Compare/Phi-4 vs Ring-flash-2.0

Phi-4vsRing-flash-2.0

Side-by-side comparison of pricing, 12 benchmarks, and generation speed.

Microsoft

Phi-4

Input
$0.125/M
Output
$0.5/M
Speed
38 tok/s
TTFT
0.52s
InclusionAI

Ring-flash-2.0

Input
$0.14/M
Output
$0.57/M
Speed
TTFT

Winner by Category

Cheaper
Phi-4
Faster (tok/s)
Phi-4
Lower Latency
Ring-flash-2.0
Benchmarks (2-9)
Ring-flash-2.0

Pricing Comparison

MetricPhi-4Ring-flash-2.0
Input ($/M tokens)$0.125$0.14
Output ($/M tokens)$0.5$0.57
Cost for 1M input + 100K output tokens:
Phi-4$0.17
Ring-flash-2.0$0.20

Speed Comparison

Output Speed (tokens/s) — higher is better
Phi-4
38 tok/s
Ring-flash-2.0
Time to First Token (seconds) — lower is better
Phi-4
0.52s
Ring-flash-2.0

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
4.98.2
Coding Index
Math Index
18.083.7
GPQA Diamond
57.5%72.5%
MMLU-Pro
71.4%79.3%
LiveCodeBench
23.1%62.8%
AIME 2025
18.0%83.7%
MATH-500
81.0%
Humanity's Last Exam
4.1%8.9%
SciCode
26.0%16.8%
IFBench
23.5%43.3%
TerminalBench
3.8%7.6%
Phi-42 wins
9 winsRing-flash-2.0

Frequently Asked Questions

Which is cheaper, Phi-4 or Ring-flash-2.0?

Phi-4 is cheaper overall. Its blended price (3:1 input/output ratio) is $0.22/M tokens vs $0.25/M for Ring-flash-2.0.

Which model performs better on benchmarks?

Ring-flash-2.0 wins 9 out of 12 benchmarks compared to 2 for Phi-4. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Phi-4 generates tokens faster at 38 tok/s vs 0 tok/s. However, Ring-flash-2.0 has lower time-to-first-token (0.00s vs 0.52s).

When should I use Phi-4 vs Ring-flash-2.0?

Choose based on your priorities: Phi-4 for lower cost, Ring-flash-2.0 for stronger benchmark performance, and Phi-4 for faster generation. For latency-sensitive apps, check the TTFT comparison above.