MAI Transcribe 2 vs GPT-6 Astra

At a Glance

Compare
Intelligence, Cost, and Efficiency
IntelligenceHigher is better · MM Intelligence v2.5UnrankedNot in the 46-model eligible cohort#6 of 4684.4 score · 3/3 sources · complete
CostLower is better · Published-token output estimateUnrankedNot in the 44-model eligible cohort#41 of 44$0.520 per LiveBench case
EfficiencyHigher is better · MM Efficiency v1.5UnrankedNot in the 38-model eligible cohort#27 of 3849.2 score · 3/3 sources · complete
Pricing and Limits
Input priceFrom · USD / 1M tokensNot reported$10.00Openai · Sep 4, 2026
Output priceFrom · USD / 1M tokensNot reported$50.00Openai · Sep 4, 2026
Context windowMaximum documented tokensNot reported1,050K
Model facts checkedSep 3, 2026View model evidence →Sep 4, 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

All benchmark results →
No Protocol-Matched Benchmark Yet.Results appear here only when both models share the same benchmark version, metric, evaluation protocol, and evidence class.

Side-by-Side Facts

FieldMAI-Transcribe 2GPT-6 Astra
DeveloperMicrosoftOpenAI
FamilyMai TranscribeGpt 6
ModelMAI-Transcribe 2GPT-6 Astra
VersionMAI-Transcribe 2GPT-6 Astra
Lifecyclepreviewactive
Released2026-09-032026-09-03
Knowledge cutoffUnknown2026-04-30
Input modalitiesAudioText, Image
Output modalitiesTextText
Context windowUnknown1,050K
Total parametersUnknownUnknown
Active parametersUnknownUnknown
LicenseUnknownUnknown
Open weightsNoNo
API availableYesYes
Self-hostableUnknownNo
Provider accessMicrosoft Foundry (Public preview)Openai (Standard), Openrouter (Standard)
Capabilitiesdiarization, multilingual, speaker-attribution, transcription, word-level-timestampschat, computer-use, generation, reasoning, research, tools

MAI Transcribe 2 Capabilities

diarizationmultilingualspeaker-attributiontranscriptionword-level-timestamps
Serving providers1
Canonical IDmicrosoft/mai-transcribe

GPT-6 Astra Capabilities

chatcomputer-usegenerationreasoningresearchtools
Serving providers2
Canonical IDopenai/gpt-6-astra

Primary Evidence

Sources and Freshness

Questions

MAI Transcribe 2 vs GPT-6 Astra FAQs

Is MAI Transcribe 2 or GPT-6 Astra better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both MAI Transcribe 2 and GPT-6 Astra, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, MAI Transcribe 2 or GPT-6 Astra?+

Only GPT-6 Astra has a directly sourced input price: $10.00 per million tokens. Only GPT-6 Astra has a directly sourced output price: $50.00 per million tokens.

Which has a larger context window, MAI Transcribe 2 or GPT-6 Astra?+

Neither model has a larger sourced context window in this comparison. MAI Transcribe 2 is — and GPT-6 Astra is 1,050K.

Which performs better in benchmarks, MAI Transcribe 2 or GPT-6 Astra?+

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 GPT-6 Astra 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; GPT-6 Astra is not marked open weight.

Can MAI Transcribe 2 and GPT-6 Astra understand images?+

MAI Transcribe 2 is not documented with image input; GPT-6 Astra is documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, MAI Transcribe 2 or GPT-6 Astra?+

Neither has a larger sourced maximum output. MAI Transcribe 2 is — and GPT-6 Astra is 128K.

Do MAI Transcribe 2 and GPT-6 Astra support reasoning and tool use?+

MAI Transcribe 2: none of these features are definitively sourced. GPT-6 Astra: reasoning, tool calling, and image input. Feature support does not establish relative quality.

Which is available from more inference providers, MAI Transcribe 2 or GPT-6 Astra?+

MAI Transcribe 2 has 1 sourced provider route; GPT-6 Astra has 2, so GPT-6 Astra has broader tracked availability.

Which offers better value, MAI Transcribe 2 or GPT-6 Astra?+

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.

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