Model Comparison

Jamba Reasoning 3B
vs. Seed-OSS-36B-Instruct

Comparing 2 AI models · 10 benchmarks · AI21 Labs, ByteDance Seed

Recommended Pick

ByteDance Seed logo Seed-OSS-36B-Instruct 14 metric wins

Strongest on: Throughput, Reasoning, Intelligence

Lowest Price

AI21 Labs logo

Jamba Reasoning 3B

$0.00/1M input price

Best Reasoning

ByteDance Seed logo

Seed-OSS-36B-Instruct

55.3 reasoning score

Blends available reasoning benchmarks

Best for Coding

ByteDance Seed logo

Seed-OSS-36B-Instruct

16.7 coding index

Composite Indices

Higher is better; speed and price are normalized

Standard Benchmarks

Only benchmarks with data are shown

Differences That Matter

Price gap

Jamba Reasoning 3B is ∞x cheaper on input tokens than Seed-OSS-36B-Instruct.

Reasoning gap

Seed-OSS-36B-Instruct leads Jamba Reasoning 3B by 41.5 points on reasoning.

Coding gap

Seed-OSS-36B-Instruct leads Jamba Reasoning 3B by 14.2 points on coding.

Top-pick rationale

Seed-OSS-36B-Instruct wins 14 measurable categories, including Throughput, Reasoning, Intelligence, Coding.

Live compare

Response Face-Off

Run one prompt through the selected models and compare response quality with live speed and cost context.

AI21 Labs logo

Jamba Reasoning 3B

AI21 Labs

Waiting

TTFT

Time

tok/s

Tokens

Cost

Waiting
ByteDance Seed logo

Seed-OSS-36B-Instruct

ByteDance Seed

Waiting

TTFT

Time

tok/s

Tokens

Cost

Waiting

Which answer was more useful?

AI Chat

Chat with 80+ models

Inference API

EU-hosted inference

Full Comparison

Metric
AI21 Labs logo Jamba Reasoning 3B
AI21 Labs
Top Pick
ByteDance Seed logo Seed-OSS-36B-Instruct
ByteDance Seed
Pricing per 1M tokens
Input Cost $0.00/1M$0.21/1M
Output Cost $0.00/1M$0.57/1M
Blended (3:1) $0.30/1M
Specifications
Organization AI21 LabsByteDance Seed
Release Date Oct 8, 2025Aug 20, 2025
Performance & Speed
Throughput 37.7 tok/s
TTFT 1740ms
Latency 54736ms
Composite Indices
Value Score 100.0
Reasoning Score 13.855.3
Intelligence 9.625.2
Coding 2.516.7
Math 10.784.7
Standard Benchmarks
GPQA 33.3%72.6%
MMLU Pro 57.7%81.5%
HLE 4.6%9.1%
LiveCodeBench 21.0%76.5%
AIME 2025 10.7%84.7%
SciCode 5.9%36.5%
LCR 7.0%57.7%
IFBench 52.4%41.9%
TAU-bench v2 15.8%49.4%
TerminalBench Hard 0.8%6.8%

Key Takeaways

Jamba Reasoning 3B offers the best value at $0.00/1M, making it ideal for high-volume applications and cost-conscious projects.

Seed-OSS-36B-Instruct has the strongest reasoning profile with a 55.3 reasoning score, combining the available reasoning-heavy benchmarks.

Seed-OSS-36B-Instruct reaches a 16.7 coding index, making it the top choice for software development and code generation tasks.

All models support context windows of ∞+ tokens, suitable for processing lengthy documents and maintaining extended conversations.

When to Choose Each Model

AI21 Labs logo

Jamba Reasoning 3B

  • Cost-sensitive applications
  • High-volume processing
ByteDance Seed logo

Seed-OSS-36B-Instruct

  • Complex reasoning tasks
  • Research & analysis
  • Code generation
  • Software development