Model comparison
o3-pro vs Sarvam 30B
Head-to-head evidence from 2 shared benchmark results across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: o3-pro #127 (Supported); Sarvam 30B #169 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. o3-pro and Sarvam 30B share 2 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to o3-pro; 9 to Sarvam 30B.
Updated July 18, 2026- Shared results
- 2
- o3-pro only
- 0
- Sarvam 30B only
- 9
- Comparable categories
- 0 / 8
Benchmark data for o3-pro and Sarvam 30B is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 2 shared benchmark results across 1 evidence category; 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.
o3-pro is priced at $20.00 input / $80.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Sarvam 30B. o3-pro has the larger context window at 200K, 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.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | o3-pro | Sarvam 30B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | o3-pro$20 input / $80 output | Sarvam 30B$0 input / $0 output | Sarvam 30B has the lower combined listed price. |
| Generation speedtokens per second | o3-pro27 tok/s | Sarvam 30BNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | o3-pro84.93 s | Sarvam 30BNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | o3-pro200K | Sarvam 30B64K | o3-pro lists the larger context window. |
Benchmark Deep Dive
Agentic1 benchmarks
| Benchmark | o3-pro | Sarvam 30B | Result |
|---|---|---|---|
| τ²-bench resultsSource | — | 34.5% | Not comparable |
Coding1 benchmarks
| Benchmark | o3-pro | Sarvam 30B | Result |
|---|---|---|---|
| AA-SciCodeSource | — | 19.2% | Not comparable |
Reasoning2 benchmarks
Knowledge6 benchmarks
| Benchmark | o3-pro | Sarvam 30B | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 32.5% | 6.6% | o3-pro leads |
| AA-GPQA DiamondSource | 84.5% | 63.3% | o3-pro leads |
| AA-HLESource | — | 7.0% | Not comparable |
| AA-Omniscience IndexSource | — | -72.0% | Not comparable |
| AA-Omniscience AccuracySource | — | 12.7% | Not comparable |
| AA-Omniscience Hallucination RateSource | — | 97.0% | Not comparable |
Inst. Following1 benchmarks
| Benchmark | o3-pro | Sarvam 30B | Result |
|---|---|---|---|
| AA-IFBenchSource | — | 26.5% | Not comparable |
Frequently Asked Questions (3)
Can I compare o3-pro 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 o3-pro and Sarvam 30B today?
o3-pro: $20.00 input / $80.00 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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