GPT-5 vs GPT-4.1

Side-by-side comparison of GPT-5 (OpenAI) and GPT-4.1 (OpenAI). Exact API pricing per million tokens, context windows, output speed, and total cost on real-world prompts.

Specifications

Spec GPT-5 GPT-4.1
Provider OpenAI OpenAI
Model id gpt-5 gpt-4.1
Input price (per 1M tokens) $1.25 $2.00
Output price (per 1M tokens) $10.00 $8.00
Context window 400,000 1,047,576
Output speed (tokens/sec) ~110 ~120
Tokenizer encoding o200k_base o200k_base

Cost on real prompts

Total cost = (input tokens × input price) + (output tokens × output price). Numbers below use the exact pricing tables published by each provider.

Scenario Input Output GPT-5 GPT-4.1 Cheaper
Short question + answer 50 150 $0.001563 $0.001300 GPT-4.1
Code review on one file 500 1,500 $0.015625 $0.013000 GPT-4.1
Long document summary 5,000 500 $0.011250 $0.014000 GPT-5
Heavy reasoning task 2,000 8,000 $0.082500 $0.068000 GPT-4.1
Full codebase analysis 50,000 10,000 $0.162500 $0.180000 GPT-5

Want the exact cost for your prompt instead of these examples? Open the cost calculator pre-loaded with both models →

When to pick which

Heuristics derived from the spec table above. Always validate on your own prompts before committing — these are starting points, not verdicts.

Pick GPT-5 for

  • input-heavy workloads (long context, RAG, document QA) — gpt-5 is cheaper per input token

Pick GPT-4.1 for

  • output-heavy workloads — gpt-4.1 is meaningfully cheaper per output token
  • tasks needing a larger context window — gpt-4.1 fits 3x more tokens than gpt-5

Switching between them

For most use cases, switching providers means updating the model id and the request shape if the providers differ. Within the same provider, it's usually a single-line change.

From GPT-5 to GPT-4.1

# Before
model = "gpt-5"

# After
model = "gpt-4.1"

If the providers differ (OpenAI vs OpenAI), you'll also need to swap the SDK / endpoint URL. Cross-provider migrations usually take 30 minutes to a few hours depending on how many features (streaming, function calling, tool use) you depend on.

Calculate cost on your own prompt

The examples above use generic input/output ratios. For an exact comparison, paste your real prompt into the calculator — it counts tokens with the right tokenizer for each model and shows side-by-side cost.

Open the calculator with both models →