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Comparison · 3 models · Updated Nov 2, 2026

Phi-4-mini vs Reka Flash 3 vs Seed 2.0 Mini

Seed 2.0 Mini comes out ahead, 78 to 56 and 50 on our weighted score, and it is the cheaper option too.

  1. Microsoft

    Phi-4-mini

    Released Feb 26, 2025

    56/100
    • ECI—
    • Price$0.075 / $0.30
    • Context128K
  2. Reka AI

    Reka Flash 3

    Released Mar 10, 2025

    50/100
    • ECI—
    • Price$0.10 / $0.20
    • Context66K
  3. Our pick

    ByteDance Seed

    Seed 2.0 Mini

    Released Feb 14, 2026

    78/100
    • ECI—
    • Price$0.03 / $0.297
    • Context256K
01 — Verdict

Seed 2.0 Mini is our pick

Seed 2.0 Mini is the better all-round choice, scoring 78/100 against Phi-4-mini (56) and Reka Flash 3 (50). It leads on price, 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 2.0 MiniSeed 2.0 Mini $0.097 · Reka Flash 3 $0.125 · Phi-4-mini $0.131 per 1M tokens (3:1 blend)
  • Longest contextSeed 2.0 MiniSeed 2.0 Mini 256,000 · Phi-4-mini 128,000 · Reka Flash 3 65,536 tokens
  • Widest inputsSeed 2.0 MiniPhi-4-mini: Text · Reka Flash 3: Text · Seed 2.0 Mini: Text, Images, Video
  • Self-hostingPhi-4-mini and Reka Flash 3Publishes downloadable weights
How the score is built
MeasureWeightPhi-4-miniReka Flash 3Seed 2.0 Mini
Price50%888994
Inputs & features30%251080
Context window20%241236
Overall100%56/10050/10078/100

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.

Phi-4-mini vs Reka Flash 3 vs Seed 2.0 Mini specifications side by side
SpecificationPhi-4-miniMicrosoftReka Flash 3Reka AISeed 2.0 MiniByteDance Seed
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.075$0.10$0.03 (best)
Output$0.30$0.20 (best)$0.297
Cached input——$0.0059
Blended (3:1)$0.131$0.125$0.097 (best)
Long-context rateSame rateSame rateOver 32K: $0.059 / $0.594
Price sourceOfficial Azure APIMedian of 3 providersOfficial Volcengine Ark API
Limits
Context window128,000 tokens65,536 tokens256,000 tokens (best)
Max output4,096 tokens58,982 tokens (best)32,000 tokens
Inputs and features
TextYesYesYes
ImagesNoNoYes
PDFsNoNoNo
AudioNoNoNo
VideoNoNoYes
ReasoningNoYesYesminimal · low · medium · high · xhigh · max
Tool callingYesNoYes
Structured outputNoNoYes
Availability
WeightsOpenOpenProprietary
API model IDphi-4-mini—doubao-seed-2-0-mini-260428
API providers2314 (best)
ReleasedFeb 26, 2025Mar 10, 2025Feb 14, 2026
Knowledge cutoffJun 2024Jan 31, 2025—
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.

  • Phi-4-mini$1.35
  • Reka Flash 3$1.40
  • Seed 2.0 Mini$0.891
04 — Questions

Which should you choose?

Which is better: Phi-4-mini, Reka Flash 3 or Seed 2.0 Mini?

Seed 2.0 Mini is the better all-round choice, scoring 78/100 against Phi-4-mini (56) and Reka Flash 3 (50). It leads on price, 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, Phi-4-mini, Reka Flash 3 or Seed 2.0 Mini?

Seed 2.0 Mini is cheaper at $0.03 input / $0.297 output per million tokens (official Volcengine Ark API price). Reka Flash 3 costs $0.10 input / $0.20 output per million tokens (median across 3 API providers); Phi-4-mini costs $0.075 input / $0.30 output per million tokens (official Azure API price). At a typical mix of three input tokens to one output token, that is $0.097 per million tokens for Seed 2.0 Mini versus $0.125 for Reka Flash 3 (1.3× as much) and $0.131 for Phi-4-mini (1.4× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Phi-4-mini has not been scored yet, Reka Flash 3 has not been scored yet and Seed 2.0 Mini has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Phi-4-mini, Reka Flash 3 and Seed 2.0 Mini yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Reka Flash 3 does not support tool calling, which most coding agents need.

Which has the bigger context window?

Seed 2.0 Mini has the largest context window at 256,000 tokens, against 128,000 for Phi-4-mini and 65,536 for Reka Flash 3. Maximum output per response: Phi-4-mini up to 4,096, Reka Flash 3 up to 58,982, Seed 2.0 Mini up to 32,000 tokens.

Which can read images, PDFs, audio or video?

Phi-4-mini accepts text; Reka Flash 3 accepts text; Seed 2.0 Mini accepts text, images and video. Seed 2.0 Mini handles the widest range of inputs.

Are any of these open source?

Phi-4-mini and Reka Flash 3 publishes its weights and can be self-hosted; Seed 2.0 Mini is proprietary.

Which is newer?

Seed 2.0 Mini is the newest, released Feb 14, 2026. Reka Flash 3 came out Mar 10, 2025; Phi-4-mini came out Feb 26, 2025. Knowledge cutoff: Phi-4-mini Jun 2024, Reka Flash 3 Jan 31, 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.