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

Llama 3.1 Instruct 70BvsRing-flash-2.0

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

Meta

Llama 3.1 Instruct 70B

Input
$0.56/M
Output
$0.56/M
Speed
31 tok/s
TTFT
0.55s
InclusionAI

Ring-flash-2.0

Input
$0.14/M
Output
$0.57/M
Speed
81 tok/s
TTFT
1.56s

Winner by Category

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

Pricing Comparison

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

Speed Comparison

Output Speed (tokens/s) — higher is better
Llama 3.1 Instruct 70B
31 tok/s
Ring-flash-2.0
81 tok/s
Time to First Token (seconds) — lower is better
Llama 3.1 Instruct 70B
0.55s
Ring-flash-2.0
1.56s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
12.514.0
Coding Index
10.910.6
Math Index
4.083.7
GPQA Diamond
40.9%72.5%
MMLU-Pro
67.6%79.3%
LiveCodeBench
23.2%62.8%
AIME 2025
4.0%83.7%
MATH-500
64.9%
Humanity's Last Exam
4.6%8.9%
SciCode
26.7%16.8%
IFBench
34.4%43.3%
TerminalBench
3.0%7.6%
Llama 3.1 Instruct 70B3 wins
9 winsRing-flash-2.0

Frequently Asked Questions

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

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?

Ring-flash-2.0 generates tokens faster at 81 tok/s vs 31 tok/s. Llama 3.1 Instruct 70B also has lower time-to-first-token (0.55s vs 1.56s).

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

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