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Comparison · 3 models · Updated Oct 4, 2026

Trinity Large Preview vs Sarvam 105B vs DeepSeek OCR 2

Trinity Large Preview comes out ahead, 34 to 31 and 15 on our weighted score.

  1. Our pick

    Arcee AI

    Trinity Large Preview

    Released Jan 27, 2026

    34/100
    • ECI—
    • Price—
    • Context524K
  2. Sarvam AI

    Sarvam 105B

    Released Sep 1, 2025

    31/100
    • ECI—
    • Price$0.047 / $0.186
    • Context131K
  3. DeepSeek

    DeepSeek OCR 2

    Released Jan 27, 2026

    15/100
    • ECI—
    • Price$0.89 / $1.47
    • Context8K
01 — Verdict

Trinity Large Preview is our pick

Trinity Large Preview is the better all-round choice, scoring 34/100 against Sarvam 105B (31) and DeepSeek OCR 2 (15). It leads on context window. Sarvam 105B wins on inputs & features. The score weighs inputs & features 60%, context window 40%. 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 priceSarvam 105BSarvam 105B $0.082 · DeepSeek OCR 2 $1.03 per 1M tokens (3:1 blend) · Trinity Large Preview unpriced
  • Longest contextTrinity Large PreviewTrinity Large Preview 524,288 · Sarvam 105B 131,072 · DeepSeek OCR 2 8,192 tokens
  • Widest inputsDeepSeek OCR 2Trinity Large Preview: Text · Sarvam 105B: Text · DeepSeek OCR 2: Text, Images
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightTrinity Large PreviewSarvam 105BDeepSeek OCR 2
Inputs & features60%253525
Context window40%49240
Overall100%34/10031/10015/100

Left out because at least one model lacks the data: capability and price. 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.

Trinity Large Preview vs Sarvam 105B vs DeepSeek OCR 2 specifications side by side
SpecificationTrinity Large PreviewArcee AISarvam 105BSarvam AIDeepSeek OCR 2DeepSeek
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input—$0.047 (best)$0.89
Output—$0.186 (best)$1.47
Cached input———
Blended (3:1)—$0.082 (best)$1.03
Long-context rate—Same rateSame rate
Price source—Median of 2 providersMedian of 1 providers
Limits
Context window524,288 tokens (best)131,072 tokens8,192 tokens
Max output262,144 tokens (best)131,072 tokens8,192 tokens
Inputs and features
TextYesYesYes
ImagesNoNoYes
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningNoYes · low · medium · highNo
Tool callingYesYesNo
Structured outputNoNoNo
Availability
WeightsOpenOpenMDW-1.1OpenOpen
API model ID—sarvam-105b—
API providers13 (best)2
ReleasedJan 27, 2026Sep 1, 2025Jan 27, 2026
Knowledge cutoff———
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.

  • Trinity Large Preview—
  • Sarvam 105B$0.842
  • DeepSeek OCR 2$11.83
04 — Questions

Which should you choose?

Which is better: Trinity Large Preview, Sarvam 105B or DeepSeek OCR 2?

Trinity Large Preview is the better all-round choice, scoring 34/100 against Sarvam 105B (31) and DeepSeek OCR 2 (15). It leads on context window. Sarvam 105B wins on inputs & features. The score weighs inputs & features 60%, context window 40%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, Trinity Large Preview, Sarvam 105B or DeepSeek OCR 2?

Sarvam 105B is cheaper at $0.047 input / $0.186 output per million tokens (median across 2 API providers). DeepSeek OCR 2 costs $0.89 input / $1.47 output per million tokens (median across 1 API provider). At a typical mix of three input tokens to one output token, that is $0.082 per million tokens for Sarvam 105B versus $1.03 for DeepSeek OCR 2 (13× as much). Trinity Large Preview has no published per-token price.

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Trinity Large Preview has not been scored yet, Sarvam 105B has not been scored yet and DeepSeek OCR 2 has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Trinity Large Preview, Sarvam 105B and DeepSeek OCR 2 yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that DeepSeek OCR 2 does not support tool calling, which most coding agents need.

Which has the bigger context window?

Trinity Large Preview has the largest context window at 524,288 tokens, against 131,072 for Sarvam 105B and 8,192 for DeepSeek OCR 2. Maximum output per response: Trinity Large Preview up to 262,144, Sarvam 105B up to 131,072, DeepSeek OCR 2 up to 8,192 tokens.

Which can read images, PDFs, audio or video?

Trinity Large Preview accepts text; Sarvam 105B accepts text; DeepSeek OCR 2 accepts text and images. DeepSeek OCR 2 handles the widest range of inputs.

Are any of these open source?

Yes, all three publish their weights (OpenMDW-1.1), so you can self-host them.

Which is newer?

Trinity Large Preview is the newest, released Jan 27, 2026. DeepSeek OCR 2 came out Jan 27, 2026; Sarvam 105B came out Sep 1, 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 Oct 4, 2026.