As of August 30, 2026, Sarvam-30B is 89% cheaper per million tokens than Seed 2.1 Pro. Sarvam-30B is $0.30 / $0.30 per million input/output tokens versus Seed 2.1 Pro at $0.89 / $4.45. Sources: https://www.sarvam.ai/ and https://www.volcengine.com/product/doubao
Sources: Sarvam AI pricing (https://www.sarvam.ai/); ByteDance pricing (https://www.volcengine.com/product/doubao)
Sarvam-30B
Sarvam AI
Input
$0.30
Output
$0.30
Seed 2.1 Pro
ByteDance
Input
$0.89
Output
$4.45
Token pricing, specs, and benchmarks side by side
Each bar is share of the current leader on that eval. Click a row to open the board.
BrowseComp. Left is cheaper. Up is a higher score. The line is the best score you can buy at each price.
Sarvam-30BSeed 2.1 ProVerdict
Sarvam-30B offers significantly lower pricing, while Seed 2.1 Pro leads on benchmark performance. Your choice depends on whether cost efficiency or raw capability matters more for your use case.
As of August 30, 2026, Sarvam-30B is 89% cheaper on blended LLM API pricing. Sarvam-30B costs $0.30 per million input tokens and $0.30 per million output tokens ($0.60 blended 1M-in + 1M-out). Seed 2.1 Pro costs $0.89 / $4.45 per million tokens ($5.34 blended). Sources: https://www.sarvam.ai/ and https://www.volcengine.com/product/doubao. The cheapest LLM for your app still depends on how many output tokens you generate.
Sarvam-30B Sarvam AI API pricing is $0.30 input and $0.30 output per million tokens via Sarvam AI. Seed 2.1 Pro ByteDance API pricing is $0.89 input and $4.45 output per million tokens via ByteDance. Use those four numbers, not ChatGPT Plus or Claude Pro subscription prices, when you are comparing APIs.
Sarvam-30B has a published SWE-bench Verified score of 34%. Seed 2.1 Pro does not have that eval on this page yet.
Sarvam-30B supports a 33K token context window, while Seed 2.1 Pro supports 262K tokens. Seed 2.1 Pro offers a larger context window. Filling a larger window bills more input tokens, so the cheaper-per-million model can still cost more on long documents.
Seed 2.1 Pro leads on 2 of 2 shared benchmarks versus Sarvam-30B's 0 wins. Check the comparison table for GPQA Diamond, SWE-bench, MMLU, HLE, and the other evals we track. Token price and benchmark score together are the usual LLM comparison, not either number alone.
Both Sarvam-30B and Seed 2.1 Pro are production API models. For cost-sensitive production traffic, Sarvam-30B has better economics on the blended 1M-in + 1M-out scale. For maximum capability, weight the benchmark table for your domain. Many production stacks route cheap models for drafts and a frontier model for the hard turn, which is usually cheaper than sending everything to the expensive API.
Yes. Call Sarvam-30B through Sarvam AI and Seed 2.1 Pro through ByteDance with separate API keys, or through a gateway that already wraps both. Keep prompts in tokens, not characters, when you estimate the invoice. AnotherWrapper templates can swap providers without rewriting auth and billing.
List rates are the latest published Sarvam AI API pricing and ByteDance API pricing, quoted per million tokens. Official rate sheets: https://www.sarvam.ai/ and https://www.volcengine.com/product/doubao. Prompt caching, batch APIs, and committed-use discounts can change the invoice. Benchmark scores are from official publications and independent evals, updated as new numbers land.
Sarvam-30B supports up to an unspecified number of output tokens per request, while Seed 2.1 Pro supports up to an unspecified number of output tokens. Output tokens are usually the expensive half of API pricing, so a higher max output cap is a capability, not a discount.
Neither Sarvam-30B nor Seed 2.1 Pro has published throughput data on this page yet. Throughput (tokens per second) and time-to-first-token are why two models with the same per-million-token price can still feel different in chat and agents.
Use the model pickers at the top of this LLM comparison. Search any model in the index and the URL updates. Open Sarvam-30B or Seed 2.1 Pro from the sidebar for the single-model API pricing page, or go back to the LLM pricing table to sort by cheapest blended cost.
This comparison covers API pricing, context window, throughput, and benchmark scores. Sarvam-30B costs $0.30/M input and $0.30/M output. Seed 2.1 Pro costs $0.89/M input and $4.45/M output.
Rank both on the LLM leaderboard, SWE-bench, and Humanity's Last Exam.
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