MAI Transcribe 2 vs Jev
At a Glance
| Compare |  MAI Transcribe 2Microsoft |  JevTypeSafe |
|---|---|---|
| Pricing and Limits | ||
| Input priceFrom · USD / 1M tokens | Not reported | $0.042TypeSafe ↗ · Sep 17, 2026 |
| Output priceFrom · USD / 1M tokens | Not reported | $0.000TypeSafe ↗ · Sep 17, 2026 |
| Context windowMaximum documented tokens | Not reported | 64K |
| Model facts checked | Sep 3, 2026View model evidence → | Sep 17, 2026View model evidence → |
Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →
Available Benchmarks
Side-by-Side Facts
| Field | MAI-Transcribe 2 | Jev |
|---|---|---|
| Developer | Microsoft | TypeSafe |
| Family | Mai Transcribe | Jev |
| Model | MAI-Transcribe 2 | Jev |
| Version | MAI-Transcribe 2 | Jev |
| Lifecycle | preview | active |
| Released | 2026-09-03 | 2026-09-15 |
| Knowledge cutoff | Unknown | Unknown |
| Input modalities | Audio | Text, Model-specific input |
| Output modalities | Text | Model-specific input |
| Context window | Unknown | 64K |
| Total parameters | Unknown | Unknown |
| Active parameters | Unknown | Unknown |
| License | Unknown | Unknown |
| Open weights | No | No |
| API available | Yes | Yes |
| Self-hostable | Unknown | No |
| Provider access | Microsoft Foundry (Public preview) | TypeSafe (Standard) |
| Capabilities | diarization, multilingual, speaker-attribution, transcription, word-level-timestamps | calibrated-confidence, parallel-evaluation, structured_outputs, typed-decisions |
| Maximum Choice cardinality | Unknown | 255 options |
| Default request rate limit | Unknown | 1200 requests per minute |
| State plus longest question limit | Unknown | 32000 tokens |
| Combined state and questions limit | Unknown | 64000 tokens |
| Default token rate limit | Unknown | 250000 tokens per second |
MAI Transcribe 2 Capabilities
Jev Capabilities
Related Comparisons
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MAI-Transcribe 2Microsoft | vs |  GPT-6 AstraOpenAI | cross-developer peerstext |
Claude Fable 5.1Anthropic | vs | MAI-Transcribe 2Microsoft | cross-developer peerstext |
 Gemini 3.1 ProGoogle DeepMind | vs | MAI-Transcribe 2Microsoft | cross-developer peerstext |
 DeepSeek-V4.1-FlashDeepSeek | vs | MAI-Transcribe 2Microsoft | cross-developer peerstext |
MAI-Transcribe 2Microsoft | vs | Grok 4.6xAI | cross-developer peerstext |
MAI-Transcribe 2Microsoft | vs |  Qwen3.8-MaxQwen | cross-developer peerstext |
MAI-Transcribe 2Microsoft | vs |  Kimi-K3Moonshot AI | cross-developer peerstext |
 MiniMax-M3MiniMax | vs | MAI-Transcribe 2Microsoft | cross-developer peerstext |
MAI-Transcribe 2Microsoft | vs |  GLM-5.3Z.ai | cross-developer peerstext |
MAI-Transcribe 2Microsoft | vs |  Hy4 previewTencent | cross-developer peerstext |
Seed 2.1 ProByteDance Seed | vs | MAI-Transcribe 2Microsoft | cross-developer peerstext |
MAI-Transcribe 2Microsoft | vs |  Mistral Large 3Mistral AI | cross-developer peerstext |
Primary Evidence
Sources and Freshness
Questions
MAI Transcribe 2 vs Jev FAQs
Is MAI Transcribe 2 or Jev better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both MAI Transcribe 2 and Jev, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, MAI Transcribe 2 or Jev?+
Only Jev has a directly sourced input price: $0.042 per million tokens. Only Jev has a directly sourced output price: $0.000 per million tokens.
Which has a larger context window, MAI Transcribe 2 or Jev?+
Neither model has a larger sourced context window in this comparison. MAI Transcribe 2 is — and Jev is 64K.
Which performs better in benchmarks, MAI Transcribe 2 or Jev?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can MAI Transcribe 2 or Jev be self-hosted?+
Neither model is the only model in this pair currently marked as self-hostable. MAI Transcribe 2 is not marked open weight; Jev is not marked open weight.
Can MAI Transcribe 2 and Jev understand images?+
MAI Transcribe 2 is not documented with image input; Jev is not documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, MAI Transcribe 2 or Jev?+
Neither has a larger sourced maximum output. MAI Transcribe 2 is — and Jev is —.
Do MAI Transcribe 2 and Jev support reasoning and tool use?+
MAI Transcribe 2: none of these features are definitively sourced. Jev: none of these features are definitively sourced. Feature support does not establish relative quality.
Which is available from more inference providers, MAI Transcribe 2 or Jev?+
MAI Transcribe 2 has 1 sourced provider route; Jev has 1, a tie.
Which offers better value, MAI Transcribe 2 or Jev?+
There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.