Model comparison
Gemini 3.1 Flash-Lite vs Laguna XS.2
Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Gemini 3.1 Flash-Lite #114 (Supported); Laguna XS.2 unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Gemini 3.1 Flash-Lite and Laguna XS.2 share 0 comparable benchmark results. 0 of 8 categories are comparable. 20 results are unique to Gemini 3.1 Flash-Lite; 5 to Laguna XS.2.
Updated July 27, 2026- Shared results
- 0
- Gemini 3.1 Flash-Lite only
- 20
- Laguna XS.2 only
- 5
- Comparable categories
- 0 / 8
Benchmark data for Gemini 3.1 Flash-Lite and Laguna XS.2 is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 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.
Gemini 3.1 Flash-Lite is priced at $0.25 input / $1.50 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Laguna XS.2. Gemini 3.1 Flash-Lite has the larger context window at 1M, compared with 256K for Laguna XS.2.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Gemini 3.1 Flash-Lite | Laguna XS.2 | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Gemini 3.1 Flash-Lite$0.25 input / $1.5 output | Laguna XS.2$0 input / $0 output | Laguna XS.2 has the lower combined listed price. |
| Generation speedtokens per second | Gemini 3.1 Flash-Lite205 tok/s | Laguna XS.2Not available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Gemini 3.1 Flash-Lite7.50 s | Laguna XS.2Not available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Gemini 3.1 Flash-Lite1M | Laguna XS.2256K | Gemini 3.1 Flash-Lite lists the larger context window. |
Benchmark Deep Dive
Agentic7 benchmarks
| Benchmark | Gemini 3.1 Flash-Lite | Laguna XS.2 | Result |
|---|---|---|---|
| AA Agentic IndexSource | 6.2% | — | Not comparable |
| APEX-Agents-AASource | 12.2% | — | Not comparable |
| τ²-bench resultsSource | 31.3% | — | Not comparable |
| GDPval-AASource | 7.3% | — | Not comparable |
| GDPval-AASource | 647 | — | Not comparable |
| Gert LabsSource | 38.46% | — | Not comparable |
| Terminal-Bench 2.0Source | — | 35.7% | Not comparable |
Coding7 benchmarks
| Benchmark | Gemini 3.1 Flash-Lite | Laguna XS.2 | Result |
|---|---|---|---|
| Vibe Code BenchSource | 0.00% | — | Not comparable |
| AA Coding IndexSource | 34.7% | — | Not comparable |
| AA-SciCodeSource | 41.9% | — | Not comparable |
| SWE-bench VerifiedSource | — | 69.9% | Not comparable |
| SWE MultilingualSource | — | 57.7% | Not comparable |
| SWE-bench ProSource | — | 46.3% | Not comparable |
| Terminal-Bench 2.0Source | — | 35.7% | Not comparable |
Reasoning2 benchmarks
Knowledge6 benchmarks
| Benchmark | Gemini 3.1 Flash-Lite | Laguna XS.2 | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 25.0% | — | Not comparable |
| AA-GPQA DiamondSource | 82.2% | — | Not comparable |
| AA-HLESource | 16.2% | — | Not comparable |
| AA-Omniscience IndexSource | -15.5% | — | Not comparable |
| AA-Omniscience AccuracySource | 36.4% | — | Not comparable |
| AA-Omniscience Hallucination RateSource | 81.6% | — | Not comparable |
Multimodal2 benchmarks
Inst. Following1 benchmarks
| Benchmark | Gemini 3.1 Flash-Lite | Laguna XS.2 | Result |
|---|---|---|---|
| AA-IFBenchSource | 77.2% | — | Not comparable |
Frequently Asked Questions (3)
Can I compare Gemini 3.1 Flash-Lite and Laguna XS.2 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 Gemini 3.1 Flash-Lite and Laguna XS.2 today?
Gemini 3.1 Flash-Lite: $0.25 input / $1.50 output per 1M tokens Laguna XS.2: $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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