Model comparison
Claude Opus 4.7 vs Gemma 4 E4B
Head-to-head evidence from 13 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
BenchAlign evidence: Claude Opus 4.7 supported; Gemma 4 E4B estimated. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Claude Opus 4.7 and Gemma 4 E4B share 13 comparable benchmark results. 0 of 8 categories are comparable. 9 results are unique to Claude Opus 4.7; 2 to Gemma 4 E4B.
Updated July 15, 2026- Shared results
- 13
- Claude Opus 4.7 only
- 9
- Gemma 4 E4B only
- 2
- Comparable categories
- 0 / 8
Benchmark data for Claude Opus 4.7 and Gemma 4 E4B is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 13 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 Opus 4.7 is priced at $5.00 input / $25.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Gemma 4 E4B. Claude Opus 4.7 has the larger context window at 1M, compared with 128K for Gemma 4 E4B.
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 Opus 4.7 | Δ | Gemma 4 E4B |
|---|---|---|---|
| Knowledge | Claude Opus 4.7Not measured | MarginNo overlap | Gemma 4 E4B67.4 |
| Math | Claude Opus 4.738.6 | MarginNo overlap | Gemma 4 E4BNot measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Claude Opus 4.7 | Gemma 4 E4B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Claude Opus 4.7$5 input / $25 output | Gemma 4 E4B$0 input / $0 output | Gemma 4 E4B has the lower combined listed price. |
| Generation speedtokens per second | Claude Opus 4.7Not available | Gemma 4 E4BNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Claude Opus 4.7Not available | Gemma 4 E4BNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Claude Opus 4.71M | Gemma 4 E4B128K | Claude Opus 4.7 lists the larger context window. |
Benchmark Deep Dive
Agentic4 benchmarks
Coding5 benchmarks
Reasoning2 benchmarks
Knowledge8 benchmarks
| Benchmark | Claude Opus 4.7 | Gemma 4 E4B | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 42.7% | 12.5% | Claude Opus 4.7 leads |
| AA-GPQA DiamondSource | 88.5% | 57.6% | Claude Opus 4.7 leads |
| AA-HLESource | 31.2% | 3.7% | Claude Opus 4.7 leads |
| AA-Omniscience IndexSource | 14.2% | -20.0% | Claude Opus 4.7 leads |
| AA-Omniscience AccuracySource | 43.5% | 8.6% | Claude Opus 4.7 leads |
| AA-Omniscience Hallucination RateSource | 51.9% | 31.3% | Gemma 4 E4B leads |
| GPQASource | — | 58.6% | Not comparable |
| MMLU-ProSource | — | 69.4% | Not comparable |
Math2 benchmarks
Multimodal2 benchmarks
Inst. Following1 benchmarks
| Benchmark | Claude Opus 4.7 | Gemma 4 E4B | Result |
|---|---|---|---|
| AA-IFBenchSource | 43.6% | 44.2% | Gemma 4 E4B leads |
Frequently Asked Questions (3)
Can I compare Claude Opus 4.7 and Gemma 4 E4B 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 Opus 4.7 and Gemma 4 E4B today?
Claude Opus 4.7: $5.00 input / $25.00 output per 1M tokens Gemma 4 E4B: $0.00 input / $0.00 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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