Time to First Token · Claude Sonnet 4.6 (Non-reasoning, Low Effort)
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Time to First Token · o3
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Claude Sonnet 4.6 (Non-reasoning, Low Effort) vs o3: The Ultimate Performance & Pricing Comparison
Deep dive into reasoning, benchmarks, and latency insights.
The Final Verdict in the Claude Sonnet 4.6 (Non-reasoning, Low Effort) vs o3 Showdown
The current catalog does not contain complete performance evidence for both models, so this page does not declare an overall winner. Use the available fields as comparison signals and validate the models on your own workload.
Model Snapshot
Key decision metrics at a glance.
Claude Sonnet 4.6 (Non-reasoning, Low Effort)o3
6.0
Reasoning9.0
6.0
Coding6.0
3.0
Multimodal3.0
4.0
Long Context4.0
$6
Blended Price / 1M tokens$3.5
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P95 Latency—
56.53
Tokens per second128.056
Machine-readable comparison data
| Model | Metric | Value | Unit | Source / snapshot |
|---|---|---|---|---|
| Claude Sonnet 4.6 (Non-reasoning, Low Effort) | Reasoning | 6.0 | benchmark or capability score | Artificial Analysis · current catalog |
| o3 | Reasoning | 9.0 | benchmark or capability score | Artificial Analysis · current catalog |
| Claude Sonnet 4.6 (Non-reasoning, Low Effort) | Coding | 6.0 | benchmark or capability score | Artificial Analysis · current catalog |
| o3 | Coding | 6.0 | benchmark or capability score | Artificial Analysis · current catalog |
| Claude Sonnet 4.6 (Non-reasoning, Low Effort) | Multimodal | 3.0 | benchmark or capability score | Artificial Analysis · current catalog |
| o3 | Multimodal | 3.0 | benchmark or capability score | Artificial Analysis · current catalog |
| Claude Sonnet 4.6 (Non-reasoning, Low Effort) | Long Context | 4.0 | benchmark or capability score | Artificial Analysis · current catalog |
| o3 | Long Context | 4.0 | benchmark or capability score | Artificial Analysis · current catalog |
| Claude Sonnet 4.6 (Non-reasoning, Low Effort) | Blended Price / 1M tokens | $6 | USD per 1M tokens | Artificial Analysis · current catalog |
| o3 | Blended Price / 1M tokens | $3.5 | USD per 1M tokens | Artificial Analysis · current catalog |
| Claude Sonnet 4.6 (Non-reasoning, Low Effort) | P95 Latency | — | milliseconds | Artificial Analysis · current catalog |
| o3 | P95 Latency | — | milliseconds | Artificial Analysis · current catalog |
| Claude Sonnet 4.6 (Non-reasoning, Low Effort) | Tokens per second | 56.53 | tokens per second | Artificial Analysis · current catalog |
| o3 | Tokens per second | 128.056 | tokens per second | Artificial Analysis · current catalog |
Data provided by Artificial Analysis; live values use the current catalog.
Overall Capabilities
This radar chart visually maps the core capabilities (reasoning, coding, math proxy, multimodal, long context) of `Claude Sonnet 4.6 (Non-reasoning, Low Effort)` vs `o3`.
Claude Sonnet 4.6 (Non-reasoning, Low Effort)o3
Benchmark Breakdown
This grouped bar chart provides a side-by-side comparison for each benchmark metric.
34.330.4
ARTIFICIAL ANALYSIS INTELLIGENCE—88.3
ARTIFICIAL ANALYSIS MATHClaude Sonnet 4.6 (Non-reasoning, Low Effort)o3
Speed & Latency
Lower time to first token is better; higher tokens per second is better.
Tokens per Second · Claude Sonnet 4.6 (Non-reasoning, Low Effort)
56.53
Tokens per Second · o3
128.056
The Economics of Claude Sonnet 4.6 (Non-reasoning, Low Effort) vs o3
Pricing Breakdown
Compare input and output pricing in USD per 1M tokens.
$3$2
Input Pricing$15$8
Output PricingClaude Sonnet 4.6 (Non-reasoning, Low Effort)o3
Real-World Cost Scenario
Per run: 1M input tokens + 250k output tokensClaude Sonnet 4.6 (Non-reasoning, Low Effort)$6.75
o3$4
o3 costs $2.75 less per run
Your Questions about the Claude Sonnet 4.6 (Non-reasoning, Low Effort) vs o3 Comparison
Is `Claude Sonnet 4.6 (Non-reasoning, Low Effort)` a direct replacement for `o3`?
The current Claude Sonnet 4.6 (Non-reasoning, Low Effort) vs o3 data does not establish a universal replacement. Compare the available metrics, then validate quality, latency, reliability, and cost on your own workload.
For coding, which is better in the `Claude Sonnet 4.6 (Non-reasoning, Low Effort) vs o3` debate?
The current catalog does not contain comparable coding benchmark values for both models, so this page does not declare a coding winner.
How was this `Claude Sonnet 4.6 (Non-reasoning, Low Effort) vs o3` comparison conducted?
Our Claude Sonnet 4.6 (Non-reasoning, Low Effort) vs o3 comparison uses published benchmark, pricing, speed, and latency fields provided by Artificial Analysis. Missing values remain unavailable, and the result should be checked against your workload.