Workload Cost Comparison

Compare AI model costs for your actual workload

Apply the same request volume, token mix, cache usage, and retry assumption to every reviewed model. Compare projected spend, then weigh quality and production constraints before choosing.

Your assumptions

Define one comparable workload

Use measured production values when possible. Presets are editable examples, not typical-use claims.

Fresh and cached input are separate fields. Retry rate adds repeated calls uniformly; it does not estimate model-specific quality or failure rates.

Calculated comparison

Projected token cost by model

Pricing data last checked: Aug 22, 2026

Open the reviewed rate directory

Lowest token-cost projection

DeepSeek V4 Flash

$15.40 per month

Effective monthly calls

10,000

Base requests plus stated retries

Cost range

16.2×

Highest ÷ lowest in the current filter

Cost rankModelProjected monthly costCost per requestContext windowBest use casesSource
1
DeepSeek V4 Flash
DeepSeek
$15.40$0.0015401MLow-cost general and reasoning workloadsOfficial
2
Gemini 3.5 Flash-Lite
Google
$18.50$0.001850See provider model limitsHigh-volume translation and simple processingOfficial
3
Gemini 3.7 Flash
Google
$33.75$0.003375See provider model limitsAgentic workflows and multimodal reasoningOfficial
4
Claude Haiku 4.5
Anthropic
$45.00$0.004500See provider model limitsFast, lower-cost Claude workloadsOfficial
5
DeepSeek V4 Pro
DeepSeek
$46.20$0.0046201MHigher-capability DeepSeek workloadsOfficial
6
GPT-5.6 Luna
OpenAI
$50.00$0.005000Short-context tierCost-sensitive, high-volume workloadsOfficial
7
Gemini 3.5 Flash
Google
$75.00$0.007500See provider model limitsFast grounded and search-oriented workloadsOfficial
8
Claude Sonnet 5
Anthropic
$90.00$0.009000See provider model limitsGeneral production, coding and agentsOfficial
9
GPT-5.6 Terra
OpenAI
$125.00$0.01Short-context tierBalanced intelligence and costOfficial
10
Claude Opus 5
Anthropic
$225.00$0.02See provider model limitsHigh-capability analysis and agentic workOfficial
11
GPT-5.6 Sol
OpenAI
$250.00$0.03Short-context tierComplex professional reasoning and codingOfficial

Formula: monthly cost = requests × (1 + retry rate) × ((fresh input × input rate + cached input × cached rate + output × output rate) ÷ 1,000,000).

Disclaimer: This compares token charges under shared assumptions, not model quality, task success, latency, rate limits, taxes, regional tiers, tools, storage, embeddings, or other fees. The lowest projection is not a recommendation. Rates are dated, manually reviewed references—not real-time data—so verify official terms before purchasing.

Why price isn't the whole story

The cheapest model is not always the best choice

A low per-token price looks attractive on a spreadsheet, but production AI costs are shaped by more than the rate card. Weigh these three tradeoffs before locking in a model for your application.

Accuracy vs. cost

Cheaper models often need more retries, longer prompts, or extra verification steps to reach the same output quality. A model with a higher token price but fewer failed generations can end up cheaper per successful task — and it protects the user experience.

Latency vs. cost

Smaller, cheaper models are usually faster, which matters for real-time chat or agent loops. Larger flagship models can be slower even though they reason better — so the "best" model depends on whether your product needs instant responses or can tolerate a few extra seconds for higher-quality output.

Production requirements

Rate limits, context window size, function-calling support, uptime, and data-handling policies all differ by provider and tier. A model that's cheap in isolated testing can become the expensive choice once you factor in outages, throttling, or the engineering time needed to work around its limitations at scale.

Rule of thumb: use a fast, cheap model for high-volume, low-risk tasks (classification, extraction, simple chat), and reserve a higher-accuracy model for the steps where a mistake is costly — then measure real cost per successful outcome, not just cost per token.

Inspect one model in more detail

Open the calculator for a single-model breakdown, currency conversion, and volume projections.

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