Comparison · Mistral and OpenAI

Mistral Large 4 vs GPT-5.4 Mini

Listed API prices of Mistral Large 4 and GPT-5.4 Mini turned into the cost of the same three standard tasks, with speed from our own test requests in the United States and what each provider’s API documentation says about features that break on a switch. Output quality 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), Mistral Large 4 costs $0.118 and GPT-5.4 Mini $0.133 at the prices listed in the United States on , so Mistral Large 4 is 11.4 % less than GPT-5.4 Mini, counting visible output only, without cache discounts or hidden reasoning.

Head to head: Mistral Large 4: $0.118; GPT-5.4 Mini: $0.133 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
TaskMistral Large 4, per taskGPT-5.4 Mini, per taskMistral Large 4, per monthGPT-5.4 Mini, per monthMistral Large 4 vs GPT-5.4 Mini, per task
L1Micro-task (classification or strict JSON extraction)$0.0015per L1 task$0.0020per L1 task$21.46per month$29.57per month−27.4 %
L2Deep analysis over a 50,000-token document$0.118per L2 task$0.133per L2 task$1,716.96per month$1,938.15per month−11.4 %
L3Agentic coding loop, 15 steps$0.940per L3 task$1.03per L3 task$13,720.35per month$14,996.02per month−8.5 %

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

Prices USD per 1M tokens

PriceMistral Large 4GPT-5.4 Mini
Input, per 1M tokens$0.700$0.750
Output, per 1M tokens$2.10$4.50
Price fromProvider's price list · source page PublishedProvider's price list · source page Published
Read · the United States · the United States
Context window1,048,576 tokens400,000 tokens

What can I use it for? six common tasks, our data checks

Quality on your task: not measured by Measured Lab yet.

TaskMistral Large 4GPT-5.4 Mini
Answer customer messagesFits on price and contextFits on price and context
Pull data from invoices and documents with strict JSON and page imagesFits on price and contextFits on price and context
Summarize documents and meetingsFits on price and contextFits on price and context
Translate contentFits on price and contextFits on price and context
Chat assistant on your websiteFits on price and contextFits on price and context
Write and review code with tool callsFits on price and contextFits on price and context
Tasks it fits6 of 66 of 6

Checks of our data for six common tasks: a published price, a context window and answer length for the task and, where the task needs them, strict JSON output, page images and tool calls; prices, cost a month and terms for each model on its model card. Compare models for your own task in the model picker.

Speed in the US Observed our test requests

In our test requests from the United States, the median time to the first answer token was 634 ms for Mistral Large 4 (Direct API · Mistral) and 663 ms for GPT-5.4 Mini (Direct API · OpenAI).

Model and routeTime to first answer token, medianOutput speed, medianAnswers
Mistral Large 4Direct API · Mistral634 ms range 489 ms–7,389 ms91.3 tokens/s range 12.9 tokens/s–212 tokens/s65 answers on 13 dates
Mistral Large 4OpenRouter → Mistral753 ms range 491 ms–6,018 ms82.2 tokens/s range 7.0 tokens/s–222 tokens/s65 answers on 13 dates
GPT-5.4 MiniDirect API · OpenAI663 ms range 319 ms–30,568 ms156 tokens/s range 47.6 tokens/s–265 tokens/s120 answers on 23 dates

The same short request to every model, sent from a measurement point in the United States; medians of successful answers on at least 2 different dates, latest on . How we measure

What breaks when you switch Published provider documentation

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

Moving from OpenAI to Mistral, 3 of the 5 features may not carry over, by each provider’s documentation:

  • Streamed tool arguments — OpenAI: yes; Mistral: not stated. An interface that shows arguments as they are written sees nothing until the whole call is ready.
  • Reasoning with tools — OpenAI: yes; Mistral: not stated. Switching reasoning on can rule out some tool settings or output formats, or the other way round.
  • Cache covers tool definitions — OpenAI: yes; Mistral: not stated. Where the cache does not cover tool definitions, a long tool list is paid as fresh input on every request.
Feature of the APIMistralOpenAI
Strict JSON schemasYesYes
Parallel tool callsYesYes
Streamed tool argumentsNot statedYes
Reasoning with toolsNot statedYes
Cache covers tool definitionsNot statedYes

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 Mistral Large 4 changed on on OpenRouter: input $0.68 → $1.36, output $2.09 → $4.18 per 1M tokens.
  • The listed price of Mistral Large 4 changed on on OpenRouter: input $1.36 → $0.70, output $4.18 → $2.10 per 1M tokens.
  • The listed price of Mistral Large 4 changed on on the provider's price list: input $1.36 → $0.70, output $4.18 → $2.10 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.

$0.015L2 task differenceGPT-5.4 Mini more
$221.19L2 monthly differenceAssumption: 20 tasks/hour × 730 hours
29 msMedian wait differenceGPT-5.4 Mini starts later
Mistral Large 4$0.118GPT-5.4 Mini$0.133$0.00$0.05$0.10$0.15Mistral Large 4$0.118GPT-5.4 Mini$0.133$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.

GPT-5.4 Mini costs $0.015 more per task.

Mistral Large 4$0.0015GPT-5.4 Mini$0.0020$0.00$0.001$0.002$0.003Mistral Large 4$0.0015GPT-5.4 Mini$0.0020$0.00$0.001$0.002$0.003
Fresh inputVisible output

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

GPT-5.4 Mini costs $0.0006 more per task.

Mistral Large 4$0.940GPT-5.4 Mini$1.03$0.00$0.50$1.00$1.50Mistral Large 4$0.940GPT-5.4 Mini$1.03$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.

GPT-5.4 Mini costs $0.087 more per task.

Mistral Large 4$1,716.96GPT-5.4 Mini$1,938.15$0$500$1,000$1,500$2,000Mistral Large 4$1,716.96GPT-5.4 Mini$1,938.15$0$500$1,000$1,500$2,000
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.

Mistral Large 4

Direct API · Mistral · 65 answers on 13 dates.

First answer token 634 ms
Other published US routes · medians0.010.020.030.040.0secondsNearest US route medians0.010.020.030.040.0seconds

Nearby: GPT-5.4 Mini · 663 ms.

Mistral Large 4 · 634 ms median; observed range 489 ms–7.39 s.

Output speed 91.3 tokens/s
Other published US routes · medians0100200300400tokens/sNearest US route medians0100200300400tokens/s

Nearby: GPT-5.4 Mini · 156 tokens/s.

Mistral Large 4 · 91.3 tokens/s median; observed range 12.9 tokens/s–212 tokens/s.

Observed · independent medians

More output than the answer shows.

Visible answer64Hidden reasoning0020406080Visible answer64Hidden reasoning0020406080

Calculated median cost per request: $0.000376.

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: 1,048,576 tokens.

GPT-5.4 Mini

Direct API · OpenAI · 120 answers on 23 dates.

First answer token 663 ms
Other published US routes · medians0.010.020.030.040.0secondsNearest US route medians0.010.020.030.040.0seconds

Nearby: Mistral Large 4 · 634 ms.

GPT-5.4 Mini · 663 ms median; observed range 319 ms–30.57 s.

Output speed 156 tokens/s
Other published US routes · medians0100200300400tokens/sNearest US route medians0100200300400tokens/s

Nearby: Mistral Large 4 · 91.3 tokens/s.

GPT-5.4 Mini · 156 tokens/s median; observed range 47.6 tokens/s–265 tokens/s.

Observed · independent medians

More output than the answer shows.

Visible answer64Hidden reasoning0020406080Visible answer64Hidden reasoning0020406080

Calculated median cost per request: $0.000557.

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: 400,000 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 APIMistralOpenAI
Strict JSON schemasYesYes
Parallel tool callsYesYes
Streamed tool argumentsNot statedYes
Reasoning with toolsNot statedYes
Cache covers tool definitionsNot statedYes

Mistral → OpenAI: The documented supported features carry over.

OpenAI → Mistral: Review Streamed tool arguments, Reasoning with tools, Cache covers tool definitions.

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.