DeepSeek Chat vs DeepSeek v3.2

DeepSeek Chat vs DeepSeek v3.2: DeepSeek Chat is cheaper by 75% on average. DeepSeek Chat from DeepSeek (131,072-token context, tool calls) vs. DeepSeek v3.2 from Azure AI Foundry (163,840-token context, reasoning, tool calls). Use Agent Command Center to A/B both in shadow mode and pick the winner per workload.

Side-by-side cost

Live workload comparison

Same workload run through both models. The cheaper one is highlighted.

3,000
0163,840
400
0163,840
5,000
01,000,000
DeepSeek
$153/mo
Input $0.280/M · Output $0.420/M
Azure AI Foundry
$367/mo
Input $0.580/M · Output $1.68/M
At this workload, DeepSeek Chat is 58% cheaper than DeepSeek v3.2 — a savings of $214/month ($2,564/year).
Production recipe — Agent Command Center
strategy: cost-optimized
primary:
  model: deepseek-chat
  provider: deepseek
fallback:
  model: deepseek-v3-2
  provider: azure-ai-foundry
shadow: { sample_rate: 0.05 }   # mirror 5% of traffic to compare quality live
DeepSeek Chat DeepSeek v3.2
Input price $0.280/M $0.580/M
Output price $0.420/M $1.68/M
Context window 131,072 163,840
Max output 8,192 163,840
Function calling
Vision
Audio input
Reasoning
Prompt caching
Structured output
Pricing verified May 12, 2026 May 12, 2026
Cheaper option
~75% cheaper than DeepSeek v3.2
Larger context
163,840 tokens
More capabilities
3 of 6 capability flags advertised

Benchmark comparison

Side-by-side public benchmark scores. Greener bar = winner.

MATHmath
DeepSeek Chat
90.2%
DeepSeek v3.2
MMLUgeneral
DeepSeek Chat
87.1%
DeepSeek v3.2
HumanEvalcode
DeepSeek Chat
82.6%
DeepSeek v3.2
85.3%
MMLU-Proreasoning
DeepSeek Chat
DeepSeek v3.2
80.0%
GPQA Diamondreasoning
DeepSeek Chat
DeepSeek v3.2
67.9%
GPQAreasoning
DeepSeek Chat
59.1%
DeepSeek v3.2
LiveCodeBenchcode
DeepSeek Chat
DeepSeek v3.2
55.4%
SWE-bench Verifiedagent
DeepSeek Chat
DeepSeek v3.2
52.5%