Model Comparison

Ring-flash-2.0
vs. Solar Pro 4

Comparing 2 AI models · 10 benchmarks · InclusionAI, Upstage

Recommended Pick

Upstage logoSolar Pro 47 metric wins

Strongest on: Throughput, Reasoning, Intelligence

Best Value

InclusionAI logo

Ring-flash-2.0

100.0 value score

51.5 reasoning / $0.25/1M

Lowest Price

InclusionAI logo

Ring-flash-2.0

$0.14/1M input price

Best Reasoning

Upstage logo

Solar Pro 4

53.3 reasoning score

Blends available reasoning benchmarks

Best for Coding

Upstage logo

Solar Pro 4

52.7 coding index

Composite Indices

Higher is better; speed and price are normalized

Standard Benchmarks

Only benchmarks with data are shown

Differences That Matter

Best value

Ring-flash-2.0 has the strongest quality-to-price mix at 100.0 out of 100 value points.

Price gap

Ring-flash-2.0 is 2.1x cheaper on input tokens than Solar Pro 4.

Reasoning gap

Solar Pro 4 leads Ring-flash-2.0 by 1.8 points on reasoning.

Top-pick rationale

Solar Pro 4 wins 7 measurable categories, including Throughput, Reasoning, Intelligence, GPQA.

Live compare

Response Face-Off

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

InclusionAI logo

Ring-flash-2.0

InclusionAI

Waiting

TTFT

Time

tok/s

Tokens

Cost

Waiting
Upstage logo

Solar Pro 4

Upstage

Waiting

TTFT

Time

tok/s

Tokens

Cost

Waiting

Which answer was more useful?

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Full Comparison

Metric
InclusionAI logoRing-flash-2.0
InclusionAI
Top Pick
Upstage logoSolar Pro 4
Upstage
Pricing per 1M tokens
Input Cost$0.14/1M$0.30/1M
Output Cost$0.57/1M$1.20/1M
Blended (3:1)$0.25/1M$0.52/1M
Specifications
OrganizationInclusionAIUpstage
Release DateSep 19, 2025Aug 6, 2026
Performance & Speed
Throughput65.2 tok/s
TTFT1241ms
Latency31924ms
Composite Indices
Value Score100.048.8
Reasoning Score51.553.3
Intelligence8.041.6
Coding52.7
Math83.7
Standard Benchmarks
GPQA72.5%89.1%
MMLU Pro79.3%
HLE9.6%29.2%
LiveCodeBench62.8%
AIME 202583.7%
SciCode16.8%43.6%
LCR23.7%70.7%
IFBench43.3%
TAU-bench v20.0%
TerminalBench Hard7.6%

Key Takeaways

Ring-flash-2.0 offers the best value at $0.14/1M,making it ideal for high-volume applications and cost-conscious projects.

Solar Pro 4 has the strongest reasoning profile with a 53.3 reasoning score,combining the available reasoning-heavy benchmarks.

Solar Pro 4 reaches a 52.7 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

InclusionAI logo

Ring-flash-2.0

  • Cost-sensitive applications
  • High-volume processing
Upstage logo

Solar Pro 4

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