The Known Good Updated 25 Jul 2026
DeepSeek: R1 Distill Llama 70B vs OpenAI: GPT-5.2 ·DeepSeek vs OpenAI

DeepSeek: R1 Distill Llama 70B vs OpenAI: GPT-5.2 — head-to-head comparison

DeepSeek: R1 Distill Llama 70B profile OpenAI: GPT-5.2 profile All comparisons
DeepSeek: R1 Distill Llama 70B — DeepSeek
Quality
#41 of 61
52based on 3 of 6 evaluations
Known Good Index
Speed
#263 of 316
24.4
Output tokens per second
Price
#176 of 340
$0.80
Blended per 1M tokens
In $0.80 · Out $0.80
Cache hit price
unranked
per 1M tokens
Context
#338 of 345
8k
tokens (~13 pages)
OpenAI: GPT-5.2 — OpenAI
Quality
#16 of 61
80based on 5 of 6 evaluations
Known Good Index
Speed
#148 of 316
54.6
Output tokens per second
Price
#295 of 340
$4.81
Blended per 1M tokens
In $1.75 · Out $14.00
Cache hit price
#134 of 206
$0.17
per 1M tokens (−90%)
Context
#106 of 345
400k
tokens (~600 pages)
Summary

On the Known Good Index, DeepSeek: R1 Distill Llama 70B scores 52 and OpenAI: GPT-5.2 scores 80 — a 28-point lead for OpenAI: GPT-5.2. They share 2 published evaluations, with DeepSeek: R1 Distill Llama 70B ahead on 0 and OpenAI: GPT-5.2 ahead on 2.

Blended pricing is $0.80 per 1M tokens for DeepSeek: R1 Distill Llama 70B and $4.81 for OpenAI: GPT-5.2 — DeepSeek: R1 Distill Llama 70B is about 6.0× cheaper.

Throughput is 24 tokens per second for DeepSeek: R1 Distill Llama 70B and 55 for OpenAI: GPT-5.2, with time to first token at 0.8s and 2.5s. DeepSeek: R1 Distill Llama 70B accepts 8k tokens of context against 400k.

DeepSeek: R1 Distill Llama 70B is open weights under Open weights (unrestricted); OpenAI: GPT-5.2 is proprietary. 3 tracked hosts serve one or both.

Generated from tracked data on 26 Jul 2026 · how these comparisons are computed →

At a glance
MetricDeepSeek: R1 Distill Llama 70BOpenAI: GPT-5.2
Known Good Index 52 based on 3 of 6 evaluations 80 based on 5 of 6 evaluations
Blended $/1M $0.80 $4.81
Output tok/s 24 55
Context window 8k 400k
Providers 1 2
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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.

MetricDeepSeek: R1 Distill Llama 70BOpenAI: GPT-5.2
Known Good Index 52 80
Coding Index 76
Mathematics Index 71 96
Science Index 52 96
Reasoning Index 59 77
Agentic Index 76
Openness Index 60 5
The Known Good

Quality Breakdown

Every evaluation both models report a published score for

Evaluations both models report

Bar = DeepSeek: R1 Distill Llama 70B · marker = OpenAI: GPT-5.2 · scores ingested from Epoch AI (CC-BY 4.0)

GPQA Diamond56 / 91
MATH / AIME51 / 96

Right-hand figures read DeepSeek: R1 Distill Llama 70B / OpenAI: GPT-5.2. DeepSeek: R1 Distill Llama 70B leads on 0 of 2, OpenAI: GPT-5.2 on 2.

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.

MetricDeepSeek: R1 Distill Llama 70BOpenAI: GPT-5.2
Text Arena 1,411
Text Arena (style controlled) 1,434
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.

MetricDeepSeek: R1 Distill Llama 70BOpenAI: GPT-5.2
Input $/1M $0.80 $1.75
Output $/1M $0.80 $14.00
Blended $/1M $0.80 $4.81
Cache read $/1M $0.175
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.

MetricDeepSeek: R1 Distill Llama 70BOpenAI: GPT-5.2
Context window 8k 400k
Max output tokens 8k 128k
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.

MetricDeepSeek: R1 Distill Llama 70BOpenAI: GPT-5.2
Output tokens/s 24 55
Time to first token 0.8s 2.5s
The Known Good

Providers

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

3 hosts
Full provider benchmarks →
Provider DeepSeek: R1 Distill Llama 70B blendedDeepSeek: R1 Distill Llama 70B tok/s OpenAI: GPT-5.2 blendedOpenAI: GPT-5.2 tok/s
Novita $0.80 27
OpenAI · first party $2.41 101
Azure · first party $4.81 42

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)Elo — Arena Full attribution →