๐ข Estimasi Biaya AI Enterprise
Perusahaan mau adopsi AI? Ini bantu hitung berapa biaya per bulan untuk multi-million Token call volume. Number bisa shocking โ atau pleasant surprise.
๐ Cost Projection Skenario Enterprise Tipikal
Customer Service Bot
Process 5000 conversations/hari, ~2000 Token per conv (daily 10M input + 5M output Token)
- ๐ง Claude Opus 4.6: $5.250/bulan
- ๐ค GPT GPT-4o: $2.250/bulan
- ๐ฌ DeepSeek V3.2 (Cache Miss): $147/bulan
- ๐ซ Doubao 1.5 Pro: $75/bulan
Content Production Line
Generate 200 artikel 2000-char/hari (daily 800K input + 4M output Token)
- ๐ง Claude Opus 4.6: $3.120/bulan
- ๐ค GPT GPT-4o: $1.260/bulan
- ๐ฌ DeepSeek V3.2 (Cache Miss): $57/bulan
- ๐ซ Doubao 1.5 Pro: $36/bulan
Code Review
Review 500 PR/hari, ~5000 Token per PR (daily 2.5M input + 1M output Token)
- ๐ง Claude Opus 4.6: $1.125/bulan
- ๐ค GPT GPT-4o: $488/bulan
- ๐ฌ DeepSeek V3.2 (Cache Miss): $34/bulan
- ๐ซ Doubao 1.5 Pro: $17/bulan
๐ก ROI Thinking
Jangan lupa hitung benefit-nya juga. AI customer service bot cost $500/bulan, tapi replace 2-3 human agent (each cost ยฅ8000-15000/bulan), ROI sangat positive.
Key isquantify: AI save berapa jam kerja? Efficiency naik berapa? Error berkurang berapa? Metrics ini yang tentukan worth invest atau gak.
80% request pake cheap model (GPT-4o-mini / Doubao Lite), 20% complex request pake flagship. Overall cost turun 60-70%.
Daily call exceed 1M Token, consider Llama self-hosted. Heavy upfront cost (GPU server), tapi long-term marginal cost near zero.
Repetitive query (FAQ), cache model output, same question gak re-call API. Simple tapi super effective.
Non-real-time task (report gen, data analysis) pake Batch API, cost usually 50% off realtime API.
๐ค Volume Pricing Notes
- OpenAI: Provide Batch API (50% off), enterprise pricing separate
- Anthropic: Big customer dapat enterprise discount via sales
- Google: Discount via Google Cloud enterprise contract
- Domestic models (DeepSeek, Tongyi Qwen, Doubao, etc): Price already super low, some vendor buat cashback/rebate promo