Model comparison
Claude 4 Sonnet vs GPT-4o
Head-to-head evidence from 12 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Claude 4 Sonnet #158 (Supported); GPT-4o #165 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Claude 4 Sonnet and GPT-4o share 12 comparable benchmark results. 0 of 8 categories are comparable. 4 results are unique to Claude 4 Sonnet; 1 to GPT-4o.
Updated July 20, 2026- Shared results
- 12
- Claude 4 Sonnet only
- 4
- GPT-4o only
- 1
- Comparable categories
- 0 / 8
Benchmark data for Claude 4 Sonnet and GPT-4o is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 12 shared benchmark results across 6 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
Claude 4 Sonnet is priced at $3.00 input / $15.00 output per 1M tokens, versus $2.50 input / $10.00 output per 1M tokens for GPT-4o. Claude 4 Sonnet has the larger context window at 200K, compared with 128K for GPT-4o.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | Claude 4 Sonnet | Δ | GPT-4o |
|---|---|---|---|
| Coding | Claude 4 Sonnet72.7 | MarginNo overlap | GPT-4oNot measured |
| Math | Claude 4 SonnetNot measured | MarginNo overlap | GPT-4o0.3 |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Claude 4 Sonnet | GPT-4o | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Claude 4 Sonnet$3 input / $15 output | GPT-4o$2.5 input / $10 output | GPT-4o has the lower combined listed price. |
| Generation speedtokens per second | Claude 4 Sonnet40 tok/s | GPT-4o131 tok/s | GPT-4o has the higher measured throughput. |
| First-answer latencyseconds to first token | Claude 4 Sonnet1.33 s | GPT-4o0.81 s | GPT-4o reaches the first token sooner. |
| Context windowmaximum listed tokens | Claude 4 Sonnet200K | GPT-4o128K | Claude 4 Sonnet lists the larger context window. |
Benchmark Deep Dive
Agentic3 benchmarks
Coding2 benchmarks
Reasoning2 benchmarks
Knowledge6 benchmarks
| Benchmark | Claude 4 Sonnet | GPT-4o | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 25.5% | 11.2% | Claude 4 Sonnet leads |
| AA-GPQA DiamondSource | 68.3% | 54.3% | Claude 4 Sonnet leads |
| AA-HLESource | 4.0% | 3.3% | Claude 4 Sonnet leads |
| AA-Omniscience IndexSource | -9.2% | -10.7% | Claude 4 Sonnet leads |
| AA-Omniscience AccuracySource | 22.4% | 19.7% | Claude 4 Sonnet leads |
| AA-Omniscience Hallucination RateSource | 40.8% | 37.9% | GPT-4o leads |
Math1 benchmarks
| Benchmark | Claude 4 Sonnet | GPT-4o | Result |
|---|---|---|---|
| FrontierMath v2 (Tiers 1-3)Source | — | 0.345% | Not comparable |
Multimodal2 benchmarks
Inst. Following1 benchmarks
| Benchmark | Claude 4 Sonnet | GPT-4o | Result |
|---|---|---|---|
| AA-IFBenchSource | 45.4% | 34.3% | Claude 4 Sonnet leads |
Frequently Asked Questions (3)
Can I compare Claude 4 Sonnet and GPT-4o on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for Claude 4 Sonnet and GPT-4o today?
Claude 4 Sonnet: $3.00 input / $15.00 output per 1M tokens GPT-4o: $2.50 input / $10.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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