Device

Features DEENESFRITNLPTPLSVDANOCSROJARU
Emotion Analysis ✓ ✓ ✓ ✓ ✓ ✓ ✓ – ✓ ✓ ✓ – – ✓ –
Argumentation Fallacies ✓ ✓ ✓ ✓ – – – – ✓ – – – – ✓ –
Topic Classification ✓ ✓ ✓ ✓ ✓ ✓ ✓ – ✓ ✓ ✓ – – ✓ –
Tonality Analysis ✓ ✓ ✓ ✓ ✓ ✓ ✓ – ✓ ✓ ✓ – – ✓ –
Nonviolent Communication ✓ ✓ ✓ ✓ ✓ ✓ ✓ – ✓ ✓ ✓ – – – –
Cognitive Biases – – ✓ ✓ – ✓ – – ✓ – ✓ – – – –
Four-Sides Model ✓ ✓ ✓ ✓ ✓ ✓ ✓ – ✓ ✓ ✓ – – ✓ –
Bible Impulse ✓ – – ✓ – – ✓ – – – – – – – –
Transactional Analysis – – ✓ – ✓ – – – – – ✓ – – – –
Appraisal Analysis – – – ✓ – – – – – – – – – – –
Regulatory Focus ✓ ✓ ✓ ✓ ✓ ✓ ✓ – ✓ ✓ ✓ – – ✓ –

☁️ Cloud Models (OpenAI, Anthropic, Mistral)

All 10 analyses in all 15 languages approved – no known restrictions.

Measurement Criteria

Go/No-Go per ADR-075: JSON reliability ≥ 78% and median latency (p50) < 5,000 ms. Reference hardware: Apple M4 Pro (14C CPU + 20C GPU, 64 GB RAM) and NVIDIA RTX 2000 Ada (16 GB GDDR6, CUDA 13.1). 10 runs per combination.