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Model comparison

Hy3 Preview vs Sarvam 30B

Data verified

Head-to-head evidence from 9 shared benchmark results across 3 categories. Overall scores shown here use BenchLM's provisional ranking lane.

54/100
Margin
20.0pts
← winning
34/100
0 category wins0 category wins

Evidence parity. Hy3 Preview and Sarvam 30B share 9 comparable benchmark results. 0 of 8 categories are comparable. 13 results are unique to Hy3 Preview; 3 to Sarvam 30B.

Updated July 14, 2026
Shared results
9
Hy3 Preview only
13
Sarvam 30B only
3
Comparable categories
0 / 8

Benchmark data for Hy3 Preview and Sarvam 30B is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 9 shared benchmark results across 3 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.

Hy3 Preview has the larger context window at 256K, compared with 64K for Sarvam 30B.

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 scores and score margins for Hy3 Preview and Sarvam 30B
CategoryHy3 PreviewΔSarvam 30B
AgenticHy3 Preview54.4MarginNo overlapSarvam 30BNot measured
CodingHy3 Preview61.6MarginNo overlapSarvam 30BNot measured
KnowledgeHy3 Preview33.8MarginNo overlapSarvam 30BNot measured
Inst. FollowingHy3 Preview63.1MarginNo overlapSarvam 30BNot measured

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricHy3 PreviewSarvam 30BComparison
Input / output priceUSD per 1M tokensHy3 Preview$0 input / $0 outputSarvam 30B$0 input / $0 outputListed prices are equal.
Generation speedtokens per secondHy3 PreviewNot availableSarvam 30BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenHy3 PreviewNot availableSarvam 30BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensHy3 Preview256KSarvam 30B64KHy3 Preview lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkHy3 PreviewSarvam 30BResult
Terminal-Bench 2.0Source 54.4%Not comparable
Gert LabsSource 36.91%Not comparable
AA Agentic IndexSource 30.7%Not comparable
GDPval-AASource 35.7%Not comparable
GDPval-AASource 1214Not comparable
Tau2-TelecomSource 34.5%Not comparable
Coding
BenchmarkHy3 PreviewSarvam 30BResult
SWE-bench VerifiedSource 74.4%Not comparable
Terminal-Bench 2.0Source 54.4%Not comparable
SciCodeSource 41.2%Not comparable
AA-SciCodeSource 47.6%19.2%Hy3 Preview leads
AA Coding IndexSource 58.8%Not comparable
Terminal-Bench HardSource 2.3%Not comparable
Reasoning
BenchmarkHy3 PreviewSarvam 30BResult
AA-LCRSource 66.7%0.0%Hy3 Preview leads
CritPtSource 4.9%0.3%Hy3 Preview leads
Knowledge
BenchmarkHy3 PreviewSarvam 30BResult
Artificial Analysis Intelligence IndexSource 41.2%6.6%Hy3 Preview leads
GPQASource 87.2%Not comparable
GPQA-DSource 87.2%Not comparable
HLESource 25.5%Not comparable
AA-Omniscience AccuracySource 31.5%12.7%Hy3 Preview leads
AA-Omniscience Hallucination RateSource 73.0%97.0%Hy3 Preview leads
AA-GPQA DiamondSource 89.7%63.3%Hy3 Preview leads
AA-HLESource 31.6%7.0%Hy3 Preview leads
AA-Omniscience IndexSource -18.5%-72.0%Hy3 Preview leads
Inst. Following
BenchmarkHy3 PreviewSarvam 30BResult
IFBenchSource 63.1%Not comparable
AA-IFBenchSource 26.5%Not comparable
Frequently Asked Questions (3)

Can I compare Hy3 Preview and Sarvam 30B 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 Hy3 Preview and Sarvam 30B today?

Hy3 Preview: $0.00 input / $0.00 output per 1M tokens Sarvam 30B: $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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Last updated: July 14, 2026

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