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Comparison · 2 models · Updated Nov 2, 2026

Solar Pro 2 vs Sarvam 105B

Too close to call on our weighted score (Sarvam 105B 52, Solar Pro 2 51). The right pick depends on what you value most.

  1. Upstage

    Solar Pro 2

    Released May 20, 2025

    51/100
    • ECI—
    • Price$0.25 / $0.25
    • Context66K
  2. Sarvam AI

    Sarvam 105B

    Released Feb 18, 2026

    52/100
    • ECI—
    • Price$0.158 / $0.632
    • Context131K
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01 — Verdict

Too close to call

It is close. Our weighted score puts them within 1 points (Sarvam 105B 52/100, Solar Pro 2 51/100), so choose by what matters most for your work: Solar Pro 2 on price and Sarvam 105B for long inputs. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

  • CapabilityNot enough dataNo independent benchmark covers every model here yet
  • Lowest priceSolar Pro 2Solar Pro 2 $0.25 · Sarvam 105B $0.276 per 1M tokens (3:1 blend)
  • Longest contextSarvam 105BSarvam 105B 131,072 · Solar Pro 2 65,536 tokens
  • Widest inputsSame inputsSolar Pro 2: Text · Sarvam 105B: Text
  • Self-hostingSarvam 105BPublishes downloadable weights
How the score is built
MeasureWeightSolar Pro 2Sarvam 105B
Price50%7573
Inputs & features30%3535
Context window20%1225
Overall100%51/10052/100

Left out because at least one model lacks the data: capability. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

Solar Pro 2 vs Sarvam 105B specifications side by side
SpecificationSolar Pro 2UpstageSarvam 105BSarvam AI
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.25$0.158 (best)
Output$0.25 (best)$0.632
Cached input—$0.053
Blended (3:1)$0.25 (best)$0.276
Long-context rateSame rateSame rate
Price sourceOfficial Upstage APIOfficial Sarvam AI API
Limits
Context window65,536 tokens131,072 tokens (best)
Max output8,192 tokens131,072 tokens (best)
Inputs and features
TextYesYes
ImagesNoNo
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningYesminimal · highYeslow · medium · high
Tool callingYesYes
Structured outputNoNo
Availability
WeightsProprietaryOpen
API model IDsolar-pro2sarvam-105b
API providers23 (best)
ReleasedMay 20, 2025Feb 18, 2026
Knowledge cutoffMar 2025—
03 — Cost

What would a month cost?

Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.

  • Solar Pro 2$3.00
  • Sarvam 105B$2.84
04 — Questions

Which should you choose?

Which is better: Solar Pro 2 or Sarvam 105B?

It is close. Our weighted score puts them within 1 points (Sarvam 105B 52/100, Solar Pro 2 51/100), so choose by what matters most for your work: Solar Pro 2 on price and Sarvam 105B for long inputs. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, Solar Pro 2 or Sarvam 105B?

Solar Pro 2 is cheaper at $0.25 input / $0.25 output per million tokens (official Upstage API price). Sarvam 105B costs $0.158 input / $0.632 output per million tokens (official Sarvam AI API price). At a typical mix of three input tokens to one output token, that is $0.25 per million tokens for Solar Pro 2 versus $0.276 for Sarvam 105B (1.1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Solar Pro 2 has not been scored yet and Sarvam 105B has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Solar Pro 2 and Sarvam 105B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.

Which has the bigger context window?

Sarvam 105B has the largest context window at 131,072 tokens, against 65,536 for Solar Pro 2. Maximum output per response: Solar Pro 2 up to 8,192, Sarvam 105B up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Solar Pro 2 accepts text; Sarvam 105B accepts text. They handle the same number of input types.

Are any of these open source?

Sarvam 105B publishes its weights and can be self-hosted; Solar Pro 2 is proprietary.

Which is newer?

Sarvam 105B is the newest, released Feb 18, 2026. Solar Pro 2 came out May 20, 2025. Knowledge cutoff: Solar Pro 2 Mar 2025.

How do you decide the winner?

Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Nov 2, 2026.