Model comparison
Gemma 3 27B vs GPT-5.4 Pro
Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Gemma 3 27B #164 (Supported); GPT-5.4 Pro #44 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Gemma 3 27B and GPT-5.4 Pro share 1 comparable benchmark result. 0 of 8 categories are comparable. 15 results are unique to Gemma 3 27B; 11 to GPT-5.4 Pro.
Updated July 23, 2026- Shared results
- 1
- Gemma 3 27B only
- 15
- GPT-5.4 Pro only
- 11
- Comparable categories
- 0 / 8
Benchmark data for Gemma 3 27B and GPT-5.4 Pro is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 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-5.4 Pro is priced at $30.00 input / $180.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Gemma 3 27B. GPT-5.4 Pro has the larger context window at 1.05M, compared with 32K for Gemma 3 27B.
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 | Gemma 3 27B | Δ | GPT-5.4 Pro |
|---|---|---|---|
| Agentic | Gemma 3 27BNot measured | MarginNo overlap | GPT-5.4 Pro89.3 |
| Reasoning | Gemma 3 27BNot measured | MarginNo overlap | GPT-5.4 Pro83.3 |
| Knowledge | Gemma 3 27BNot measured | MarginNo overlap | GPT-5.4 Pro58.7 |
| Math | Gemma 3 27BNot measured | MarginNo overlap | GPT-5.4 Pro46.9 |
| Multimodal | Gemma 3 27BNot measured | MarginNo overlap | GPT-5.4 Pro94.0 |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Gemma 3 27B | GPT-5.4 Pro | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Gemma 3 27B$0 input / $0 output | GPT-5.4 Pro$30 input / $180 output | Gemma 3 27B has the lower combined listed price. |
| Generation speedtokens per second | Gemma 3 27B31 tok/s | GPT-5.4 Pro74 tok/s | GPT-5.4 Pro has the higher measured throughput. |
| First-answer latencyseconds to first token | Gemma 3 27B2.04 s | GPT-5.4 Pro151.79 s | Gemma 3 27B reaches the first token sooner. |
| Context windowmaximum listed tokens | Gemma 3 27B32K | GPT-5.4 Pro1.05M | GPT-5.4 Pro lists the larger context window. |
Benchmark Deep Dive
Agentic5 benchmarks
Coding2 benchmarks
Reasoning3 benchmarks
Knowledge10 benchmarks
| Benchmark | Gemma 3 27B | GPT-5.4 Pro | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 7.4% | — | Not comparable |
| AA-GPQA DiamondSource | 42.8% | — | Not comparable |
| AA-HLESource | 4.7% | — | Not comparable |
| AA-Omniscience IndexSource | -65.9% | — | Not comparable |
| AA-Omniscience AccuracySource | 12.5% | — | Not comparable |
| AA-Omniscience Hallucination RateSource | 89.5% | — | Not comparable |
| HLESource | — | 58.7% | Not comparable |
| FrontierScienceSource | — | 36.7% | Not comparable |
| FrontierScience ResearchSource | — | 36.7% | Not comparable |
| HLE w/o toolsSource | — | 42.7% | Not comparable |
Math4 benchmarks
Multimodal2 benchmarks
Inst. Following1 benchmarks
| Benchmark | Gemma 3 27B | GPT-5.4 Pro | Result |
|---|---|---|---|
| AA-IFBenchSource | 31.8% | — | Not comparable |
Frequently Asked Questions (3)
Can I compare Gemma 3 27B and GPT-5.4 Pro 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 Gemma 3 27B and GPT-5.4 Pro today?
Gemma 3 27B: $0.00 input / $0.00 output per 1M tokens GPT-5.4 Pro: $30.00 input / $180.00 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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