Berapa Biaya 1 Juta Token AI di 2026?
1 juta token AI berharga $0.06 hingga $75 di 2026 tergantung model dan arah. Breakdown lengkap di OpenAI, Claude, Gemini, Llama, dan DeepSeek.
Satu juta token AI berharga $0.06-$75 di 2026 tergantung model dan arah. Output token cost 3-5× lebih input karena generation compute-bound. Untuk pricing real-time, Token & Pricing Comparator.
Berapa biaya 1M token di model utama?
| Model | Input / 1M | Output / 1M |
|---|---|---|
| Amazon Nova Lite | $0.06 | $0.24 |
| Mistral Small 3 | $0.20 | $0.60 |
| Google Gemini 2.5 Flash | $0.30 | $2.50 |
| DeepSeek V3 | $0.27 | $1.10 |
| GPT-5 mini | $0.40 | $1.60 |
| Cohere Command R | $0.15 | $0.60 |
| Claude Haiku 4.5 | $0.80 | $4.00 |
| Amazon Nova Pro | $0.80 | $3.20 |
| DeepSeek R1 | $0.55 | $2.19 |
| Llama 4 70B (Together) | $0.88 | $0.88 |
| Mistral Large 2 | $2.00 | $6.00 |
| OpenAI GPT-4o | $2.50 | $10.00 |
| Google Gemini 2.5 Pro | $2.50 | $15.00 |
| Claude Sonnet 4.6 | $3.00 | $15.00 |
| Llama 4 405B (Together) | $3.50 | $3.50 |
| xAI Grok 4 | $5.00 | $25.00 |
| OpenAI o3 | $10.00 | $40.00 |
| OpenAI GPT-5 | $10.00 | $30.00 |
| Claude Opus 4.7 | $15.00 | $75.00 |
Spread 1,250× antara Nova Lite input dan Opus 4.7 output. Strategi menang 2026: tiered model routing — model murah untuk 80%, premium hanya saat diperlukan.
Kenapa output lebih mahal dari input?
- Generasi sekuensial
- Memory bandwidth dominates
- Pola utilization GPU
Seberapa besar 1M token dalam istilah nyata?
- ~750,000 kata teks Inggris
- ~4 novel rata-rata
- ~3 juta karakter code
- ~50 jam transkripsi
- ~600 percakapan chatbot 10-turn
Production realistis:
- Chatbot support: 200k-300k token per 1,000 percakapan
- Code-completion: 100k-500k token per user aktif/hari
- Research-agent: 50k-200k token per task
Cara hitung biaya per juta?
Chatbot 2000 input + 400 output, Sonnet 4.6:
Per request: $0.012
Per 100k requests: $1,200
Effectivamente $5/M blended
Cara kurangi biaya per juta 2026?
1. Ganti model (reduksi 5-50×)
Haiku 4.5 ($0.80/$4) vs Sonnet 4.6 ($3/$15) — potong 4×.
2. Prompt caching (40-80% input reduction)
Anthropic 10% pada cache hits, OpenAI 50%, Google 25%. Hit rates steady-state 50-70%.
3. Batch APIs (50% diskon non-realtime)
OpenAI/Anthropic Batch API 50% off untuk jobs yang bisa tunggu 24 jam.
Kombinasi semua tiga: 70-90% reduksi vs naive. LLM Monthly Cost Estimator.
Biaya tersembunyi yang menyesatkan?
- Rate limits output
- Generation gagal (3-8%)
- Speculative decoding (5-15%)
- Surcharge context panjang (Google Vertex 2× >128k)
- Transfer cross-region
Budget buffer 15-20% di atas math kasar. Agent Dev Cost Calculator include sebagai "inference tax" 30%.
Path termurah ke 1M token 2026?
- Amazon Nova Lite — 100M token dengan $30 total
- DeepSeek V3 — reasoning kuat harga murah
- Self-hosted Llama 4 8B — break-even ~500M token/bulan
- Together Llama 4 8B — $0.22/$0.22
Untuk kualitas flagship-class termurah, Claude Sonnet 4.6 di $3/$15. Best practice 2026: track biaya efektif per task terselesaikan, bukan per juta token.
Untuk modeling comprehensive, Agent Dev Cost Calculator. Untuk LLM saja, Token & Pricing Comparator.