ZMIME
Comparison · 2 models · Updated Nov 2, 2026

Sarvam 105B vs Grok 4 Fast Non Reasoning

Grok 4 Fast Non Reasoning comes out ahead, 72 to 52 on our weighted score, and it is the cheaper option too.

  1. Sarvam AI

    Sarvam 105B

    Released Feb 18, 2026

    52/100
    • ECI—
    • Price$0.158 / $0.632
    • Context131K
  2. Our pick

    xAI

    Grok 4 Fast Non Reasoning

    Released Dec 18, 2025

    72/100
    • ECI—
    • Price$0.20 / $0.50
    • Context2M
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Grok 4 Fast Non Reasoning is our pick

Grok 4 Fast Non Reasoning is the better all-round choice, scoring 72/100 against Sarvam 105B (52). 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 priceGrok 4 Fast Non ReasoningGrok 4 Fast Non Reasoning $0.275 · Sarvam 105B $0.276 per 1M tokens (3:1 blend)
  • Longest contextGrok 4 Fast Non ReasoningGrok 4 Fast Non Reasoning 2,000,000 · Sarvam 105B 131,072 tokens
  • Widest inputsGrok 4 Fast Non ReasoningSarvam 105B: Text · Grok 4 Fast Non Reasoning: Text, Images, Audio, Video
  • Self-hostingSarvam 105BPublishes downloadable weights
How the score is built
MeasureWeightSarvam 105BGrok 4 Fast Non Reasoning
Price50%7373
Inputs & features30%3570
Context window20%2572
Overall100%52/10072/100

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.

Sarvam 105B vs Grok 4 Fast Non Reasoning specifications side by side
SpecificationSarvam 105BSarvam AIGrok 4 Fast Non ReasoningxAI
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.158 (best)$0.20
Output$0.632$0.50 (best)
Cached input$0.053—
Blended (3:1)$0.276$0.275 (best)
Long-context rateSame rateSame rate
Price sourceOfficial Sarvam AI APIMedian of 7 providers
Limits
Context window131,072 tokens2,000,000 tokens (best)
Max output131,072 tokens2,000,000 tokens (best)
Inputs and features
TextYesYes
ImagesNoYes
PDFsNoNo
AudioNoYes
VideoNoYes
ReasoningYeslow · medium · highNo
Tool callingYesYes
Structured outputNoNo
Availability
WeightsOpenProprietary
API model IDsarvam-105b—
API providers38 (best)
ReleasedFeb 18, 2026Dec 18, 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.

  • Sarvam 105B$2.84
  • Grok 4 Fast Non Reasoning$3.00
04 — Questions

Which should you choose?

Which is better: Sarvam 105B or Grok 4 Fast Non Reasoning?

Grok 4 Fast Non Reasoning is the better all-round choice, scoring 72/100 against Sarvam 105B (52). 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, Sarvam 105B or Grok 4 Fast Non Reasoning?

Grok 4 Fast Non Reasoning is cheaper at $0.20 input / $0.50 output per million tokens (median across 7 API providers). 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 $0.275 per million tokens for Grok 4 Fast Non Reasoning versus $0.276 for Sarvam 105B (1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Sarvam 105B has not been scored yet and Grok 4 Fast Non Reasoning has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Sarvam 105B and Grok 4 Fast Non Reasoning 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?

Grok 4 Fast Non Reasoning has the largest context window at 2,000,000 tokens, against 131,072 for Sarvam 105B. Maximum output per response: Sarvam 105B up to 131,072, Grok 4 Fast Non Reasoning up to 2,000,000 tokens.

Which can read images, PDFs, audio or video?

Sarvam 105B accepts text; Grok 4 Fast Non Reasoning accepts text, images, audio and video. Grok 4 Fast Non Reasoning handles the widest range of inputs.

Are any of these open source?

Sarvam 105B publishes its weights and can be self-hosted; Grok 4 Fast Non Reasoning is proprietary.

Which is newer?

Sarvam 105B is the newest, released Feb 18, 2026. Grok 4 Fast Non Reasoning came out Dec 18, 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.