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Comparison · 3 models · Updated Oct 4, 2026

Seed 1.6 Flash vs MiniMax-M2.5-highspeed vs Sarvam 105B

Seed 1.6 Flash comes out ahead, 78 to 65 and 41 on our weighted score, and it is the cheaper option too.

  1. Our pick

    ByteDance Seed

    Seed 1.6 Flash

    Released Aug 28, 2025

    78/100
    • ECI—
    • Price$0.022 / $0.223
    • Context256K
  2. MiniMax

    MiniMax-M2.5-highspeed

    Released Feb 13, 2026

    41/100
    • ECI—
    • Price$0.60 / $2.40
    • Context205K
  3. Sarvam AI

    Sarvam 105B

    Released Sep 1, 2025

    65/100
    • ECI—
    • Price$0.047 / $0.186
    • Context131K
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 MiniMax-M2.5-highspeed (41). 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 · MiniMax-M2.5-highspeed $1.05 per 1M tokens (3:1 blend)
  • Longest contextSeed 1.6 FlashSeed 1.6 Flash 256,000 · MiniMax-M2.5-highspeed 204,800 · Sarvam 105B 131,072 tokens
  • Widest inputsSeed 1.6 FlashSeed 1.6 Flash: Text, Images · MiniMax-M2.5-highspeed: Text · Sarvam 105B: Text
  • Self-hostingMiniMax-M2.5-highspeed and Sarvam 105BPublishes downloadable weights
How the score is built
MeasureWeightSeed 1.6 FlashMiniMax-M2.5-highspeedSarvam 105B
Price50%10049100
Inputs & features30%703535
Context window20%363224
Overall100%78/10041/10065/100

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.

Seed 1.6 Flash vs MiniMax-M2.5-highspeed vs Sarvam 105B specifications side by side
SpecificationSeed 1.6 FlashByteDance SeedMiniMax-M2.5-highspeedMiniMaxSarvam 105BSarvam AI
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.022 (best)$0.60$0.047
Output$0.223$2.40$0.186 (best)
Cached input$0.0044 (best)$0.06—
Blended (3:1)$0.072 (best)$1.05$0.082
Long-context rateOver 32K: $0.045 / $0.445Same rateSame rate
Price sourceOfficial Volcengine Ark APIOfficial MiniMax (minimax.io) APIMedian of 2 providers
Limits
Context window256,000 tokens (best)204,800 tokens131,072 tokens
Max output32,000 tokens131,072 tokens (best)131,072 tokens (best)
Inputs and features
TextYesYesYes
ImagesYesNoNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningYesYesYes · low · medium · high
Tool callingYesYesYes
Structured outputYesNoNo
Availability
WeightsProprietaryOpenOpen
API model IDdoubao-seed-1-6-flash-250828MiniMax-M2.5-highspeedsarvam-105b
API providers27 (best)3
ReleasedAug 28, 2025Feb 13, 2026Sep 1, 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.

  • Seed 1.6 Flash$0.668
  • MiniMax-M2.5-highspeed$10.80
  • Sarvam 105B$0.842
04 — Questions

Which should you choose?

Which is better: Seed 1.6 Flash, MiniMax-M2.5-highspeed or Sarvam 105B?

Seed 1.6 Flash is the better all-round choice, scoring 78/100 against Sarvam 105B (65) and MiniMax-M2.5-highspeed (41). 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, Seed 1.6 Flash, MiniMax-M2.5-highspeed or Sarvam 105B?

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); MiniMax-M2.5-highspeed costs $0.60 input / $2.40 output per million tokens (official MiniMax (minimax.io) 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 $1.05 for MiniMax-M2.5-highspeed (15× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Seed 1.6 Flash has not been scored yet, MiniMax-M2.5-highspeed 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 Seed 1.6 Flash, MiniMax-M2.5-highspeed and Sarvam 105B 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 204,800 for MiniMax-M2.5-highspeed and 131,072 for Sarvam 105B. Maximum output per response: Seed 1.6 Flash up to 32,000, MiniMax-M2.5-highspeed up to 131,072, Sarvam 105B up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Seed 1.6 Flash accepts text and images; MiniMax-M2.5-highspeed accepts text; Sarvam 105B accepts text. Seed 1.6 Flash handles the widest range of inputs.

Are any of these open source?

MiniMax-M2.5-highspeed and Sarvam 105B publishes its weights and can be self-hosted; Seed 1.6 Flash is proprietary.

Which is newer?

MiniMax-M2.5-highspeed is the newest, released Feb 13, 2026. 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.