Model comparison
Sarvam 105B vs Step 3.7 Flash
Head-to-head evidence from 12 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
BenchAlign evidence: Sarvam 105B estimated; Step 3.7 Flash estimated. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Sarvam 105B and Step 3.7 Flash share 12 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Sarvam 105B; 18 to Step 3.7 Flash.
Updated July 16, 2026- Shared results
- 12
- Sarvam 105B only
- 0
- Step 3.7 Flash only
- 18
- Comparable categories
- 0 / 8
Benchmark data for Sarvam 105B and Step 3.7 Flash is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 12 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.
Step 3.7 Flash is priced at $0.20 input / $1.15 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Sarvam 105B. Step 3.7 Flash has the larger context window at 256K, compared with 128K for Sarvam 105B.
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 | Sarvam 105B | Δ | Step 3.7 Flash |
|---|---|---|---|
| Agentic | Sarvam 105BNot measured | MarginNo overlap | Step 3.7 Flash66.4 |
| Coding | Sarvam 105BNot measured | MarginNo overlap | Step 3.7 Flash56.3 |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Sarvam 105B | Step 3.7 Flash | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Sarvam 105B$0 input / $0 output | Step 3.7 Flash$0.2 input / $1.15 output | Sarvam 105B has the lower combined listed price. |
| Generation speedtokens per second | Sarvam 105BNot available | Step 3.7 FlashNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Sarvam 105BNot available | Step 3.7 FlashNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Sarvam 105B128K | Step 3.7 Flash256K | Step 3.7 Flash lists the larger context window. |
Benchmark Deep Dive
Agentic12 benchmarks
| Benchmark | Sarvam 105B | Step 3.7 Flash | Result |
|---|---|---|---|
| τ²-bench resultsSource | 46.8% | 98.5% | Step 3.7 Flash leads |
| Terminal-Bench 2.0Source | — | 59.5% | Not comparable |
| BrowseCompSource | — | 75.8% | Not comparable |
| DeepSearchQASource | — | 92.8% | Not comparable |
| GDPval-AASource | — | 25.9% | Not comparable |
| ToolathlonSource | — | 49.5% | Not comparable |
| Claw-EvalSource | — | 67.1% | Not comparable |
| HLE w/ toolsSource | — | 47.2% | Not comparable |
| Gert LabsSource | — | 51.57% | Not comparable |
| AA Agentic IndexSource | — | 21.5% | Not comparable |
| GDPval-AASource | — | 1017 | Not comparable |
| APEX-Agents-AASource | — | 14.8% | Not comparable |
Coding5 benchmarks
Reasoning2 benchmarks
Knowledge6 benchmarks
| Benchmark | Sarvam 105B | Step 3.7 Flash | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 11.9% | 30.3% | Step 3.7 Flash leads |
| AA-GPQA DiamondSource | 73.8% | 80.9% | Step 3.7 Flash leads |
| AA-HLESource | 10.1% | 19.9% | Step 3.7 Flash leads |
| AA-Omniscience IndexSource | -59.5% | -37.5% | Step 3.7 Flash leads |
| AA-Omniscience AccuracySource | 17.6% | 25.4% | Step 3.7 Flash leads |
| AA-Omniscience Hallucination RateSource | 93.5% | 84.4% | Step 3.7 Flash leads |
Multimodal4 benchmarks
Inst. Following1 benchmarks
| Benchmark | Sarvam 105B | Step 3.7 Flash | Result |
|---|---|---|---|
| AA-IFBenchSource | 34.4% | 67.3% | Step 3.7 Flash leads |
Frequently Asked Questions (3)
Can I compare Sarvam 105B and Step 3.7 Flash 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 Sarvam 105B and Step 3.7 Flash today?
Sarvam 105B: $0.00 input / $0.00 output per 1M tokens Step 3.7 Flash: $0.20 input / $1.15 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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