Head-to-head list prices

DeepSeek V4.1 Flash vs GPT-6 Luna API Pricing

Compare verified published API prices for DeepSeek V4.1 Flash and GPT-6 Luna. This page compares price, not output quality.

Last verified Oct 21, 2026

Quick answer

Verified Oct 21, 2026, DeepSeek V4.1 Flash lists input at $0.30 and output at $1.20 per 1M tokens, while GPT-6 Luna lists $0.10 input and $0.50 output. GPT-6 Luna is 66.7% cheaper on input. GPT-6 Luna is 58.3% cheaper on output. This is a comparison of published prices only, not output quality.

ModelInput $/1MCached input $/1MOutput $/1MSourceLast verified
DeepSeek V4.1 Flash$0.30$0.006$1.20Official sourceOct 9, 2026
GPT-6 Luna$0.10$0.01$0.50Official sourceOct 21, 2026

Prices from official provider pages, verified on the date shown.

Published rates

Side-by-side API pricing

FieldDeepSeek V4.1 FlashGPT-6 Luna
ProviderDeepSeekOpenAI
Input / 1M$0.30$0.10
Cached input / 1M$0.006$0.01
Output / 1M$1.20$0.50
Batch input / 1MNot listed$0.05
Batch output / 1MNot listed$0.25
Context windowNot verified in V2 projection1050K
Release dateSep 10, 2026Sep 22, 2026
Official sourceDeepSeek pricing ↗
Last verified Oct 9, 2026
OpenAI pricing ↗
Last verified Oct 21, 2026

Standard token prices

Which is cheaper depends on your input:output ratio

Costs below allocate 1M total tokens across each input:output ratio. They use standard prices only, without cache or Batch discounts.

Input:output ratioDeepSeek V4.1 FlashGPT-6 LunaCheaper published price
10:1 (RAG / long context)$0.382$0.136GPT-6 Luna by 64.3%
3:1 (chat)$0.525$0.20GPT-6 Luna by 61.9%
1:1$0.75$0.30GPT-6 Luna by 60%
1:3 (long generation)$0.975$0.40GPT-6 Luna by 59%

Computed examples

Monthly cost for real workloads

WorkloadAssumed volumeDeepSeek V4.1 FlashGPT-6 LunaDifference
Side project10,000 requests/month
8,000,000 input + 3,000,000 output tokens
$6.00$2.30GPT-6 Luna by $3.70 (61.7%)
Customer support chatbot10,000 conversations/month
121,650,000 input + 10,800,000 output tokens
$49.46$17.57GPT-6 Luna by $31.89 (64.5%)
Agent task1,000 tasks/month
12,000,000 input + 3,200,000 output tokens
$7.44$2.80GPT-6 Luna by $4.64 (62.4%)

Assumptions

  • Side project: 10,000 requests per month, with 800 input and 300 output tokens per request.
  • Customer support chatbot: 10,000 conversations, with 6 replies per conversation, 600 system tokens, 90 user-message tokens, 1,000 retrieved-context tokens, 180 output tokens per reply, and 50% history carry.
  • Agent task: 1,000 tasks, with 8 calls per task and 1,500 input plus 400 output tokens per call.
  • All three rows use standard non-cached, non-batch prices and exclude retries, tools, storage, and taxes.

Provider conditions

Pricing rules that can change the answer

DeepSeek V4.1 Flash

Time-based pricing

Rates are selected by request time in UTC.

  • off peak: input $0.15, cached input $0.0030, output $0.60 per 1M tokens.
  • peak: input $0.30, cached input $0.0060, output $1.20 per 1M tokens.

Official pricing notes: DeepSeek uses time-based pricing. This estimate uses the peak rate; off-peak rates are 50% lower.

Full DeepSeek V4.1 Flash pricing components

GPT-6 Luna

Long-context pricing tiers

TierInputCached inputOutput
Long context>272k input tokens$0.20$0.02$0.75
Short context≤272k input tokens$0.10$0.01$0.50

Batch API: input $0.05 and output $0.25 per 1M tokens.

Full GPT-6 Luna pricing components

Verified changes

Price history

  1. On Sep 22, 2026, OpenAI replaced GPT-5.6 Luna with GPT-6 Luna: input $0.20 → $0.10 (−50%) and output $1.20 → $0.50 (−58.3%) per 1M tokens.

    View this update in the price monitor
  2. On Sep 10, 2026, DeepSeek added DeepSeek V4.1 Flash with published input $0.30 and output $1.20 per 1M tokens.

    View this update in the price monitor

Operational costs

Cheaper per token is not always cheaper per task

Retries, failed calls, fallback requests, and longer outputs can raise the cost of completing a task even when the published token price is lower. Model the effect with the LLM Retry & Fallback Cost Calculator, read the cost-per-successful-task guide, or estimate a migration with the Model Switch Cost Calculator.

Primary evidence and next steps

Common questions

Frequently asked questions

Is DeepSeek V4.1 Flash cheaper than GPT-6 Luna?

GPT-6 Luna is 66.7% cheaper on input. GPT-6 Luna is 58.3% cheaper on output. This compares published list prices, not output quality.

How much do DeepSeek V4.1 Flash and GPT-6 Luna cost for 10,000 requests a month?

At 800 input and 300 output tokens per request, DeepSeek V4.1 Flash costs about $6.00 and GPT-6 Luna costs about $2.30 at standard list prices.

Which is cheaper for input-heavy workloads like RAG?

At a 10:1 input-to-output token ratio, DeepSeek V4.1 Flash costs $0.382 and GPT-6 Luna costs $0.136 per 1M total tokens. GPT-6 Luna by 64.3%.

Where do these prices come from?

The prices come from DeepSeek and OpenAI official pricing sources, verified on Oct 9, 2026 and Oct 21, 2026, respectively. See the AI API pricing dataset.