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Fathom Layer / Prompt cost planning

Small prompts.
Monthly consequences.

Set the input, response length and request volume. Inspect how recorded API rates translate into a modeled bill before comparing the trade-offs.

01 / Define the workload

Count the tokens.
Set the volume.

Include the system prompt, user input and supplied context.

Enter your expected generated response length.

The same input and output workload is repeated for each run.

Input limits keep scenarios finite. They do not establish a model's supported context window or account limits.

02 / Read the cost model

A workload.
A range of recorded rates.

Lowest modeled monthly cost$0.60

GPT-5.6 Luna · OpenAI

Lowest arithmetic cost among these recorded rates. This is not a recommendation or a comparison of model capabilities.

Tokens per run500
Runs per month1,000
Input$0.00
Output$0.60
Open this cost scenario

USD, using each record's stated rate basis. Cached input, batch discounts, tool calls, taxes and other billing conditions are outside this simplified estimate.

14 recorded rates compared. Lowest modeled monthly cost $0.60.

03 / Inspect the comparison

The rates behind the result.

Recorded prices, not live quotes.
Open each record for its source and conditions.

Estimated costs for 0 input and 500 output tokens per run, repeated 1,000 times per month. Sorted by modeled monthly cost, not quality.
Model / price recordInput / 1MOutput / 1MPer runPer month
GPT-5.6 LunaOpenAI
Price record

USD · Standard, short context

Record checked .

Official pricing (opens in a new tab)
$0.2$1.2$0.0006$0.60
DeepSeek V4.1 FlashDeepSeek
Price record

USD · Peak hours, cache miss (off-peak is half)

Record checked .

Official pricing (opens in a new tab)
$0.3$1.2$0.0006$0.60
Gemini 3.5 Flash-LiteGoogle
Price record

USD · Paid tier

Record checked .

Official pricing (opens in a new tab)
$0.3$2.5$0.0013$1.25
Gemini 3.8 FlashGoogle
Price record

USD · Paid tier, through Dec 31, 2026

Record checked .

Official pricing (opens in a new tab)
$0.75$3.75$0.0019$1.88
DeepSeek V4 ProDeepSeek
Price record

USD · Peak hours, cache miss (off-peak is half)

Record checked .

Official pricing (opens in a new tab)
$1.32$3.96$0.0020$1.98
Claude Haiku 4.5Anthropic
Price record

USD · Standard

Record checked .

Official pricing (opens in a new tab)
$1$5$0.0025$2.50
Claude Sonnet 5Anthropic
Price record

USD · Standard

Record checked .

Official pricing (opens in a new tab)
$2$10$0.0050$5.00
Gemini 2.5 ProGoogle
Price record

USD · Paid tier, prompts up to 200k tokens

Record checked .

Official pricing (opens in a new tab)
$1.25$10$0.0050$5.00
GPT-5.6 TerraOpenAI
Price record

USD · Standard, short context

Record checked .

Official pricing (opens in a new tab)
$2$12$0.0060$6.00
Gemini 3.1 Pro PreviewGoogle
Price record

USD · Paid tier, prompts up to 200k tokens

Record checked .

Official pricing (opens in a new tab)
$2$12$0.0060$6.00
GPT-5.6 SolOpenAI
Price record

USD · Standard, short context

Record checked .

Official pricing (opens in a new tab)
$4$20$0.0100$10.00
Claude Opus 5Anthropic
Price record

USD · Standard

Record checked .

Official pricing (opens in a new tab)
$5$25$0.0125$12.50
GPT-6 AstraOpenAI
Price record

USD · Standard, short context

Record checked .

Official pricing (opens in a new tab)
$10$50$0.0250$25.00
Claude Fable 5.1Anthropic
Price record

USD · Standard

Record checked .

Official pricing (opens in a new tab)
$10$50$0.0250$25.00

These records were checked on the dates shown, and may have changed. Confirm the linked provider rate and billing conditions before budgeting. The same token counts do not establish equivalent output quality, tokenization or capabilities.

Read the assumptions

A cost comparison
needs context.

The estimate multiplies input tokens by the recorded input rate, output tokens by the recorded output rate, then the combined per-run cost by monthly runs. USD throughout.

Rates retain the catalog's observation date and billing conditions. They have not been rechecked during this design update. Open the provider source before treating an estimate as a purchasing decision.

Models differ in quality, latency, capabilities and context limits. Sorting by modeled cost does not establish equivalent performance or a recommendation.

Cached input, batching, tool calls, taxes and other billing rules are excluded. A four-character text shortcut is a rough English token estimate; use a provider-specific count when accuracy matters.

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