TokenCalc AI
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What It Costs to Generate Blog Drafts with AI

Long-form writing is output-heavy. A 1,500-word draft is roughly 2,000 output tokens, and output tokens are priced higher than input.

Typical monthly workload

Input tokens
2,000,000
Output tokens
6,000,000
Requests / day
100

Illustrative estimate. Adjust the sliders below to match your own volume.

Recommended setup

DeepSeek V3 drafts + Claude 3.5 Sonnet polish

Draft outlines and sections with a low-cost model, then use a stronger model only for final editing of the most important pages.

Estimated: $20.77 / month vs $96.00 / month (100% Claude 3.5 Sonnet) (~78% less)

Monthly cost by model for this workload

ModelInput / 1MOutput / 1MEst. monthly cost
Gemini 1.5 Flash$0.075$0.30$1.95
DeepSeek V3$0.140$0.28$1.96
Gemini 2.0 Flash$0.100$0.40$2.60
Qwen 2.5 72B$0.350$0.40$3.10
GPT-4o Mini$0.150$0.60$3.90
Llama 3.3 70B (Groq/Together)$0.590$0.79$5.92
DeepSeek R1 (Reasoning)$0.550$2.19$14.24
Claude 3.5 Haiku$0.800$4.00$25.60
o3-mini (Reasoning)$1.100$4.40$28.60
Gemini 1.5 Pro$1.250$5.00$32.50
Mistral Large 2$2.000$6.00$40.00
Grok 2$2.000$10.00$64.00
GPT-4o (Omni)$2.500$10.00$65.00
Claude 3.5 Sonnet$3.000$15.00$96.00
o1 (Reasoning)$15.000$60.00$390.00

Computed from list prices and the workload above (2,000,000 input and 6,000,000 output tokens per month), with no caching or batch discounts. Real bills vary.

How to cut this cost

  • Outline first

    Generate and approve a short outline before the full draft so you do not pay to regenerate long rejected articles.

  • Edit, do not rewrite

    Ask for targeted revisions instead of full regenerations to avoid paying for the whole output again.

Simulate your own spend

Active Gateway: Direct Provider API

Quick Workload Presets

Pick a scenario or fine-tune token parameters and cloud host below.

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Token & Usage ParametersLLM API

tokens
Quick:
10k1M5M20M+
tokens
Quick:
5k200k1M5M+
Up to 90% Off
Flat 50% Off
1
Executive Savings InsightDirect Provider API
$189.15/ month saved

Switching from GPT-4o ($195.00/mo) to Gemini 1.5 Flash ($5.85/mo) saves 97%.

$2,269.80 / year ROI
Annualized capital savings
Sort:
Provider:
Gemini 1.5 FlashGoogleLowest CostGoogle TPU v5e

Lowest cost per token, high-frequency tasks, real-time audio/video

$0.08/1M in$0.30/1M out180 t/s1000k ctx
$5.85/ mo
$0.20 / day · $71.18 / yr
Specs & Hardware →
DeepSeek V3DeepSeekNVIDIA H800 / H100 Cluster

State-of-the-art open economics, high-performance general intelligence

$0.14/1M in$0.28/1M out85 t/s128k ctx
$7.56/ mo
$0.25 / day · $91.98 / yr
Specs & Hardware →
Gemini 2.0 FlashGoogleGoogle TPU v5e

Real-time conversational streaming, vision, multimodal processing at speed

$0.10/1M in$0.40/1M out260 t/s1000k ctx
$7.80/ mo
$0.26 / day · $94.90 / yr
Specs & Hardware →
GPT-4o MiniOpenAIMicrosoft Azure NVIDIA H100

High-volume text processing, fast chatbots, structured JSON extraction

$0.15/1M in$0.60/1M out145 t/s128k ctx
$11.70/ mo
$0.39 / day · $142.35 / yr
Specs & Hardware →
Qwen 2.5 72BAlibabaNVIDIA H100 SXM5

Top open-weights coding, math, and multilingual benchmark performance

$0.35/1M in$0.40/1M out110 t/s128k ctx
$15.30/ mo
$0.51 / day · $186.15 / yr
Specs & Hardware →
Llama 3.3 70B (Groq/Together)MetaGroq LPU / Cerebras CS-3

Open-weights privacy, self-hosting or ultra-cheap hosted inferencing

$0.59/1M in$0.79/1M out310 t/s128k ctx
$27.18/ mo
$0.91 / day · $330.69 / yr
Specs & Hardware →
DeepSeek R1 (Reasoning)DeepSeekNVIDIA H100 SXM5 Cluster

Complex math, algorithmic reasoning, open deep-thinking workflows

$0.55/1M in$2.19/1M out65 t/s128k ctx
$42.78/ mo
$1.43 / day · $520.49 / yr
Specs & Hardware →
Claude 3.5 HaikuAnthropicAWS Trainium2 / NVIDIA H100

Rapid code completion, customer service, fast structured parsing

$0.80/1M in$4.00/1M out130 t/s200k ctx
$72.00/ mo
$2.40 / day · $876.00 / yr
Specs & Hardware →
o3-mini (Reasoning)OpenAIMicrosoft Azure NVIDIA H100

Cost-effective scientific & coding reasoning, high-accuracy logic

$1.10/1M in$4.40/1M out95 t/s200k ctx
$85.80/ mo
$2.86 / day · $1,043.90 / yr
Specs & Hardware →
Gemini 1.5 ProGoogleGoogle TPU v5e / v5p

Massive context (2M tokens), full video/audio analysis, large codebases

$1.25/1M in$5.00/1M out82 t/s2000k ctx
$97.50/ mo
$3.25 / day · $1,186.25 / yr
Specs & Hardware →
Mistral Large 2MistralNVIDIA H100 Cluster

Multilingual tasks, European compliance, enterprise code generation

$2.00/1M in$6.00/1M out80 t/s128k ctx
$132.00/ mo
$4.40 / day · $1,606.00 / yr
Specs & Hardware →
Grok 2xAIColossus 100k H100 Cluster

Real-time information synthesis, creative generation, vision analysis

$2.00/1M in$10.00/1M out75 t/s128k ctx
$180.00/ mo
$6.00 / day · $2,190.00 / yr
Specs & Hardware →
GPT-4o (Omni)OpenAIIndustry BaselineMicrosoft Azure NVIDIA H100

Complex multimodal reasoning, coding, and production enterprise apps

$2.50/1M in$10.00/1M out90 t/s128k ctx
$195.00/ mo
$6.50 / day · $2,372.50 / yr
Specs & Hardware →
Claude 3.5 SonnetAnthropicDeveloper FavoriteAWS Trainium2 / NVIDIA H100

Software engineering, nuanced writing, complex agentic tool use

$3.00/1M in$15.00/1M out80 t/s200k ctx
$270.00/ mo
$9.00 / day · $3,285.00 / yr
Specs & Hardware →
o1 (Reasoning)OpenAIMicrosoft Azure NVIDIA H100

Advanced mathematics, algorithmic coding, PhD-level scientific logic

$15.00/1M in$60.00/1M out45 t/s200k ctx
$1,170.00/ mo
$39.00 / day · $14,235.00 / yr
Specs & Hardware →
Cheapest: Gemini 1.5 Flash
$5.85/moSave $189.15/mo

Frequently asked questions

Will unedited AI content rank well?

Search engines focus on helpfulness, not how content is produced. Thin, unedited, mass-produced pages tend to perform poorly, so budget time for human review and original value.