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GPT-4 vs Mixtral 8x22B Instruct

GPT-4

OpenAI

60#160
vs
Mixtral 8x22B Instruct

Mistral AI

63#156
Signal-by-Signal Comparison
SignalGPT-4DeltaMixtral 8x22B Instruct
Capabilities
50
--
50
Benchmarks
61
-10
71
Pricing
40
-54
94
Context window size
62
-14
76
Recency
0
--
0
Output Capacity
58
-18
75
Overall Result
0 wins
of 6
4 wins
Mixtral 8x22B Instruct wins 4 of 6 signals

Score History

Score History (38 data points)
GPT-4Mixtral 8x22B Instruct
GPT-4

60

current score

Leader

Mixtral 8x22B Instruct

right now

Mixtral 8x22B Instruct

63.4

current score

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

GPT-4

OpenAI

Per request$0.060000
Daily$200.00
Monthly$6000.00
Annual$72000.00

Mixtral 8x22B Instruct

Mistral AI

Best Value
Per request$0.005000
Daily$16.67
Monthly$500.00
Annual$6000.00

Mixtral 8x22B Instruct saves you $5500.00/month

That's $66000.00/year compared to GPT-4 at your current usage level of 100K calls/month.

92% cheaper
Choose Mixtral 8x22B Instruct for cost optimization

GPT-4 pricing:
Input:$30.00/M tokens
Output:$60.00/M tokens
Mixtral 8x22B Instruct pricing:
Input:$2.00/M tokens
Output:$6.00/M tokens
GPT-4

OpenAI

60

Composite Score

Winner
Mixtral 8x22B Instruct

Mistral AI

63

Composite Score

Signal-by-Signal Comparison
MetricGPT-4Mixtral 8x22B InstructWinner
Overall Score
60
63
Mixtral 8x22B Instruct
Rank#160#156
Mixtral 8x22B Instruct
Quality Rank#160#156
Mixtral 8x22B Instruct
Adoption Rank#160#156
Mixtral 8x22B Instruct
Parameters--22B--
Context Window8K66K
Mixtral 8x22B Instruct
Pricing$30.00/$60.00/M$2.00/$6.00/M--
Signal Scores
Capabilities
50
50
GPT-4
Benchmarks
61
71
Mixtral 8x22B Instruct
Pricing
40
94
Mixtral 8x22B Instruct
Context window size
62
76
Mixtral 8x22B Instruct
Recency
0
0
GPT-4
Output Capacity
58
75
Mixtral 8x22B Instruct
Benchmark Head-to-Head(8 benchmarks)
GPT-4: 2Mixtral 8x22B: 0
GPT-4
Mixtral 8x22B
Normalized 0-100%
MMLU
-77.3%
MATH-500
-60%
HumanEval
88.4%78.6%
GSM8K
-88.4%
ARC-Challenge
-91.3%
HellaSwag
-88.7%
Arena Elo
-1146
BigCodeBench
46%40.6%
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-4Competitive

Scores 60/100 (rank #160), placing it in the top 45% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Mixtral 8x22B InstructCompetitive

Scores 63/100 (rank #156), placing it in the top 47% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 3-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.

When to Use Each Model

Choose GPT-4 when you need:

  • Budget-friendly applications with moderate quality requirements

Choose Mixtral 8x22B Instruct when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (66K token context)
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
GPT-4
Input cost$30.00/M tokens
Output cost$60.00/M tokens
Cost per quality point$1.500
Est. monthly (1M tokens/day)$1350.00
Mixtral 8x22B InstructBest Value
Input cost$2.00/M tokens
Output cost$6.00/M tokens
Cost per quality point$0.126
Est. monthly (1M tokens/day)$120.00

Mixtral 8x22B Instruct offers 91% better value per quality point. At 1M tokens/day, you'd spend $120.00/month with Mixtral 8x22B Instruct vs $1350.00/month with GPT-4 - a $1230.00 monthly difference.

Latency & Speed
GPT-4Faster
Speed score0/100
Mixtral 8x22B Instruct
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

Customer support chatbot

Suitable for user-facing chat with competitive response times. Mixtral 8x22B Instruct also offers lower per-token costs for high-volume support

GPT-4

Long document analysis

Larger context window (66K tokens) can process longer documents, contracts, and research papers in a single pass

Mixtral 8x22B Instruct

Batch data extraction

Lower output pricing ($6.00/M) reduces costs when processing thousands of records daily

Mixtral 8x22B Instruct

Creative writing & content

Higher overall composite score (63/100) correlates with better nuance, coherence, and style in long-form content

Mixtral 8x22B Instruct
Which Should You Choose?
Our recommendation:
Mixtral 8x22B Instruct

Mixtral 8x22B Instruct has a moderate advantage with a 3.3999999999999986-point lead in composite score. It wins on more signal dimensions, but GPT-4 has specific strengths that could make it the better choice for certain workflows.

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 Mistral AI

  • Choose for Cost - 91% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-4Mixtral 8x22B Instruct
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

GPT-4

OpenAI

$126.00
estimated monthly cost

Mixtral 8x22B Instruct

Mistral AI

Best Value
$10.80
estimated monthly cost

Mixtral 8x22B Instruct saves you $115.20/month

That's 91% cheaper than GPT-4 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-4Mixtral 8x22B Instruct
Context Window8K66K
Max Output Tokens4,09652,428
Open SourceNoYes
CreatedMay 28, 2023Apr 17, 2024
Last updated: 44m ago

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