LLM Cost Calculator

AI Code Assistant Monthly Cost Estimator

Running an AI coding assistant for your dev team? Estimate API costs for code completion, review, and generation workloads.

Recommended Setup

Model
Claude Sonnet 4.6
Anthropic
Monthly tokens
380M
300M in / 80M out
Estimated monthly cost
$2,100

Cost Comparison: All Cloud Models

Based on 300M input + 80M output tokens/month

ModelProviderMonthly cost
gpt-oss-20bOpenAI$19.40
Qwen3.7 FlashQwen (Alibaba)$19.40
Llama 3.1 8B (Groq)Groq$21.40
Gemma 3 4BGoogle$23.00
gpt-oss-120bOpenAI$25.60
Gemma 3 12BGoogle$27.00
Gemma 3n 4BGoogle$27.60
Qwen3 30B A3B Instruct 2507Qwen (Alibaba)$30.20
Doubao Seed 2.0 MiniDoubao (ByteDance)$32.20
DeepSeek V4 FlashDeepSeek$40.60
Qwen3.5-FlashQwen (Alibaba)$41.80
Qwen3.5-9BQwen (Alibaba)$42.00
Qwen3 Coder 30B A3B InstructQwen (Alibaba)$43.40
Qwen2.5 7B InstructQwen (Alibaba)$46.00
GPT-5 NanoOpenAI$47.00
gpt-oss-safeguard-20bOpenAI$48.00
Gemma 4 26B A4B Google$48.20
GLM-4.7 FlashZhipu AI (GLM)$50.00
Qwen3 14BQwen (Alibaba)$55.20
Doubao Pro 32KDoubao (ByteDance)$55.40
Hunyuan TurboSHunyuan (Tencent)$55.40
Gemma 4 31BGoogle$57.20
Gemma 3 27BGoogle$60.00
Llama 4 Scout (Groq)Groq$60.20
GPT-4.1 NanoOpenAI$62.00
Gemini 2.5 Flash-LiteGoogle$62.00
Qwen3 VL 32B InstructQwen (Alibaba)$63.60
DeepSeek V4 Flash 0731DeepSeek$64.40
Qwen3 235B A22B Instruct 2507Qwen (Alibaba)$71.00
Qwen3.5-FlashQwen (Alibaba)$72.00
Qwen3 VL 8B InstructQwen (Alibaba)$72.00
Qwen3 30B A3BQwen (Alibaba)$76.00
Qwen3 VL 30B A3B InstructQwen (Alibaba)$80.60
Hunyuan T1Hunyuan (Tencent)$86.80
GPT-4o-miniOpenAI$93.00
GPT-OSS 120B (Groq)Groq$93.00
Qwen3 Coder NextQwen (Alibaba)$100
GLM 4.5 AirZhipu AI (GLM)$107
DeepSeek V3.2DeepSeek$108
Qwen3 Next 80B A3B InstructQwen (Alibaba)$118
Qwen3.6 35B A3BQwen (Alibaba)$122
Qwen3 32B (Groq)Groq$134
Qwen3 Coder FlashQwen (Alibaba)$138
Qwen2.5 72B InstructQwen (Alibaba)$140
Qwen3.5-PlusQwen (Alibaba)$140
Qwen3 Next 80B A3B ThinkingQwen (Alibaba)$141
Qwen3.6 FlashQwen (Alibaba)$147
DeepSeek V3 0324DeepSeek$155
GPT-5.6 LunaOpenAI$156
GPT-5.6 Luna ProOpenAI$156
GPT-5.4 NanoOpenAI$160
DeepSeek V3DeepSeek$160
DeepSeek V3.1 TerminusDeepSeek$161
GLM 4.6VZhipu AI (GLM)$162
DeepSeek V3 (Mar 2025)DeepSeek$169
Qwen3 Coder 480B A35BQwen (Alibaba)$170
Qwen3.5-35B-A3BQwen (Alibaba)$175
Qwen3.5-27BQwen (Alibaba)$185
Gemini 3.1 Flash-LiteGoogle$195
Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)Google$195
Qwen3.7 PlusQwen (Alibaba)$198
Qwen3.5 Plus 2026-02-15Qwen (Alibaba)$203
Qwen3 VL 235B A22B InstructQwen (Alibaba)$215
Qwen3 VL 8B ThinkingQwen (Alibaba)$222
GPT-5 MiniOpenAI$235
GPT-5.1-Codex-MiniOpenAI$235
Llama 3.3 70B (Groq)Groq$240
Qwen3.5-122B-A10BQwen (Alibaba)$244
GPT-4.1 MiniOpenAI$248
Qwen3 VL 30B A3B ThinkingQwen (Alibaba)$252
Qwen3 30B A3B Thinking 2507Qwen (Alibaba)$252
Qwen3 235B A22B Thinking 2507Qwen (Alibaba)$253
Qwen3.6 PlusQwen (Alibaba)$255
GLM 4.7Zhipu AI (GLM)$260
Gemini 3.7 FlashGoogle$264
DeepSeek V4 ProDeepSeek$267
Qwen2.5 Coder 32B InstructQwen (Alibaba)$278
Qwen3-MaxQwen (Alibaba)$281
Gemini 2.5 FlashGoogle$290
Gemini 3.5 Flash LiteGoogle$290
Nano Banana (Gemini 2.5 Flash Image)Google$290
DeepSeek V3.1DeepSeek$297
R1 Distill Llama 70BDeepSeek$304
GLM 4.6Zhipu AI (GLM)$310
Qwen2.5 VL 72B InstructQwen (Alibaba)$320
R1 0528DeepSeek$322
GLM 4.5VZhipu AI (GLM)$324
Doubao Seed 2.0 ProDoubao (ByteDance)$331
Qwen3.8 27BQwen (Alibaba)$333
Llama 3.3 70B (Together)Together AI$334
Qwen3.6 27BQwen (Alibaba)$352
Kimi K2Kimi (Moonshot AI)$355
GLM 4.5Zhipu AI (GLM)$356
GPT Audio MiniOpenAI$372
Kimi K2.5 (Together)Together AI$374
Kimi K2 ThinkingKimi (Moonshot AI)$380
Kimi K2 0905Kimi (Moonshot AI)$380
Nano Banana 2 (Gemini 3.1 Flash Image)Google$390
DeepSeek R1DeepSeek$410
Kimi K2.5Kimi (Moonshot AI)$420
Qwen3.5 397B A17BQwen (Alibaba)$438
Qwen3 VL 235B A22B ThinkingQwen (Alibaba)$440
Qwen3 Coder PlusQwen (Alibaba)$455
Qwen3.5 397B (Together)Together AI$468
Gemini 3.6 FlashGoogle$525
Qwen3 Max ThinkingQwen (Alibaba)$546
GLM-5Zhipu AI (GLM)$556
Claude 3.5 HaikuAnthropic$560
GPT-5.4 MiniOpenAI$585
Kimi K2.7 CodeKimi (Moonshot AI)$605
Kimi K2.6Kimi (Moonshot AI)$605
DeepSeek V4 Pro 0813DeepSeek$606
GLM-5-TurboZhipu AI (GLM)$680
GLM 5V TurboZhipu AI (GLM)$680
o4-miniOpenAI$682
o3 MiniOpenAI$682
o4 Mini HighOpenAI$682
o3 Mini HighOpenAI$682
Claude Haiku 4.5Anthropic$700
GLM-5.1Zhipu AI (GLM)$772
GLM 5.3Zhipu AI (GLM)$772
Qwen3.7 MaxQwen (Alibaba)$798
GPT-5 Image MiniOpenAI$910
DeepSeek V4 Pro (Together)Together AI$982
Moonshot V1 (128K)Kimi (Moonshot AI)$1,000
Qwen3.8 2.4T A95BQwen (Alibaba)$1,080
Qwen3.8 MaxQwen (Alibaba)$1,080
Gemini 3.5 FlashGoogle$1,170
GPT-5OpenAI$1,175
GPT-5 CodexOpenAI$1,175
GPT-5.1-Codex-MaxOpenAI$1,175
GPT-5.1OpenAI$1,175
GPT-5.1-CodexOpenAI$1,175
Gemini 2.5 ProGoogle$1,175
Gemini 2.5 Pro Preview 05-06Google$1,175
Kimi K2.7 Code HighSpeedKimi (Moonshot AI)$1,210
GPT-4.1OpenAI$1,240
o3OpenAI$1,240
o4 Mini Deep ResearchOpenAI$1,240
GPT-5.6 Sol ProOpenAI$1,400
Claude Sonnet 5Anthropic$1,400
GPT-4oOpenAI$1,550
GPT AudioOpenAI$1,550
GPT-5.6 TerraOpenAI$1,560
GPT-5.6 Terra ProOpenAI$1,560
Gemini 3.1 Pro PreviewGoogle$1,560
Nano Banana Pro (Gemini 3 Pro Image)Google$1,560
Gemini 3.1 Pro Preview Custom ToolsGoogle$1,560
GPT-5.3 ChatOpenAI$1,645
GPT-5.3-CodexOpenAI$1,645
GPT-5.2-CodexOpenAI$1,645
GPT-5.2 ChatOpenAI$1,645
GPT-5.2OpenAI$1,645
GPT-5.4OpenAI$1,950
Claude Sonnet 4.6★ recommendedAnthropic$2,100
Claude Sonnet 4.5Anthropic$2,100
Claude Sonnet 4Anthropic$2,100
Kimi K3Kimi (Moonshot AI)$2,100
Claude Opus 4.7Anthropic$3,500
Claude Opus 4.6Anthropic$3,500
Claude Opus 4.8Anthropic$3,500
Claude Opus 4.5Anthropic$3,500
Claude Opus 5Anthropic$3,500
GPT-5.4 Image 2OpenAI$3,600
GPT-5 ImageOpenAI$3,800
GPT-5.6 SolOpenAI$3,900
GPT-5.5OpenAI$3,900
GLM-5.2Zhipu AI (GLM)$4,640
o3 Deep ResearchOpenAI$6,200
Claude Opus 4.8 (Fast)Anthropic$7,000
Claude Opus 5 (Fast)Anthropic$7,000
Claude Fable 5Anthropic$7,000
o1OpenAI$9,300
Claude Opus 4.1Anthropic$10,500
Claude Opus 4Anthropic$10,500
o3 ProOpenAI$12,400
GPT-5 ProOpenAI$14,100
GPT-5.2 ProOpenAI$19,740
Claude Opus 4.7 (Fast)Anthropic$21,000
Claude Opus 4.6 (Fast)Anthropic$21,000
GPT-5.5 ProOpenAI$23,400
GPT-5.4 ProOpenAI$23,400
o1-proOpenAI$93,000

Frequently Asked Questions

How many tokens does a code completion request use?

Code completion requests typically send 1,000–8,000 input tokens (surrounding code context) and receive 50–500 output tokens. A team of 10 engineers making 200 completions/day could use 60–150M tokens/month.

Which model is best for AI code assistance?

Claude Sonnet 4.6 and Claude Opus 4.8 consistently lead coding benchmarks and are popular in tools like Cursor. GPT-5.4 is also excellent. For budget-conscious teams, GPT-5.4 Mini handles autocomplete well at $0.75/1M input.

Can I run a code assistant on a local GPU?

Yes. Models like CodeLlama 34B or Llama 3 70B (quantized) are suitable for code assistance. An A100 80G handles Llama 3 70B comfortably. For a team of 5-10 developers, a single A100 may be cost-effective vs cloud APIs.