Model comparison
Claude 3 Haiku vs GPT-4o
Head-to-head evidence from 11 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Claude 3 Haiku #194 (Supported); GPT-4o #165 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Claude 3 Haiku and GPT-4o share 11 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to Claude 3 Haiku; 2 to GPT-4o.
Updated July 20, 2026- Shared results
- 11
- Claude 3 Haiku only
- 1
- GPT-4o only
- 2
- Comparable categories
- 0 / 8
Benchmark data for Claude 3 Haiku and GPT-4o is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 11 shared benchmark results across 5 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.
GPT-4o is priced at $2.50 input / $10.00 output per 1M tokens, versus $0.25 input / $1.25 output per 1M tokens for Claude 3 Haiku. Claude 3 Haiku 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 3 Haiku | Δ | GPT-4o |
|---|---|---|---|
| Math | Claude 3 HaikuNot 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 3 Haiku | GPT-4o | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Claude 3 Haiku$0.25 input / $1.25 output | GPT-4o$2.5 input / $10 output | Claude 3 Haiku has the lower combined listed price. |
| Generation speedtokens per second | Claude 3 Haiku138 tok/s | GPT-4o131 tok/s | Claude 3 Haiku has the higher measured throughput. |
| First-answer latencyseconds to first token | Claude 3 Haiku1.16 s | GPT-4o0.81 s | GPT-4o reaches the first token sooner. |
| Context windowmaximum listed tokens | Claude 3 Haiku200K | GPT-4o128K | Claude 3 Haiku lists the larger context window. |
Benchmark Deep Dive
Agentic1 benchmarks
| Benchmark | Claude 3 Haiku | GPT-4o | Result |
|---|---|---|---|
| τ²-bench resultsSource | 21.1% | 25.1% | GPT-4o leads |
Coding1 benchmarks
| Benchmark | Claude 3 Haiku | GPT-4o | Result |
|---|---|---|---|
| AA-SciCodeSource | 18.6% | 33.3% | GPT-4o leads |
Reasoning2 benchmarks
Knowledge6 benchmarks
| Benchmark | Claude 3 Haiku | GPT-4o | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 3.9% | 11.2% | GPT-4o leads |
| AA-GPQA DiamondSource | 37.4% | 54.3% | GPT-4o leads |
| AA-HLESource | 3.9% | 3.3% | Claude 3 Haiku leads |
| AA-Omniscience IndexSource | -47.6% | -10.7% | GPT-4o leads |
| AA-Omniscience AccuracySource | 17.2% | 19.7% | GPT-4o leads |
| AA-Omniscience Hallucination RateSource | 78.2% | 37.9% | GPT-4o leads |
Math1 benchmarks
| Benchmark | Claude 3 Haiku | GPT-4o | Result |
|---|---|---|---|
| FrontierMath v2 (Tiers 1-3)Source | — | 0.345% | Not comparable |
Multimodal2 benchmarks
Inst. Following1 benchmarks
| Benchmark | Claude 3 Haiku | GPT-4o | Result |
|---|---|---|---|
| AA-IFBenchSource | 36.1% | 34.3% | Claude 3 Haiku leads |
Frequently Asked Questions (3)
Can I compare Claude 3 Haiku 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 3 Haiku and GPT-4o today?
Claude 3 Haiku: $0.25 input / $1.25 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.
Related Comparisons
Choose a model with this week’s evidence
Join 2,000+ readers for ranking moves, pricing changes, and the claims that still need proof.
One email each week. Unsubscribe anytime.