Compare/Llama 2 Chat 7B vs Nova Lite

Llama 2 Chat 7BvsNova Lite

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

Meta

Llama 2 Chat 7B

Input
$0.05/M
Output
$0.25/M
Speed
TTFT
Amazon

Nova Lite

Input
$0.06/M
Output
$0.24/M
Speed
151 tok/s
TTFT
0.96s

Winner by Category

Cheaper
Llama 2 Chat 7B
Faster (tok/s)
Nova Lite
Lower Latency
Nova Lite
Benchmarks (0-1)
Nova Lite

Pricing Comparison

MetricLlama 2 Chat 7BNova Lite
Input ($/M tokens)$0.05$0.06
Output ($/M tokens)$0.25$0.24
Cost for 1M input + 100K output tokens:
Llama 2 Chat 7B$0.08
Nova Lite$0.08

Speed Comparison

Output Speed (tokens/s) — higher is better
Llama 2 Chat 7B
Nova Lite
151 tok/s
Time to First Token (seconds) — lower is better
Llama 2 Chat 7B
Nova Lite
0.96s

Editorial Analysis

Verdict. Nova Lite takes the aggregate benchmark matchup 1–0 across 1 categories. Real workloads usually care about a handful of specific tasks — see the per-benchmark table above.

Pricing. Both models sit in the budget bracket for output-token pricing. At 1.0× the per-million-token cost, Nova Lite is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). Nova Lite makes more sense when output volume is low and absolute reasoning quality justifies the premium.

Strengths. Llama 2 Chat 7B is strongest on Intelligence Index (3.9). Nova Lite leads on Intelligence Index (6.7).

Speed. Speed data is incomplete for this pair; benchmark and price should decide.

Provider. Meta and Amazon sell to overlapping but distinct developer audiences: Meta tends to ship frontier reasoning models with premium positioning, while Amazon often prices more aggressively. Your existing vendor relationships, billing, and SLA preferences may matter as much as the raw numbers above.

Workload cost. Workload scenarios (per million requests at 30M input + 15M output tokens): Llama 2 Chat 7B costs $5.25 ($63/year); Nova Lite costs $5.40 ($65/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): Llama 2 Chat 7B ≈ $0.75/run, Nova Lite ≈ $0.78/run. At agent/realtime scale (200M input / 100M output per million requests): Llama 2 Chat 7B ≈ $35/run, Nova Lite ≈ $36/run. Llama 2 Chat 7B becomes more attractive at higher volume — the absolute per-token pricing difference compounds when you ship at scale.

Recommendation. Both models have legitimate use cases — the right answer depends on whether you are optimizing for benchmark ceiling, latency, or unit cost. Start with the cheaper / faster model, evaluate against your specific task, and only switch if the upgrade shows a meaningful lift.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
3.96.7
Coding Index
Math Index
GPQA Diamond
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
SciCode
IFBench
TerminalBench
Llama 2 Chat 7B0 wins
1 winsNova Lite

Frequently Asked Questions

Which is cheaper, Llama 2 Chat 7B or Nova Lite?

Llama 2 Chat 7B is cheaper overall. Its blended price (3:1 input/output ratio) is $0.10/M tokens vs $0.10/M for Nova Lite.

Which model performs better on benchmarks?

Nova Lite wins 1 out of 12 benchmarks compared to 0 for Llama 2 Chat 7B. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Nova Lite generates tokens faster at 151 tok/s vs — tok/s. However, Nova Lite has lower time-to-first-token (0.96s vs —s).

When should I use Llama 2 Chat 7B vs Nova Lite?

Choose based on your priorities: Llama 2 Chat 7B for lower cost, Nova Lite for stronger benchmark performance, and Nova Lite for faster generation. For latency-sensitive apps, check the TTFT comparison above.