Side-by-side decision workspace

Compare models without flattening the tradeoffs.

Choose two or three models. We’ll keep capability, price, context, caveats, and evidence in the same view.

Decision summary

GPT-6 Astra vs GPT-Live-1

OpenAI

GPT-6 Astra

10.0editorial fit

OpenAI’s current flagship for complex end-to-end work. Text and image inputs with 128K max output.

Hard end-to-end agent workComputer useComplex coding and research
Pricing caveat

Standard API pricing per MTok below 272K input tokens. Requests above that threshold are $20 input / $75 output per MTok.

OpenAI

GPT-Live-1

1.0editorial fit

Public API model for natural full-duplex voice conversations. Audio and text input with audio and text output.

Full-duplex voice agentsTelephonyReal-time conversational interfaces
Pricing caveat

Voice sessions cost $0.05 per minute, billed per second. Backend model and tool usage are billed separately.

Decision factorGPT-6 AstraGPT-Live-1
Editorial fit40% coding · 35% reasoning · 25% tool use10.0Best in this set1.0
CodingNormalized editorial dimension10.0Best in this set1.0
ReasoningNormalized editorial dimension10.0Best in this set1.0
Tool useNormalized editorial dimension10.0Best in this set1.0
Context windowProvider specification1.05MNot stated
Input priceUSD per 1M tokens$10$null
Output priceUSD per 1M tokens$50$null
Best fitFrom the catalog record
  • Hard end-to-end agent work
  • Computer use
  • Complex coding and research
  • Full-duplex voice agents
  • Telephony
  • Real-time conversational interfaces
Source trailOpen before choosing
How to decide

Choose the constraint that can’t move.

01

Quality floor: eliminate any model that cannot reliably complete the task, regardless of price.

02

Operating constraint: compare real context, throughput, privacy, and deployment requirements.

03

Total cost: calculate the full prompt/output mix and account for retries, caching, and routing.