The Known Good Updated 25 Jul 2026
OpenAI: GPT-5 Nano vs OpenAI: o1 ·OpenAI vs OpenAI

OpenAI: GPT-5 Nano vs OpenAI: o1 — head-to-head comparison

OpenAI: GPT-5 Nano profile OpenAI: o1 profile All comparisons
OpenAI: GPT-5 Nano — OpenAI
Quality
#37 of 61
57based on 3 of 6 evaluations
Known Good Index
Speed
#28 of 316
120.9
Output tokens per second
Price
#56 of 340
$0.14
Blended per 1M tokens
In $0.05 · Out $0.40
Cache hit price
#13 of 206
$0.005
per 1M tokens (−90%)
Context
#105 of 345
400k
tokens (~600 pages)
OpenAI: o1 — OpenAI
Quality
#30 of 61
63based on 4 of 6 evaluations
Known Good Index
Speed
#263 of 316
24.4
Output tokens per second
Price
#330 of 340
$26.25
Blended per 1M tokens
In $15.00 · Out $60.00
Cache hit price
#206 of 206
$7.50
per 1M tokens (−50%)
Context
#216 of 345
200k
tokens (~300 pages)
Summary

On the Known Good Index, OpenAI: GPT-5 Nano scores 57 and OpenAI: o1 scores 63 — a 6-point lead for OpenAI: o1. They share 3 published evaluations, with OpenAI: GPT-5 Nano ahead on 2 and OpenAI: o1 ahead on 1.

Blended pricing is $0.14 per 1M tokens for OpenAI: GPT-5 Nano and $26.25 for OpenAI: o1 — OpenAI: GPT-5 Nano is about 190.9× cheaper.

Throughput is 121 tokens per second for OpenAI: GPT-5 Nano and 24 for OpenAI: o1, with time to first token at 2.9s and 1.4s. OpenAI: GPT-5 Nano accepts 400k tokens of context against 200k.

OpenAI: GPT-5 Nano is proprietary; OpenAI: o1 is proprietary. 2 tracked hosts serve one or both, and 1 serve both.

Generated from tracked data on 25 Jul 2026 · how these comparisons are computed →

At a glance
MetricOpenAI: GPT-5 NanoOpenAI: o1
Known Good Index 57 based on 3 of 6 evaluations 63 based on 4 of 6 evaluations
Blended $/1M $0.14 $26.25
Output tok/s 121 24
Context window 400k 200k
Providers 2 1
Jump to section

Quality

Known Good Index and the capability indices, side by side

IndicesComponents
Index scores

Each index is min-max normalised across tracked models and scaled 0–100 from published evaluations. We do not run these evaluations.

MetricOpenAI: GPT-5 NanoOpenAI: o1
Known Good Index 57 63
Mathematics Index 89 85
Science Index 69 78
Reasoning Index — 62
Agentic Index 21 —
Openness Index 5 5
The Known Good

Quality Breakdown

Every evaluation both models report a published score for

Evaluations both models report

Bar = OpenAI: GPT-5 Nano · marker = OpenAI: o1 · scores ingested from Epoch AI (CC-BY 4.0)

GPQA Diamond69 / 77
MATH / AIME81 / 73
MATH Level 595 / 95

Right-hand figures read OpenAI: GPT-5 Nano / OpenAI: o1. OpenAI: GPT-5 Nano leads on 2 of 3, OpenAI: o1 on 1.

The Known Good

Arena Elo

Human preference rating from blind pairwise votes

Arena ratings

Elo from blind pairwise votes, ingested from Arena. Higher is better.

Neither model currently appears in an arena we ingest.

The Known Good

Price & Cost

Published API pricing by token type

Per token typeCache discount
Published pricing

USD per 1M tokens. Blended is a 3:1 input:output mix. Live from OpenRouter, cross-checked against models.dev. Lower is better.

MetricOpenAI: GPT-5 NanoOpenAI: o1
Input $/1M $0.05 $15.00
Output $/1M $0.40 $60.00
Blended $/1M $0.14 $26.25
Cache read $/1M $0.005 $7.500
The Known Good
We publish blended price rather than cost-per-task. Cost-per-task requires token counts from an evaluation suite we do not run. Blended price is computed from published rates and is fully reproducible — see the pricing methodology.

Context Window

Maximum input accepted and maximum output emitted

Context and output limits

Provider-declared limits, from metadata via models.dev and OpenRouter. Higher is better.

MetricOpenAI: GPT-5 NanoOpenAI: o1
Context window 400k 200k
Max output tokens 128k 100k
The Known Good

Speed & Latency

Median throughput and time to first token across hosting providers

Output speedTime to first token
Throughput and latency

Medians across all tracked providers, derived from OpenRouter endpoint telemetry.

MetricOpenAI: GPT-5 NanoOpenAI: o1
Output tokens/s 121 24
Time to first token 2.9s 1.4s
The Known Good

Providers

Which hosts serve each model, and at what price and speed

2 hosts · 1 serve both
Full provider benchmarks →
Provider OpenAI: GPT-5 Nano blendedOpenAI: GPT-5 Nano tok/s OpenAI: o1 blendedOpenAI: o1 tok/s
OpenAI · first party $0.07 225 $26.25 13
Azure · first party $0.14 69 — —

Per-host pricing and telemetry from OpenRouter. A dash means that host does not serve that model.

The Known Good
Sources for this page
Pricing & providers — OpenRouter Metadata — models.dev Benchmarks — Epoch AI (CC-BY 4.0) Full attribution →