ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Granite-4.0-H-Small vs Sarvam 105B vs Seed 1.6 Flash

Seed 1.6 Flash comes out ahead, 78 to 65 and 63 on our weighted score, and it is the cheaper option too.

  1. IBM

    Granite-4.0-H-Small

    Released Oct 2, 2025

    63/100
    • ECI—
    • Price$0.064 / $0.265
    • Context131K
  2. Sarvam AI

    Sarvam 105B

    Released Sep 1, 2025

    65/100
    • ECI—
    • Price$0.047 / $0.186
    • Context131K
  3. Our pick

    ByteDance Seed

    Seed 1.6 Flash

    Released Aug 28, 2025

    78/100
    • ECI—
    • Price$0.022 / $0.223
    • Context256K
01 — Verdict

Seed 1.6 Flash is our pick

Seed 1.6 Flash is the better all-round choice, scoring 78/100 against Sarvam 105B (65) and Granite-4.0-H-Small (63). It leads on inputs & features and context window. 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 priceSeed 1.6 FlashSeed 1.6 Flash $0.072 · Sarvam 105B $0.082 · Granite-4.0-H-Small $0.114 per 1M tokens (3:1 blend)
  • Longest contextSeed 1.6 FlashSeed 1.6 Flash 256,000 · Granite-4.0-H-Small 131,072 · Sarvam 105B 131,072 tokens
  • Widest inputsSeed 1.6 FlashGranite-4.0-H-Small: Text · Sarvam 105B: Text · Seed 1.6 Flash: Text, Images
  • Self-hostingGranite-4.0-H-Small and Sarvam 105BPublishes downloadable weights
How the score is built
MeasureWeightGranite-4.0-H-SmallSarvam 105BSeed 1.6 Flash
Price50%95100100
Inputs & features30%353570
Context window20%242436
Overall100%63/10065/10078/100

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.

Granite-4.0-H-Small vs Sarvam 105B vs Seed 1.6 Flash specifications side by side
SpecificationGranite-4.0-H-SmallIBMSarvam 105BSarvam AISeed 1.6 FlashByteDance Seed
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.064$0.047$0.022 (best)
Output$0.265$0.186 (best)$0.223
Cached input——$0.0044
Blended (3:1)$0.114$0.082$0.072 (best)
Long-context rateSame rateSame rateOver 32K: $0.045 / $0.445
Price sourceOfficial watsonx.ai APIMedian of 2 providersOfficial Volcengine Ark API
Limits
Context window131,072 tokens131,072 tokens256,000 tokens (best)
Max output131,072 tokens (best)131,072 tokens (best)32,000 tokens
Inputs and features
TextYesYesYes
ImagesNoNoYes
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningNoYes · low · medium · highYes
Tool callingYesYesYes
Structured outputYesNoYes
Availability
WeightsOpenOpenProprietary
API model IDibm/granite-4-h-smallsarvam-105bdoubao-seed-1-6-flash-250828
API providers13 (best)2
ReleasedOct 2, 2025Sep 1, 2025Aug 28, 2025
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.

  • Granite-4.0-H-Small$1.17
  • Sarvam 105B$0.842
  • Seed 1.6 Flash$0.668
04 — Questions

Which should you choose?

Which is better: Granite-4.0-H-Small, Sarvam 105B or Seed 1.6 Flash?

Seed 1.6 Flash is the better all-round choice, scoring 78/100 against Sarvam 105B (65) and Granite-4.0-H-Small (63). It leads on inputs & features and context window. 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, Granite-4.0-H-Small, Sarvam 105B or Seed 1.6 Flash?

Seed 1.6 Flash is cheaper at $0.022 input / $0.223 output per million tokens (official Volcengine Ark API price). Sarvam 105B costs $0.047 input / $0.186 output per million tokens (median across 2 API providers); Granite-4.0-H-Small costs $0.064 input / $0.265 output per million tokens (official watsonx.ai API price). At a typical mix of three input tokens to one output token, that is $0.072 per million tokens for Seed 1.6 Flash versus $0.082 for Sarvam 105B (1.1× as much) and $0.114 for Granite-4.0-H-Small (1.6× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Granite-4.0-H-Small has not been scored yet, Sarvam 105B has not been scored yet and Seed 1.6 Flash has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Granite-4.0-H-Small, Sarvam 105B and Seed 1.6 Flash 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?

Seed 1.6 Flash has the largest context window at 256,000 tokens, against 131,072 for Granite-4.0-H-Small and 131,072 for Sarvam 105B. Maximum output per response: Granite-4.0-H-Small up to 131,072, Sarvam 105B up to 131,072, Seed 1.6 Flash up to 32,000 tokens.

Which can read images, PDFs, audio or video?

Granite-4.0-H-Small accepts text; Sarvam 105B accepts text; Seed 1.6 Flash accepts text and images. Seed 1.6 Flash handles the widest range of inputs.

Are any of these open source?

Granite-4.0-H-Small and Sarvam 105B publishes its weights and can be self-hosted; Seed 1.6 Flash is proprietary.

Which is newer?

Granite-4.0-H-Small is the newest, released Oct 2, 2025. Sarvam 105B came out Sep 1, 2025; Seed 1.6 Flash came out Aug 28, 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.