Compare/Ring-flash-2.0 vs Llama 3.1 Instruct 70B

Ring-flash-2.0vsLlama 3.1 Instruct 70B

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

InclusionAI

Ring-flash-2.0

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

Llama 3.1 Instruct 70B

Input
$0.56/M
Output
$0.56/M
Speed
33 tok/s
TTFT
0.57s

Winner by Category

Cheaper
Ring-flash-2.0
Faster (tok/s)
Llama 3.1 Instruct 70B
Lower Latency
Ring-flash-2.0
Benchmarks (9-3)
Ring-flash-2.0

Pricing Comparison

MetricRing-flash-2.0Llama 3.1 Instruct 70B
Input ($/M tokens)$0.14$0.56
Output ($/M tokens)$0.57$0.56
Cost for 1M input + 100K output tokens:
Ring-flash-2.0$0.20
Llama 3.1 Instruct 70B$0.62

Speed Comparison

Output Speed (tokens/s) — higher is better
Ring-flash-2.0
Llama 3.1 Instruct 70B
33 tok/s
Time to First Token (seconds) — lower is better
Ring-flash-2.0
Llama 3.1 Instruct 70B
0.57s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
14.012.5
Coding Index
10.610.9
Math Index
83.74.0
GPQA Diamond
72.5%40.9%
MMLU-Pro
79.3%67.6%
LiveCodeBench
62.8%23.2%
AIME 2025
83.7%4.0%
MATH-500
64.9%
Humanity's Last Exam
8.9%4.6%
SciCode
16.8%26.7%
IFBench
43.3%34.4%
TerminalBench
7.6%3.0%
Ring-flash-2.09 wins
3 winsLlama 3.1 Instruct 70B

Frequently Asked Questions

Which is cheaper, Ring-flash-2.0 or Llama 3.1 Instruct 70B?

Ring-flash-2.0 is cheaper overall. Its blended price (3:1 input/output ratio) is $0.25/M tokens vs $0.56/M for Llama 3.1 Instruct 70B.

Which model performs better on benchmarks?

Ring-flash-2.0 wins 9 out of 12 benchmarks compared to 3 for Llama 3.1 Instruct 70B. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Llama 3.1 Instruct 70B generates tokens faster at 33 tok/s vs 0 tok/s. Ring-flash-2.0 also has lower time-to-first-token (0.00s vs 0.57s).

When should I use Ring-flash-2.0 vs Llama 3.1 Instruct 70B?

Choose based on your priorities: Ring-flash-2.0 for lower cost, Ring-flash-2.0 for stronger benchmark performance, and Llama 3.1 Instruct 70B for faster generation. For latency-sensitive apps, check the TTFT comparison above.