GPT-6 Astra Pricing: 65K-Token Literature Review at 100M-Monthly Scale

Complete Analysis: 65,000 tokens for GPT-6 Astra
⚡ 50% Cached

Complete analysis of pricing, performance, and use cases for OpenAI's GPT-6 Astra model with 50% Cached.

⚡ Caching Optimized (up to 90% savings) 📊 Batch API
$0.512500 (rounded ~ $0.51) Total Cost
65,000 Total Tokens
2 minutes, 45.78 seconds Processing Time
393 Effective Tokens/Sec

Click Recalculate to update after making changes

Select AI Model

GPT-6 Astra

OpenAIMax Context: 1,050,000 tokens
$10 / $50 per 1M tokens (Standard)
State-dependent pricing active. Current tier: Standard
50%
Provider-specific multipliers applied after all calculations
Enable for cache discounts
Select platform to enforce context limits
Number of requests (max 1M). Summary view auto-enabled >10k.

Calculate Token Costs

$0.512500 Total Cost
$0.125000 Input Cost
$0.375000 Output Cost
$0.000000 Unit Cost
$0.000000 Search Cost
$0.000000 Request Fee
$0.000000 Tool Fee
$0.000000 Code Execution
65,000Total Tokens
$0.007885Cost per 1K
126,829Tokens per $
🔄 Cliff Pricing Active: Using Standard pricing (standard) based on token volume.

📊 Advanced Cost Breakdown

Processing Speed

2m 45s Processing Time
420 Tokens/Second
320ms Time to First Token
393 Effective Speed

Model Comparison

Select a model to see comparisons with competitors.

Model Information

Select a model to see detailed information.

🔄 Advanced Options

⚡ Optimization

Flat fee per session (e.g., $0.03 for Code Interpreter)
Hourly storage fee for cached data
First 50 hours free, $0.05/hour after

🧠 Reasoning & Thinking

Manual thinking tokens (billed at output rate)

🔧 Special Modes

📚 Research & Citations

Fee per source cited

🎤 Realtime Audio & Video

Session length for billing

GPT-6 Astra OpenAI 1050000

$0.512500 (rounded ~ $0.51)
Total Cost
⚡ 50% Cached 📊 Batch API 🔧 Tools
👁️
Vision/Images
✓ Available
🎧
Audio Processing
✗ Not Available
🎥
Video Analysis
✗ Not Available
🔧
Tool Usage
✓ Available
📄
OCR Support
✗ Not Available
📊
Batch API
✓ Available
⚡
Caching
✓ Available
90% savings

💰 Total Cost Calculation (from Plugin)

Base Cost (No Optimizations) $0.625000 (rounded ~ $0.63) Input: $0.250000
Output: $0.375000 (rounded ~ $0.38)
Optimized Cost $0.512500 (rounded ~ $0.51) Input: $0.250000
Output: $0.375000 (rounded ~ $0.38)
Unit: $0.000000
Fees: $0.000000
Total Savings $0.112500 (rounded ~ $0.11) 18.0% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount
📊 Cliff Pricing
Standard
standard pricing (threshold: 272,000)

Detailed Cost Analysis (from Plugin)

For 50,000 input tokens and 15,000 output tokens:

  • Input Cost: $0.250000
  • Output Cost: $0.375000 (rounded ~ $0.38)
  • Total Cost: $0.512500 (rounded ~ $0.51)
  • Cost per 1K tokens: $0.007885 (rounded ~ $0.01)
  • Tokens per dollar: 126,829 tokens
  • Context Window: 1050000 tokens

Speed & Performance Analysis

With a processing speed of 420 tokens per second and 320ms time to first token:

  • Processing Time: 2 minutes, 45.78 seconds
  • Latency: 320 milliseconds to first token
  • Base Throughput: 420 tokens/second
  • Effective Throughput: 393 tokens/second (temperature-adjusted)

Best Use Cases

Best for high-stakes literature reviews and final-stage paper drafting requiring deep reasoning and document-wide consistency.

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✨ Market Recommendations AI Model Registry

← Back to GPT-6 Astra
📋 Active Input Parameters
Input Tokens: 50,000
Output Tokens: 15,000
Batch API: Enabled (50% discount)
Cached Tokens: 50%
Tools: Enabled
Rank AI Model & Provider Total Cost vs GPT-6 Astra
🏆 Claude Haiku 5.5
Anthropic
 $0.005125 (rounded ~ $0.01) Best Value ↓ 99% cheaper
🥈 GPT-6 Luna
OpenAI
 $0.005125 (rounded ~ $0.01) ↓ 99% cheaper
🥉 GPT-5.6 Luna
OpenAI
 $0.005875 (rounded ~ $0.01) ↓ 98.9% cheaper
#4 Gemini 3.1 Flash Lite
Google
 $0.007344 (rounded ~ $0.01) ↓ 98.6% cheaper
#5 Mistral Large 3
Mistral AI
 $0.009063 ↓ 98.2% cheaper
#6 Gemini 3.5 Flash-Lite
Google
 $0.011438 (rounded ~ $0.01) ↓ 97.8% cheaper
#7 Gemini 2.5 Flash
Google
 $0.011438 (rounded ~ $0.01) ↓ 97.8% cheaper
#8 Gemini 3.8 Flash
Google
 $0.019219 ↓ 96.3% cheaper
#9 Gemini 3.6 Flash
Google
 $0.019219 ↓ 96.3% cheaper
#10 GPT-5.4 mini
OpenAI
 $0.022031 (rounded ~ $0.02) ↓ 95.7% cheaper
#11 Mistral Large 4
Mistral AI
 $0.025025 (rounded ~ $0.03) ↓ 95.1% cheaper
#12 Claude Haiku 4.5
Anthropic
 $0.025625 (rounded ~ $0.03) ↓ 95% cheaper
#13 Gemini 3.1 Flash
Google
 $0.029375 ↓ 94.3% cheaper
#14 Claude Sonnet 5.5
Anthropic
 $0.050625 ↓ 90.1% cheaper
#15 Gemini 4 Argon
Google
 $0.051250 (rounded ~ $0.05) ↓ 90% cheaper
#16 Claude Sonnet 5
Anthropic
 $0.051250 (rounded ~ $0.05) ↓ 90% cheaper
#17 Grok 4.3
xAI
 $0.057500 (rounded ~ $0.06) ↓ 88.8% cheaper
#18 Grok 4.20 Beta
xAI
 $0.057500 (rounded ~ $0.06) ↓ 88.8% cheaper
#19 GPT-5.6 Terra
OpenAI
 $0.058750 (rounded ~ $0.06) ↓ 88.5% cheaper
#20 GPT-5.3 Codex Spark
OpenAI
 $0.064531 (rounded ~ $0.06) ↓ 87.4% cheaper
#21 GPT-5.3 Instant
OpenAI
 $0.064531 (rounded ~ $0.06) ↓ 87.4% cheaper
#22 Claude Sonnet 4.6
Anthropic
 $0.076875 (rounded ~ $0.08) ↓ 85% cheaper
#23 Gemini 2.5 Pro
Google
 $0.092188 (rounded ~ $0.09) ↓ 82% cheaper
#24 Claude Opus 5.5
Anthropic
 $0.101250 (rounded ~ $0.10) ↓ 80.2% cheaper
#25 GPT-6.1 Sol
OpenAI
 $0.102500 (rounded ~ $0.10) ↓ 80% cheaper
#26 GPT-6 Sol
OpenAI
 $0.102500 (rounded ~ $0.10) ↓ 80% cheaper
#27 GPT-5.6 Sol
OpenAI
 $0.102500 (rounded ~ $0.10) ↓ 80% cheaper
#28 Gemini 3.1 Pro
Google
 $0.117500 (rounded ~ $0.12) ↓ 77.1% cheaper
#29 Claude Opus 4.7
Anthropic
 $0.128125 (rounded ~ $0.13) ↓ 75% cheaper
#30 Claude Opus 5
Anthropic
 $0.128125 (rounded ~ $0.13) ↓ 75% cheaper
#31 Claude Opus 4.8
Anthropic
 $0.128125 (rounded ~ $0.13) ↓ 75% cheaper
#32 Claude Opus 4.6
Anthropic
 $0.128125 (rounded ~ $0.13) ↓ 75% cheaper
#33 GPT-5.4
OpenAI
 $0.146875 (rounded ~ $0.15) ↓ 71.3% cheaper
#34 GPT-5.4 Thinking
OpenAI
 $0.146875 (rounded ~ $0.15) ↓ 71.3% cheaper
#35 GPT-5.5 Instant
OpenAI
 $0.146875 (rounded ~ $0.15) ↓ 71.3% cheaper
#36 Claude Fable 5.1
Anthropic
 $0.251563 (rounded ~ $0.25) ↓ 50.9% cheaper
#37 Claude Mythos 5.1
Anthropic
 $0.251563 (rounded ~ $0.25) ↓ 50.9% cheaper
#38 Claude Fable 5
Anthropic
 $0.256250 (rounded ~ $0.26) ↓ 50% cheaper
#39 Claude Mythos 5
Anthropic
 $0.256250 (rounded ~ $0.26) ↓ 50% cheaper
#40 GPT-5.5
OpenAI
 $0.293750 (rounded ~ $0.29) ↓ 42.7% cheaper
#41 GPT-5.2 Pro
OpenAI
 $0.774375 (rounded ~ $0.77) ↑ 51.1% more
#42 GPT-5.2 Pro
OpenAI
 $0.774375 (rounded ~ $0.77) ↑ 51.1% more
🏆

Claude Haiku 5.5
Anthropic

$0.005125 (rounded ~ $0.01)
vs GPT-6 Astra: ↓ 99%
🥈

GPT-6 Luna
OpenAI

$0.005125 (rounded ~ $0.01)
vs GPT-6 Astra: ↓ 99%
🥉

GPT-5.6 Luna
OpenAI

$0.005875 (rounded ~ $0.01)
vs GPT-6 Astra: ↓ 98.9%
#4

Gemini 3.1 Flash Lite
Google

$0.007344 (rounded ~ $0.01)
vs GPT-6 Astra: ↓ 98.6%
#5

Mistral Large 3
Mistral AI

$0.009063
vs GPT-6 Astra: ↓ 98.2%
#6

Gemini 3.5 Flash-Lite
Google

$0.011438 (rounded ~ $0.01)
vs GPT-6 Astra: ↓ 97.8%
#7

Gemini 2.5 Flash
Google

$0.011438 (rounded ~ $0.01)
vs GPT-6 Astra: ↓ 97.8%
#8

Gemini 3.8 Flash
Google

$0.019219
vs GPT-6 Astra: ↓ 96.3%
#9

Gemini 3.6 Flash
Google

$0.019219
vs GPT-6 Astra: ↓ 96.3%
#10

GPT-5.4 mini
OpenAI

$0.022031 (rounded ~ $0.02)
vs GPT-6 Astra: ↓ 95.7%
#11

Mistral Large 4
Mistral AI

$0.025025 (rounded ~ $0.03)
vs GPT-6 Astra: ↓ 95.1%
#12

Claude Haiku 4.5
Anthropic

$0.025625 (rounded ~ $0.03)
vs GPT-6 Astra: ↓ 95%
#13

Gemini 3.1 Flash
Google

$0.029375
vs GPT-6 Astra: ↓ 94.3%
#14

Claude Sonnet 5.5
Anthropic

$0.050625
vs GPT-6 Astra: ↓ 90.1%
#15

Gemini 4 Argon
Google

$0.051250 (rounded ~ $0.05)
vs GPT-6 Astra: ↓ 90%
#16

Claude Sonnet 5
Anthropic

$0.051250 (rounded ~ $0.05)
vs GPT-6 Astra: ↓ 90%
#17

Grok 4.3
xAI

$0.057500 (rounded ~ $0.06)
vs GPT-6 Astra: ↓ 88.8%
#18

Grok 4.20 Beta
xAI

$0.057500 (rounded ~ $0.06)
vs GPT-6 Astra: ↓ 88.8%
#19

GPT-5.6 Terra
OpenAI

$0.058750 (rounded ~ $0.06)
vs GPT-6 Astra: ↓ 88.5%
#20

GPT-5.3 Codex Spark
OpenAI

$0.064531 (rounded ~ $0.06)
vs GPT-6 Astra: ↓ 87.4%
#21

GPT-5.3 Instant
OpenAI

$0.064531 (rounded ~ $0.06)
vs GPT-6 Astra: ↓ 87.4%
#22

Claude Sonnet 4.6
Anthropic

$0.076875 (rounded ~ $0.08)
vs GPT-6 Astra: ↓ 85%
#23

Gemini 2.5 Pro
Google

$0.092188 (rounded ~ $0.09)
vs GPT-6 Astra: ↓ 82%
#24

Claude Opus 5.5
Anthropic

$0.101250 (rounded ~ $0.10)
vs GPT-6 Astra: ↓ 80.2%
#25

GPT-6.1 Sol
OpenAI

$0.102500 (rounded ~ $0.10)
vs GPT-6 Astra: ↓ 80%
#26

GPT-6 Sol
OpenAI

$0.102500 (rounded ~ $0.10)
vs GPT-6 Astra: ↓ 80%
#27

GPT-5.6 Sol
OpenAI

$0.102500 (rounded ~ $0.10)
vs GPT-6 Astra: ↓ 80%
#28

Gemini 3.1 Pro
Google

$0.117500 (rounded ~ $0.12)
vs GPT-6 Astra: ↓ 77.1%
#29

Claude Opus 4.7
Anthropic

$0.128125 (rounded ~ $0.13)
vs GPT-6 Astra: ↓ 75%
#30

Claude Opus 5
Anthropic

$0.128125 (rounded ~ $0.13)
vs GPT-6 Astra: ↓ 75%
#31

Claude Opus 4.8
Anthropic

$0.128125 (rounded ~ $0.13)
vs GPT-6 Astra: ↓ 75%
#32

Claude Opus 4.6
Anthropic

$0.128125 (rounded ~ $0.13)
vs GPT-6 Astra: ↓ 75%
#33

GPT-5.4
OpenAI

$0.146875 (rounded ~ $0.15)
vs GPT-6 Astra: ↓ 71.3%
#34

GPT-5.4 Thinking
OpenAI

$0.146875 (rounded ~ $0.15)
vs GPT-6 Astra: ↓ 71.3%
#35

GPT-5.5 Instant
OpenAI

$0.146875 (rounded ~ $0.15)
vs GPT-6 Astra: ↓ 71.3%
#36

Claude Fable 5.1
Anthropic

$0.251563 (rounded ~ $0.25)
vs GPT-6 Astra: ↓ 50.9%
#37

Claude Mythos 5.1
Anthropic

$0.251563 (rounded ~ $0.25)
vs GPT-6 Astra: ↓ 50.9%
#38

Claude Fable 5
Anthropic

$0.256250 (rounded ~ $0.26)
vs GPT-6 Astra: ↓ 50%
#39

Claude Mythos 5
Anthropic

$0.256250 (rounded ~ $0.26)
vs GPT-6 Astra: ↓ 50%
#40

GPT-5.5
OpenAI

$0.293750 (rounded ~ $0.29)
vs GPT-6 Astra: ↓ 42.7%
#41

GPT-5.2 Pro
OpenAI

$0.774375 (rounded ~ $0.77)
vs GPT-6 Astra: ↑ 51.1%
#42

GPT-5.2 Pro
OpenAI

$0.774375 (rounded ~ $0.77)
vs GPT-6 Astra: ↑ 51.1%
✨ How recommendations work (v8.6.0): We scan all active models in the registry and only include those that support ALL your current inputs. For token-based models, we check if they can handle your token counts. For special pricing models (OCR, video, audio), we verify they have the correct pricing structure. Features marked requested were in your inputs but not supported by that model. Now using official provider pricing without reseller markups.

For game studios integrating automated research assistants into their production pipelines, GPT-6 Astra presents a compelling case for drafting complex technical documentation and literature reviews. When processing extensive document sets—such as the 65K-token requirements for deep-dive literature reviews—the model’s reasoning capabilities allow for high-fidelity synthesis that maintains narrative consistency across lengthy outputs.

The primary advantage for enterprise teams operating at a 100M-token monthly scale is the model’s ability to handle intricate instruction sets without losing track of nuanced source material. Unlike smaller, more generic models, this architecture is optimized for sustained engagement with dense, academic-style information, making it suitable for generating structured paper drafts or summarizing vast quantities of internal research.

However, architects should evaluate the trade-off between reasoning depth and latency. While the model excels at producing high-quality, nuanced content that requires minimal human revision, the computational resources required for its reasoning engine may introduce slight delays compared to lighter, flash-variant models. For teams where throughput is the paramount metric, balancing this model with lighter alternatives for initial summarization tasks can create a cost-effective, high-performance pipeline. The ideal implementation involves using this model for the final drafting and synthesis stages where accuracy and clarity are non-negotiable, while delegating simpler, bulk-processing tasks to more lightweight counterparts within the same architecture family.

Frequently Asked Questions

How accurate are these AI model cost calculations?
Our calculations are based on official pricing from each provider (Google, OpenAI, Anthropic, Meta, xAI, Perplexity, DeepSeek, Mistral) and are updated regularly. We account for all factors including multimodal inputs, caching discounts, batch API pricing, tool usage multipliers, OCR processing, audio minutes, silence fees, and research mode pricing. Note: Reseller markups and dedicated instance multipliers have been removed to reflect official provider pricing.
How does prompt caching work?
Caching discounts vary by provider: Google and OpenAI offer 90% discounts on cached input tokens. Anthropic uses write (1.25x) and read (0.10x) multipliers. Savings are applied to the token portion only, not unit-based fees.
How do Market Recommendations work (v8.6.0)?
Our recommendation engine scans the entire model registry and only includes models that support ALL your current input parameters (tokens, images, video, audio, OCR, tools, batch API, etc.). It calculates exact costs with your settings and sorts by price, showing you the best value options that can handle your complete workflow. Special pricing models (OCR, video, audio, image generation) are properly handled and only appear when their specific input types are requested. v8.6.0 removes reseller markups (20% buffer) and dedicated instance multipliers to reflect official provider pricing.
What is the YemHub AI Calculator Tool?
The YemHub AI Calculator is the most comprehensive tool for estimating costs and comparing performance metrics across 50+ AI models. It calculates token-based pricing, analyzes multimodal processing, accounts for state-dependent pricing (context cliffs, tiered tunnels), provides optimization recommendations, and now offers intelligent market matching to find the best alternatives for your specific needs.

Related model pricing

GPT-6 Astra currently costs $10.00 / $50.00 per 1M tokens. These are the models worth pricing against it, taken live from the tracked registry.

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