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Claude Sonnet 5 (batch) vs Granite 4.1 8B

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Signal-by-Signal Comparison
SignalClaude Sonnet 5 (batch)DeltaGranite 4.1 8B
Capabilities
100
+50
50
Pricing
95
-5
100
Context window size
95
+14
81
Recency
100
--
100
Output Capacity
85
0
85
Benchmarks
0
-54
54
Overall Result
2 wins
of 6
3 wins
Granite 4.1 8B wins 3 of 6 signals

Score History

Score History (15 data points)
Claude Sonnet 5 (batch)Granite 4.1 8B
Claude Sonnet 5 (batch)

40

current score

Leader

Granite 4.1 8B

right now

Granite 4.1 8B

55.3

current score

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

Claude Sonnet 5 (batch)

Anthropic

Per request$0.003500
Daily$11.67
Monthly$350.00
Annual$4200.00

Granite 4.1 8B

IBM

Best Value
Per request$0.000100
Daily$0.33
Monthly$10.00
Annual$120.00

Granite 4.1 8B saves you $340.00/month

That's $4080.00/year compared to Claude Sonnet 5 (batch) at your current usage level of 100K calls/month.

97% cheaper
Choose Granite 4.1 8B for cost optimization

Claude Sonnet 5 (batch) pricing:
Input:$1.00/M tokens
Output:$5.00/M tokens
Granite 4.1 8B pricing:
Input:$0.05/M tokens
Output:$0.10/M tokens
Claude Sonnet 5 (batch)

Anthropic

40

Composite Score

Winner
Granite 4.1 8B

IBM

55

Composite Score

Signal-by-Signal Comparison
MetricClaude Sonnet 5 (batch)Granite 4.1 8BWinner
Overall Score
40
55
Granite 4.1 8B
Rank#251#215
Granite 4.1 8B
Quality Rank#251#215
Granite 4.1 8B
Adoption Rank#251#215
Granite 4.1 8B
Parameters--8B--
Context Window1000K131K
Claude Sonnet 5 (batch)
Pricing$1.00/$5.00/M$0.05/$0.10/M--
Signal Scores
Capabilities
100
50
Claude Sonnet 5 (batch)
Pricing
95
100
Granite 4.1 8B
Context window size
95
81
Claude Sonnet 5 (batch)
Recency
100
100
Claude Sonnet 5 (batch)
Output Capacity
85
85
Granite 4.1 8B
Benchmarks--
54
Granite 4.1 8B
Benchmark Head-to-Head(1 benchmarks)
Claude Sonnet: 0Granite 4.1: 0
Claude Sonnet
Granite 4.1
Normalized 0-100%
Arena Elo
-1306
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.

Claude Sonnet 5 (batch)Entry Level

Scores 40/100 (rank #251), placing it in the top 14% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Granite 4.1 8BCompetitive

Scores 55/100 (rank #215), placing it in the top 26% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Granite 4.1 8B has a 15-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Claude Sonnet 5 (batch) when you need:

  • Processing long documents or large codebases (1000K token context)
  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Granite 4.1 8B when you need:

  • High-volume production workloads where API costs must be minimized
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
Claude Sonnet 5 (batch)
Input cost$1.00/M tokens
Output cost$5.00/M tokens
Cost per quality point$0.150
Est. monthly (1M tokens/day)$90.00
Granite 4.1 8BBest Value
Input cost$0.05/M tokens
Output cost$0.10/M tokens
Cost per quality point$0.003
Est. monthly (1M tokens/day)$2.25

Granite 4.1 8B offers 98% better value per quality point. At 1M tokens/day, you'd spend $2.25/month with Granite 4.1 8B vs $90.00/month with Claude Sonnet 5 (batch) - a $87.75 monthly difference.

Latency & Speed
Claude Sonnet 5 (batch)Faster
Speed score0/100
Granite 4.1 8B
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

Claude Sonnet 5 (batch)

Customer support chatbot

Suitable for user-facing chat with competitive response times. Granite 4.1 8B also offers lower per-token costs for high-volume support

Claude Sonnet 5 (batch)

Long document analysis

Larger context window (1000K tokens) can process longer documents, contracts, and research papers in a single pass

Claude Sonnet 5 (batch)

Batch data extraction

Lower output pricing ($0.10/M) reduces costs when processing thousands of records daily

Granite 4.1 8B

Creative writing & content

Higher overall composite score (55/100) correlates with better nuance, coherence, and style in long-form content

Granite 4.1 8B

Image understanding & OCR

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

Claude Sonnet 5 (batch)
Which Should You Choose?
Our recommendation:
Granite 4.1 8B

Granite 4.1 8B clearly outperforms Claude Sonnet 5 (batch) with a significant 15.299999999999997-point lead. For most general use cases, Granite 4.1 8B is the stronger choice. However, Claude Sonnet 5 (batch) may still excel in niche scenarios.

by Anthropic

  • 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
Granite 4.1 8B
Recommended

by IBM

  • Choose for Cost - 98% lower pricing; better value at scale
Capability Comparison
CapabilityClaude Sonnet 5 (batch)Granite 4.1 8B
Vision (Image Input)differs
Function Calling
Streaming
JSON Mode
Reasoningdiffers
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Claude Sonnet 5 (batch)

Anthropic

$7.80
estimated monthly cost

Granite 4.1 8B

IBM

Best Value
$0.2100
estimated monthly cost

Granite 4.1 8B saves you $7.59/month

That's 97% cheaper than Claude Sonnet 5 (batch) 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
ParameterClaude Sonnet 5 (batch)Granite 4.1 8B
Context Window1M131K
Max Output Tokens128,000131,072
Open SourceNoYes
CreatedJun 30, 2026Apr 30, 2026
Last updated: 47m ago

相关对比

Claude Sonnet 5 (batch) vs Granite 4.1 8B (2026) | LM Market Cap