Compare/Granite 4.0 H Small vs Nova Lite

Granite 4.0 H SmallvsNova Lite

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

IBM

Granite 4.0 H Small

Input
$0.06/M
Output
$0.25/M
Speed
25 tok/s
TTFT
26.74s
Amazon

Nova Lite

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

Winner by Category

Cheaper
Nova Lite
Faster (tok/s)
Nova Lite
Lower Latency
Nova Lite
Benchmarks (0-1)
Nova Lite

Pricing Comparison

MetricGranite 4.0 H SmallNova Lite
Input ($/M tokens)$0.06$0.06
Output ($/M tokens)$0.25$0.24
Cost for 1M input + 100K output tokens:
Granite 4.0 H Small$0.08
Nova Lite$0.08

Speed Comparison

Output Speed (tokens/s) — higher is better
Granite 4.0 H Small
25 tok/s
Nova Lite
151 tok/s
Time to First Token (seconds) — lower is better
Granite 4.0 H Small
26.74s
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. Granite 4.0 H Small is strongest on Intelligence Index (4.9). Nova Lite leads on Intelligence Index (6.7).

Speed. On throughput, Nova Lite generates tokens at 151 tok/s versus 25 tok/s — about 84% faster. On time-to-first-token, Nova Lite responds in 960ms vs 26740ms, which matters most for chat-style UIs.

Provider. IBM and Amazon sell to overlapping but distinct developer audiences: IBM 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): Granite 4.0 H Small costs $5.55 ($67/year); Nova Lite costs $5.40 ($65/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): Granite 4.0 H Small ≈ $0.80/run, Nova Lite ≈ $0.78/run. At agent/realtime scale (200M input / 100M output per million requests): Granite 4.0 H Small ≈ $37/run, Nova Lite ≈ $36/run. Nova Lite 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.

Head-to-head deltas

  • On throughput, Nova Lite is 6.15× faster (151 tok/s vs 25 tok/s). For streaming chat or real-time agents this alone often flips the recommendation.
  • Time-to-first-token differs by 27.9× — Nova Lite responds in 960ms vs 26740ms. For interactive chat UIs this can matter more than raw benchmark wins.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
4.96.7
Coding Index
Math Index
GPQA Diamond
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
SciCode
IFBench
TerminalBench
Granite 4.0 H Small0 wins
1 winsNova Lite

Frequently Asked Questions

Which is cheaper, Granite 4.0 H Small or Nova Lite?

Nova Lite is cheaper overall. Its blended price (3:1 input/output ratio) is $0.10/M tokens vs $0.11/M for Granite 4.0 H Small.

Which model performs better on benchmarks?

Nova Lite wins 1 out of 12 benchmarks compared to 0 for Granite 4.0 H Small. 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 25 tok/s. However, Nova Lite has lower time-to-first-token (0.96s vs 26.74s).

When should I use Granite 4.0 H Small vs Nova Lite?

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