Comparison · DeepSeek and Qwen

DeepSeek V4 Flash Vision Exp vs Qwen3.8 27B

Listed API prices of DeepSeek V4 Flash Vision Exp and Qwen3.8 27B turned into the cost of the same three standard tasks and what each provider’s API documentation says about features that break on a switch. Output quality, speed and answer length are not compared.

Calculated impact cost per task and per month

For an L2 task (deep analysis over a 50,000-token document, 3 steps), DeepSeek V4 Flash Vision Exp costs $0.074 and Qwen3.8 27B $0.139 at the prices listed in the United States on , so DeepSeek V4 Flash Vision Exp is 46.9 % less than Qwen3.8 27B, counting visible output only, without cache discounts or hidden reasoning.

Head to head: DeepSeek V4 Flash Vision Exp: $0.074; Qwen3.8 27B: $0.139 Calculated from published rates Input and visible output are priced separately for the same task. 159,000 input + 3,000 visible output tokens per task. No cache discount; hidden reasoning excluded.
Head to head.Calculated from published rates Input and visible output are priced separately for the same task. 159,000 input + 3,000 visible output tokens per task. No cache discount; hidden reasoning excluded. Open image · Explore the chart · Measured Lab · CC BY 4.0
TaskDeepSeek V4 Flash Vision Exp, per taskQwen3.8 27B, per taskDeepSeek V4 Flash Vision Exp, per monthQwen3.8 27B, per monthDeepSeek V4 Flash Vision Exp vs Qwen3.8 27B, per task
L1Micro-task (classification or strict JSON extraction)$0.0009per L1 task$0.0020per L1 task$13.49per month$29.20per month−53.8 %
L2Deep analysis over a 50,000-token document$0.074per L2 task$0.139per L2 task$1,079.23per month$2,032.32per month−46.9 %
L3Agentic coding loop, 15 steps$0.591per L3 task$1.09per L3 task$8,624.22per month$15,890.64per month−45.7 %

Calculated Per month: 20 tasks an hour around the clock, 730 hours.

Prices USD per 1M tokens

PriceDeepSeek V4 Flash Vision ExpQwen3.8 27B
Input, per 1M tokens$0.440$0.800
Output, per 1M tokens$1.32$4.00
Price fromOpenRouter · source page (data) PublishedProvider's price list · source page Published
Read · the United States · the United States
Context window1,048,576 tokens1,024,000 tokens

What breaks when you switch Published provider documentation

Moving from DeepSeek to Qwen: every feature that DeepSeek’s documentation lists as supported is also listed as supported by Qwen.

Moving from Qwen to DeepSeek, 1 of the 5 features may not carry over, by each provider’s documentation:

  • Parallel tool calls — Qwen: yes; DeepSeek: not stated. An agent built around several calls per turn gets one call per turn: more round trips, more input tokens, slower runs.
Feature of the APIDeepSeekQwen
Strict JSON schemasPartlyPartly
Parallel tool callsNot statedYes
Streamed tool argumentsNot statedNot stated
Reasoning with toolsYesYes
Cache covers tool definitionsNot statedNot stated

What each provider’s own API documentation says, read ; “not stated” is not the same as “no”. Quotes and sources: what breaks when you switch AI APIs.

Price changes in the last 30 days

  • The listed price of DeepSeek V4 Flash Vision Exp changed on on OpenRouter: input $0.22 → $0.44, output $0.65 → $1.32 per 1M tokens. Briefing
  • The listed price of Qwen3.8 27B changed on on OpenRouter: input $0.24 → $0.04, output $2.20 → $1.35 per 1M tokens.
  • The listed price of Qwen3.8 27B changed on on OpenRouter: input $0.04 → $0.20, output $1.35 → $2.50 per 1M tokens.
  • The listed price of Qwen3.8 27B changed on on OpenRouter: input $0.20 → $0.04, output $2.50 → $1.25 per 1M tokens.
  • The listed price of Qwen3.8 27B changed on on OpenRouter: input $0.04 → $0.15, output $1.25 → $1.88 per 1M tokens.

All model comparisons · How we check prices

Explore the numbers

Calculated from published rates

The same work. Two bills.

Input and visible output are priced separately for the same task.

$0.065L2 task differenceQwen3.8 27B more
$953.09L2 monthly differenceAssumption: 20 tasks/hour × 730 hours
DeepSeek V4 Flash Vision Exp$0.074Qwen3.8 27B$0.139$0.00$0.05$0.10$0.15DeepSeek V4 Flash Vis…$0.074Qwen3.8 27B$0.139$0.00$0.05$0.10$0.15
Fresh inputVisible output

159,000 input + 3,000 visible output tokens per task. No cache discount; hidden reasoning excluded.

Qwen3.8 27B costs $0.065 more per task.

DeepSeek V4 Flash Vision Exp$0.0009Qwen3.8 27B$0.0020$0.00$0.0005$0.001$0.0015$0.002DeepSeek V4 Flash Vis…$0.0009Qwen3.8 27B$0.0020$0.00$0.0005$0.001$0.0015$0.002
Fresh inputVisible output

1,500 input + 200 visible output tokens per task. No cache discount; hidden reasoning excluded.

Qwen3.8 27B costs $0.0011 more per task.

DeepSeek V4 Flash Vision Exp$0.591Qwen3.8 27B$1.09$0.00$0.50$1.00$1.50DeepSeek V4 Flash Vis…$0.591Qwen3.8 27B$1.09$0.00$0.50$1.00$1.50
Fresh inputVisible output

1,315,500 input + 9,000 visible output tokens per task. No cache discount; hidden reasoning excluded.

Qwen3.8 27B costs $0.498 more per task.

DeepSeek V4 Flash Vision Exp$1,079.23Qwen3.8 27B$2,032.32$0$1,000$2,000$3,000DeepSeek V4 Flash Vis…$1,079.23Qwen3.8 27B$2,032.32$0$1,000$2,000$3,000
Fresh inputVisible output

Assumption: 20 tasks/hour × 730 hours = 14,600 tasks/month.

Observed · United States

Wait and streaming speed

The same short request. Each route must have successful answers on at least two dates.

DeepSeek V4 Flash Vision Exp

Collecting

No route for this model has passed the publication threshold.

Published context window: 1,048,576 tokens.

Qwen3.8 27B

Hosted by Cerebras · 115 answers on 23 dates.

First answer token 139 ms
Observed range · dot = median0.05.010.015.020.0secondsObserved range · dot = median0.05.010.015.020.0seconds

Qwen3.8 27B · 139 ms median; observed range 98 ms–16.85 s.

Output speed 610 tokens/s
Observed range · dot = median0200400600800tokens/sObserved range · dot = median0200400600800tokens/s

Qwen3.8 27B · 610 tokens/s median; observed range 199 tokens/s–627 tokens/s.

Observed · independent medians

More output than the answer shows.

Visible answer64Hidden reasoning0020406080Visible answer64Hidden reasoning0020406080

Calculated median cost per request: $0.00023.

Visible outputHidden reasoning

Visible output and hidden reasoning are independent medians and are not added together. Request cost is the median of individually priced requests. Hidden reasoning is billed at the output rate.

Published context window: 1,024,000 tokens.

Published · provider documentation

What changes when you switch

A matching feature list does not measure migration quality. “Not stated” is not the same as “No”.

Feature of the APIDeepSeekQwen
Strict JSON schemasPartlyPartly
Parallel tool callsNot statedYes
Streamed tool argumentsNot statedNot stated
Reasoning with toolsYesYes
Cache covers tool definitionsNot statedNot stated

DeepSeek → Qwen: The documented supported features carry over.

Qwen → DeepSeek: Review Parallel tool calls.

Read the dated documentation and feature details.

Sources: this page; published model prices (data (JSON)); task assumptions (data (JSON)). Published prices · Observed responses · Calculated scenarios · Assumptions stated with each chart.