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  3. GPT-5 vs Amazon: Nova Pro 1.0

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

GPT-5 vs Amazon: Nova Pro 1.0 benchmark

In this head-to-head showdown, Amazon: Nova Pro 1.0 is more budget-friendly at $3.2/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose GPT-5 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Amazon: Nova Pro 1.0 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Executive Verdict Summary

Amazon: Nova Pro 1.0 holds empirical advantage (2 of 3 metrics)

Coding / SWESWE-bench
GPT-5Top code solve rate
ReasoningGPQA / Live
GPT-5Top logical accuracy
Best Value$/1M Tok
Amazon: Nova Pro 1.0Lowest API billing cost
Speed / TokTok/Sec
GPT-5Fastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

GPT-5 (1)Amazon: Nova Pro 1.0 (2)
GPT-5
1 of 3 Wins
✓Context window
Amazon: Nova Pro 1.0
2 of 3 Wins
✓Input price✓Output price
OpenAI
Leads 1 of 3
GPT-5

OpenAI flagship reasoning model for 2025–26. Strong general preference Elo and multimodal coverage.

Elo 1,558In: $1.25 · Out: $10/1M
amazon
Leads 2 of 3
Amazon: Nova Pro 1.0

Auto-discovered from OpenRouter (amazon/nova-pro-v1). Preview until a second source matches.

In: $0.8 · Out: $3.2/1M

GPT-5 Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Standard)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Delay
290 ms
Standard
CoT Tokens
~1,500
Internal reasoning
Cost / 1k
$18.63
5.1× base bill
Accuracy Boost
+4.5%
STEM & Logic
Top Rival Showdowns for GPT-5
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderAmazon: Nova Pro 1.0 Wins

Amazon: Nova Pro 1.0

$3.1999999999999997 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

GPT-5 (8)vsAmazon: Nova Pro 1.0 (2)
GPT-5: 8W (80%)Overall: GPT-5Amazon: Nova Pro 1.0: 2W (20%)
← GPT-5Amazon: Nova Pro 1.0 →
🏆GPT-5 Leads(5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
GPT-5vsAmazon: Nova Pro 1.0
Preference Elo
1,558vs—
Coding Elo
1,540vs—
SWE-bench
68.4%vs—
LiveBench
69.8%vs—
GPQA Diamond
85.2%vs—
GPT-5: 5WAmazon: Nova Pro 1.0: 0W
🏆GPT-5 Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-5vsAmazon: Nova Pro 1.0
Output speed
78 tok/svs—
Time to first token
290 msvs—
GPT-5: 2WAmazon: Nova Pro 1.0: 0W
🏆Amazon: Nova Pro 1.0 Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-5vsAmazon: Nova Pro 1.0
Output price
$10/1Mvs$3.2/1M+$6.8/1M
Input price
$1.25/1Mvs$0.8/1M+$0.45/1M
Context window
400kvs300k+100k
GPT-5: 1WAmazon: Nova Pro 1.0: 2W

Side-by-Side Benchmark Matrix

GPT-5Amazon: Nova Pro 1.0
Preference Elo
GPT-51,558
Amazon: Nova Pro 1.0—
Coding Elo
GPT-51,540
Amazon: Nova Pro 1.0—
LiveBench
GPT-569.8%
Amazon: Nova Pro 1.0—
SWE-bench
GPT-568.4%
Amazon: Nova Pro 1.0—
GPQA Diamond
GPT-585.2%
Amazon: Nova Pro 1.0—
Time to first token
GPT-5290 ms
Amazon: Nova Pro 1.0—
Output speed
GPT-578 tok/s
Amazon: Nova Pro 1.0—
Input priceAmazon: Nova Pro 1.0 +$0.45/1M
GPT-5$1.25/1M
Amazon: Nova Pro 1.0$0.8/1M
Output priceAmazon: Nova Pro 1.0 +$6.8/1M
GPT-5$10/1M
Amazon: Nova Pro 1.0$3.2/1M
Context windowGPT-5 +100k
GPT-5400k
Amazon: Nova Pro 1.0300k
BenchmarkGPT-5Amazon: Nova Pro 1.0Advantage Delta
Preference Elo
1,558
lmarena · Aug 17, 2026
——
Coding Elo
1,540
lmarena · Aug 17, 2026
——
LiveBench
69.8%
livebench · Aug 17, 2026
——
SWE-bench
68.4%
swebench · Aug 17, 2026
——
GPQA Diamond
85.2%
seed-bootstrap · Aug 1, 2026
——
Time to first token
290 ms
seed-bootstrap · Aug 1, 2026
——
Output speed
78 tok/s
seed-bootstrap · Aug 1, 2026
——
Input price
$1.25/1M
openrouter · Aug 17, 2026
$0.8/1M
openrouter · Aug 17, 2026
+$0.45/1M
Output price
$10/1M
openrouter · Aug 17, 2026
$3.2/1M
openrouter · Aug 17, 2026
+$6.8/1M
Context window
400k
openrouter · Aug 17, 2026
300k
openrouter · Aug 17, 2026
+100k

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save 61% with Amazon: Nova Pro 1.0
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GPT-5$193.75 / mo
In: $43.75Out: $150
Amazon: Nova Pro 1.0$76.00 / mo
In: $28Out: $48
Estimated Cost Delta

Amazon: Nova Pro 1.0 is estimated to save $117.75/month ($1,413/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Amazon: Nova Pro 1.0:Pick Amazon: Nova Pro 1.0 when you are optimizing output cost.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatAmazon: Nova Pro 1.0

Lower output list price ($3.2/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGGPT-5

Larger window (400k).

Screenshots / visionGPT-5

GPT-5 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatAmazon: Nova Pro 1.0Lower output list price ($3.2/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGGPT-5Larger window (400k).
Screenshots / visionGPT-5GPT-5 is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
launchAug 8, 2025

GPT-5 (2025) remains the legacy OpenAI flagship baseline

Still a common compare target. 5.6 Sol replaced it as the buy; GPT-5 stays for old URLs.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

GPT-5

Elo 1,558
SWE-bench68.4%
Speed (tok/s)78 tok/s
Input / 1M Tokens$1.25/1M
Output / 1M Tokens$10/1M
amazon

Amazon: Nova Pro 1.0

Elo n/a
SWE-bench—
Speed (tok/s)300k
Input / 1M Tokens$0.8/1M
Output / 1M Tokens$3.2/1M

Frequently Asked Questions

Which is better overall, GPT-5 or Amazon: Nova Pro 1.0?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, GPT-5 or Amazon: Nova Pro 1.0?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
Amazon: Nova Pro 1.0 output tokens are $3.2/1M versus $10/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-5 or Amazon: Nova Pro 1.0?
We do not have TTFT for both models.
Which has the larger context window?
GPT-5 accepts 400k tokens versus 300k.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. GPT-5 and Amazon: Nova Pro 1.0 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Aug 8, 2025

    GPT-5 (2025) remains the legacy OpenAI flagship baseline

Similar Head-to-Head Comparisons

All GPT-5 matchups →|All Amazon: Nova Pro 1.0 matchups →
GPT-5 vs GPT-4.5 Orion (previous gpt-flagship)GPT-5 vs GPT-5.6 Sol (next gpt-flagship)GPT-5.6 Terra vs GPT-5OpenAI: o3 Mini vs GPT-5OpenAI: o1 vs GPT-5GLM-5.3 vs GPT-5