Model comparison
Gemini 3.5 Flash Lite vs GPT-5.4 Pro
GPT-5.4 Pro is the stronger model overall, scoring 58.8 to 41.8 on the Noometry Index. Gemini 3.5 Flash Lite costs 79× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.
Last verified . 9 shared benchmarks.
GoogleSummary
- They share 9 benchmarks with published results for both. Gemini 3.5 Flash Lite scores higher in 0 categories and GPT-5.4 Pro in 4 categories; 3 gaps are clear of the uncertainty.
- The widest gap is in math, where GPT-5.4 Pro leads 72.0 to 25.7.
- The biggest single-benchmark swing is ARC-AGI-2: 10.3% for Gemini 3.5 Flash Lite and 83.3% for GPT-5.4 Pro.
- Gemini 3.5 Flash Lite is cheaper at $0.30 / $2.50 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
- GPT-5.4 Pro accepts more context: 1.05M tokens versus 1.05M.
Side by side
| Gemini 3.5 Flash Lite | GPT-5.4 Pro | |
|---|---|---|
| Provider | OpenAI | |
| Noometry Index | 41.8 | 58.8 |
| Released | 2026-07-21 | 2026-03-05 |
| Weights | Proprietary | Proprietary |
| Context window | 1.05M | 1.05M |
| Max output | 66K | 128K |
| Input $ / M tokens | $0.30 | $30 |
| Output $ / M tokens | $2.50 | $180 |
| Results tracked | 38 | 16 |
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Category by category
Coding Too close to call
Gemini 3.5 Flash Lite: 42.1 (#96), GPT-5.4 Pro: 42.6 (#89)
| Benchmark | Gemini 3.5 Flash Lite | GPT-5.4 Pro |
|---|---|---|
| WeirdML | 39% | 57.4% |
| LMArena WebDev | 1440 | — |
| SciCode | 41.3% | — |
| LMArena Coding | 1455 | — |
| ALE-Bench | 765.27 | — |
Agentic & Tool Use Not comparable
Gemini 3.5 Flash Lite: 28.6 (#82), GPT-5.4 Pro: —
| Benchmark | Gemini 3.5 Flash Lite | GPT-5.4 Pro |
|---|---|---|
| GDP.pdf | 10% | — |
Reasoning GPT-5.4 Pro leads
Gemini 3.5 Flash Lite: 27.8 (#95), GPT-5.4 Pro: 71.0 (#10)
| Benchmark | Gemini 3.5 Flash Lite | GPT-5.4 Pro |
|---|---|---|
| ARC-AGI-2 | 10.3% | 83.3% |
| ARC-AGI-1 | 53.5% | 94.5% |
| CritPt | 0% | 30% |
| Chess Puzzles | 22% | 58.6% |
| Epoch Capabilities Index | 145.12 | 159.12 |
| SimpleBench | — | 74.1% |
| NYT Connections (extended) | 60.4% | — |
| EnigmaEval | — | 23.8% |
| LMArena Hard Prompts | 1441 | — |
| Mystery Game Puzzles | 19% | — |
| DTBench | 83.5% | — |
| LMCA | 37.6% | — |
Math GPT-5.4 Pro leads
Gemini 3.5 Flash Lite: 25.7 (#245), GPT-5.4 Pro: 72.0 (#17)
| Benchmark | Gemini 3.5 Flash Lite | GPT-5.4 Pro |
|---|---|---|
| FrontierMath (Tiers 1-3) | 26% | 82.5% |
| FrontierMath Tier 4 | 0% | 58.5% |
| OTIS Mock AIME 2024-2025 | 71.1% | — |
| ProofBench | 13% | — |
| LMArena Math | 1431 | — |
| FrontierMath (Feb 2025 set) | — | 50% |
| FrontierMath Tier 4 (v1) | — | 37.5% |
Knowledge GPT-5.4 Pro leads
Gemini 3.5 Flash Lite: 50.0 (#66), GPT-5.4 Pro: 68.3 (#6)
| Benchmark | Gemini 3.5 Flash Lite | GPT-5.4 Pro |
|---|---|---|
| GPQA Diamond | 83.3% | 94.6% |
| Humanity's Last Exam | — | 44.3% |
| SimpleQA Verified | — | 46.3% |
| Vectara Hallucination Rate | — | 8.3% |
| LMArena Expert | 1430 | — |
Multimodal Not comparable
Gemini 3.5 Flash Lite: 40.3 (#38), GPT-5.4 Pro: —
| Benchmark | Gemini 3.5 Flash Lite | GPT-5.4 Pro |
|---|---|---|
| LMArena Vision | 1266 | — |
Multilingual Not comparable
Gemini 3.5 Flash Lite: 53.8 (#59), GPT-5.4 Pro: —
| Benchmark | Gemini 3.5 Flash Lite | GPT-5.4 Pro |
|---|---|---|
| LMArena Non-English | 1428 | — |
| LMArena Chinese | 1467 | — |
| LMArena French | 1452 | — |
| LMArena German | 1454 | — |
| LMArena Japanese | 1428 | — |
| LMArena Korean | 1406 | — |
| LMArena Russian | 1443 | — |
| LMArena Spanish | 1440 | — |
Instruction Following Not comparable
Gemini 3.5 Flash Lite: 75.0 (#77), GPT-5.4 Pro: —
| Benchmark | Gemini 3.5 Flash Lite | GPT-5.4 Pro |
|---|---|---|
| LMArena Instruction Following | 1420 | — |
Long Context Not comparable
Gemini 3.5 Flash Lite: 43.8 (#80), GPT-5.4 Pro: —
| Benchmark | Gemini 3.5 Flash Lite | GPT-5.4 Pro |
|---|---|---|
| LMArena Longer Query | 1435 | — |
Writing & Preference Not comparable
Gemini 3.5 Flash Lite: 64.4 (#55), GPT-5.4 Pro: —
| Benchmark | Gemini 3.5 Flash Lite | GPT-5.4 Pro |
|---|---|---|
| LMArena Text | 1436 | — |
| LMArena Creative Writing | 1419 | — |
| EQ-Bench Creative Writing | 1559 | — |
| LMArena Multi-Turn | 1445 | — |
Frequently asked questions
Is Gemini 3.5 Flash Lite better than GPT-5.4 Pro?
GPT-5.4 Pro is the stronger model overall, scoring 58.8 to 41.8 on the Noometry Index. Gemini 3.5 Flash Lite costs 79× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.
Which is cheaper, Gemini 3.5 Flash Lite or GPT-5.4 Pro?
Gemini 3.5 Flash Lite is cheaper. It lists at $0.30 per million input tokens and $2.50 per million output tokens; GPT-5.4 Pro lists at $30 and $180.
Is Gemini 3.5 Flash Lite or GPT-5.4 Pro better for coding?
They score almost the same on coding (42.1 vs 42.6); test both on your own repository before choosing.
Which has the bigger context window?
GPT-5.4 Pro does, with 1.05M tokens against 1.05M.
How many benchmarks do Gemini 3.5 Flash Lite and GPT-5.4 Pro share?
9 benchmarks have published results for both models. Gemini 3.5 Flash Lite has 38 scored results on Noometry and GPT-5.4 Pro has 16.