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GPT-4 Turbo vs GPT-6 Luna Pro

GPT-4 Turbo

OpenAI

67#187
vs
GPT-6 Luna Pro

OpenAI

40#234
Signal-by-Signal Comparison
SignalGPT-4 TurboDeltaGPT-6 Luna Pro
Capabilities
67
-33
100
Benchmarks
69
+69
0
Pricing
70
-29
100
Context window size
81
-14
96
Recency
0
-100
100
Output Capacity
58
-24
82
Overall Result
1 wins
of 6
5 wins
GPT-6 Luna Pro wins 5 of 6 signals

Score History

Score History (32 data points)
GPT-4 TurboGPT-6 Luna Pro
GPT-4 Turbo

66.7

current score

Leader

GPT-4 Turbo

right now

GPT-6 Luna Pro

40

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

GPT-4 Turbo

OpenAI

Per request$0.025000
Daily$83.33
Monthly$2500.00
Annual$30000.00

GPT-6 Luna Pro

OpenAI

Best Value
Per request$0.000350
Daily$1.17
Monthly$35.00
Annual$420.00

GPT-6 Luna Pro saves you $2465.00/month

That's $29580.00/year compared to GPT-4 Turbo at your current usage level of 100K calls/month.

99% cheaper
Choose GPT-6 Luna Pro for cost optimization

GPT-4 Turbo pricing:
Input:$10.00/M tokens
Output:$30.00/M tokens
GPT-6 Luna Pro pricing:
Input:$0.10/M tokens
Output:$0.50/M tokens
Winner
GPT-4 Turbo

OpenAI

67

Composite Score

GPT-6 Luna Pro

OpenAI

40

Composite Score

Signal-by-Signal Comparison
MetricGPT-4 TurboGPT-6 Luna ProWinner
Overall Score
67
40
GPT-4 Turbo
Rank#187#234
GPT-4 Turbo
Quality Rank#187#234
GPT-4 Turbo
Adoption Rank#187#234
GPT-4 Turbo
Parameters------
Context Window128K1050K
GPT-6 Luna Pro
Pricing$10.00/$30.00/M$0.10/$0.50/M--
Signal Scores
Capabilities
67
100
GPT-6 Luna Pro
Benchmarks
69
--
GPT-4 Turbo
Pricing
70
100
GPT-6 Luna Pro
Context window size
81
96
GPT-6 Luna Pro
Recency
0
100
GPT-6 Luna Pro
Output Capacity
58
82
GPT-6 Luna Pro
Benchmark Head-to-Head(11 benchmarks)
GPT-4 Turbo: 0GPT-6 Luna: 0
GPT-4 Turbo
GPT-6 Luna
Normalized 0-100%
MMLU
86.5%-
MMLU-Pro
63.7%-
GPQA Diamond
48%-
MATH-500
72.6%-
HumanEval
87.1%-
GSM8K
94.2%-
BBH
83.1%-
HellaSwag
95.1%-
Arena Elo
1255-
LiveBench
37.3%-
BigCodeBench
48.2%-
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

GPT-4 TurboCompetitive

Scores 67/100 (rank #187), placing it in the top 36% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
GPT-6 Luna ProEntry Level

Scores 40/100 (rank #234), placing it in the top 20% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-4 Turbo has a 27-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose GPT-4 Turbo when you need:

  • Budget-friendly applications with moderate quality requirements

Choose GPT-6 Luna Pro when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (1050K token context)
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
GPT-4 Turbo
Input cost$10.00/M tokens
Output cost$30.00/M tokens
Cost per quality point$0.600
Est. monthly (1M tokens/day)$600.00
GPT-6 Luna ProBest Value
Input cost$0.10/M tokens
Output cost$0.50/M tokens
Cost per quality point$0.015
Est. monthly (1M tokens/day)$9.00

GPT-6 Luna Pro offers 99% better value per quality point. At 1M tokens/day, you'd spend $9.00/month with GPT-6 Luna Pro vs $600.00/month with GPT-4 Turbo - a $591.00 monthly difference.

Latency & Speed
GPT-4 TurboFaster
Speed score0/100
GPT-6 Luna Pro
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

GPT-4 Turbo

Customer support chatbot

Suitable for user-facing chat with competitive response times. GPT-6 Luna Pro also offers lower per-token costs for high-volume support

GPT-4 Turbo

Long document analysis

Larger context window (1050K tokens) can process longer documents, contracts, and research papers in a single pass

GPT-6 Luna Pro

Batch data extraction

Lower output pricing ($0.50/M) reduces costs when processing thousands of records daily

GPT-6 Luna Pro

Creative writing & content

Higher overall composite score (67/100) correlates with better nuance, coherence, and style in long-form content

GPT-4 Turbo

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

GPT-4 Turbo
Which Should You Choose?
Our recommendation:
GPT-4 Turbo

GPT-4 Turbo clearly outperforms GPT-6 Luna Pro with a significant 26.700000000000003-point lead. For most general use cases, GPT-4 Turbo is the stronger choice. However, GPT-6 Luna Pro may still excel in niche scenarios.

GPT-4 Turbo
Recommended

by OpenAI

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by OpenAI

  • Choose for Cost - 99% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-4 TurboGPT-6 Luna Pro
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoningdiffers
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

GPT-4 Turbo

OpenAI

$54.00
estimated monthly cost

GPT-6 Luna Pro

OpenAI

Best Value
$0.7800
estimated monthly cost

GPT-6 Luna Pro saves you $53.22/month

That's 99% cheaper than GPT-4 Turbo at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterGPT-4 TurboGPT-6 Luna Pro
Context Window128K1.1M
Max Output Tokens4,096128,000
Open SourceNoNo
CreatedApr 9, 2024Sep 22, 2026
Last updated: 1h ago

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