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Comparison · 3 models · Updated Nov 2, 2026

Solar Pro 3 vs Sarvam 105B vs Jamba Mini

Too close to call on our weighted score (Jamba Mini 55, Solar Pro 3 53, Sarvam 105B 52). The right pick depends on what you value most.

  1. Upstage

    Solar Pro 3

    Released Jan 26, 2026

    53/100
    • ECI—
    • Price$0.25 / $0.25
    • Context131K
  2. Sarvam AI

    Sarvam 105B

    Released Feb 18, 2026

    52/100
    • ECI—
    • Price$0.158 / $0.632
    • Context131K
  3. AI21 Labs

    Jamba Mini

    Released Jan 8, 2026

    55/100
    • ECI—
    • Price$0.20 / $0.40
    • Context256K
01 — Verdict

Too close to call

It is close. Our weighted score puts them within 2 points (Jamba Mini 55/100, Solar Pro 3 53/100, Sarvam 105B 52/100), so choose by what matters most for your work: Solar Pro 3 on price and Jamba Mini 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 3 and Jamba MiniSolar Pro 3 $0.25 · Jamba Mini $0.25 · Sarvam 105B $0.276 per 1M tokens (3:1 blend)
  • Longest contextJamba MiniJamba Mini 256,000 · Solar Pro 3 131,072 · Sarvam 105B 131,072 tokens
  • Widest inputsSame inputsSolar Pro 3: Text · Sarvam 105B: Text · Jamba Mini: Text
  • Self-hostingSarvam 105B and Jamba MiniPublishes downloadable weights
How the score is built
MeasureWeightSolar Pro 3Sarvam 105BJamba Mini
Price50%757375
Inputs & features30%353535
Context window20%252536
Overall100%53/10052/10055/100

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 3 vs Sarvam 105B vs Jamba Mini specifications side by side
SpecificationSolar Pro 3UpstageSarvam 105BSarvam AIJamba MiniAI21 Labs
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.25$0.158 (best)$0.20
Output$0.25 (best)$0.632$0.40
Cached input—$0.053—
Blended (3:1)$0.25 (best)$0.276$0.25 (best)
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Upstage APIOfficial Sarvam AI APIOfficial AI21 Labs API
Limits
Context window131,072 tokens131,072 tokens256,000 tokens (best)
Max output8,192 tokens131,072 tokens (best)4,096 tokens
Inputs and features
TextYesYesYes
ImagesNoNoNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningYeslow · medium · highYeslow · medium · highNo
Tool callingYesYesYes
Structured outputNoNoYes
Availability
WeightsProprietaryOpenOpen
API model IDsolar-pro3sarvam-105bjamba-mini
API providers4 (best)31
ReleasedJan 26, 2026Feb 18, 2026Jan 8, 2026
Knowledge cutoffJul 2025—Aug 22, 2024
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 3$3.00
  • Sarvam 105B$2.84
  • Jamba Mini$2.80
04 — Questions

Which should you choose?

Which is better: Solar Pro 3, Sarvam 105B or Jamba Mini?

It is close. Our weighted score puts them within 2 points (Jamba Mini 55/100, Solar Pro 3 53/100, Sarvam 105B 52/100), so choose by what matters most for your work: Solar Pro 3 on price and Jamba Mini 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 3, Sarvam 105B or Jamba Mini?

Solar Pro 3 is cheaper at $0.25 input / $0.25 output per million tokens (official Upstage API price). Jamba Mini costs $0.20 input / $0.40 output per million tokens (official AI21 Labs 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 3 versus $0.25 for Jamba Mini (1× as much) and $0.276 for Sarvam 105B (1.1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Solar Pro 3 has not been scored yet, Sarvam 105B has not been scored yet and Jamba Mini has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Solar Pro 3, Sarvam 105B and Jamba Mini yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three support tool calling for agent workflows.

Which has the bigger context window?

Jamba Mini has the largest context window at 256,000 tokens, against 131,072 for Solar Pro 3 and 131,072 for Sarvam 105B. Maximum output per response: Solar Pro 3 up to 8,192, Sarvam 105B up to 131,072, Jamba Mini up to 4,096 tokens.

Which can read images, PDFs, audio or video?

Solar Pro 3 accepts text; Sarvam 105B accepts text; Jamba Mini accepts text. They handle the same number of input types.

Are any of these open source?

Sarvam 105B and Jamba Mini publishes its weights and can be self-hosted; Solar Pro 3 is proprietary.

Which is newer?

Sarvam 105B is the newest, released Feb 18, 2026. Solar Pro 3 came out Jan 26, 2026; Jamba Mini came out Jan 8, 2026. Knowledge cutoff: Solar Pro 3 Jul 2025, Jamba Mini Aug 22, 2024.

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.