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Pemilihan model,
harga, dan catatan peluncuran.

Catatan praktis untuk tim yang meluncurkan produk AI, membandingkan penyedia, memperkirakan biaya token, dan menentukan langkah peluncuran berikutnya.

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Catatan keputusan untuk tim produk dan platform

Apa yang dibahas di blog NextModel?

Blog NextModel membahas keputusan praktis soal model AI: cara memperkirakan biaya API, membandingkan alternatif ala OpenRouter, menilai model China berbiaya rendah, dan mengukur reuse respons LLM yang aman sebelum cache produksi.

Product · 2026-08-31

One API, every model — watch the NextModel tour

A 50-second tour of NextModel: one OpenAI-compatible API that routes across providers, passes upstream prompt-cache hits through 1:1 at official cached rates, and anchors a receipt to every request.

Model routing · 2026-07-01

LLM Router: How It Works and Top Alternatives

An LLM router sends each request to a model based on cost, latency, or capability. Compare approaches, then try one with a free API key.

Model routing · 2026-07-01

LLM Gateway: Compare Options and Alternatives

Compare LLM gateway options: routing, cache, failover, receipts, and what NextModel actually does with OpenAI-compatible traffic.

Caching · 2026-07-01

Semantic Caching for LLM APIs: A Practical Guide

Semantic caching reuses stored LLM responses for prompts with similar meaning, not just identical text. Learn how it works, when to use it, and how to tune it.

Provenance · 2026-07-01

AI Provenance: What It Is and Why It Matters

AI provenance means knowing which model produced an output and proving it later. See what a receipt records and how NextModel supports ai provenance today.

Operations · 2026-07-01

LLM Observability: Metrics, Traces, and Gateway Setup

LLM observability tracks latency, cost, errors, and traces across every model call. See the key metrics and how a gateway enables it without custom code.

Pembandingan · 2026-05-27

Bad Hit Rate: metrik yang wajib dipantau oleh setiap cache LLM

Mengapa Safe Hit Rate dan Bad Hit Rate lebih penting daripada hit rate mentah saat menilai penggunaan ulang respons LLM.

Panduan model · 2026-05-21

Panduan API Doubao Seed 2.0 Mini: harga, use case, dan panggilan kompatibel OpenAI

Panduan developer untuk memakai Doubao Seed 2.0 Mini lewat NextModel, lengkap dengan harga, use case terbaik, dan kode quickstart.

Perutean model · 2026-05-21

Alternatif OpenRouter untuk developer yang butuh kontrol biaya API AI

Cara menilai akses multi-model ala OpenRouter ketika tim Anda juga butuh budget, BYOK, penggunaan tim, dan sumber model domestik.

Kontrol biaya · 2026-05-21

Cara memperkirakan biaya API AI sebelum Anda meluncurkan

Formula praktis untuk memperkirakan pengeluaran model dari token input, token output, volume request, dan harga model.

Model review · 2026-08-16

GPT-5 Mini cache safety review: 80% Safe Hit Rate on NextModel

First-party CacheSafety numbers for openai/gpt-5-mini: 50 prompts, 80% Safe Hit Rate, 0% Bad Hit Rate, and what we did not measure.

Model news · 2026-08-16

GPT-5 is listed on NextModel: price, context, and the id you call

OpenAI GPT-5 is in the NextModel catalog at 1.25 / 10 per million tokens, with a 400k context window. CacheSafety for this exact id is still unmeasured.

Model news · 2026-08-16

DeepSeek V4 Flash CN on NextModel: 1 input, unpublished context

DeepSeek V4 Flash CN is listed at 0.14 / 0.28 per million tokens for Chinese workloads. Context window and cache safety stay unpublished.

Model review · 2026-08-16

GLM-5 CN cache safety review: family data only, CN still unmeasured

The live catalog id is z-ai/glm-5-cn. The only CacheSafety row is for base GLM-5: 30% Safe Hit Rate, 0% Bad Hit Rate. The CN variant itself is unmeasured.

Model news · 2026-08-16

Claude Sonnet 5 is listed on NextModel: 1M context, cache scores unpublished

Anthropic Claude Sonnet 5 is in the NextModel catalog at 2 / 10 per million tokens, with a 1,000,000 token context window. CacheSafety for this exact id is unpublished.

Model news · 2026-08-16

Gemini 3.5 Flash is listed on NextModel: 1,048,576 context, no cache row

Google Gemini 3.5 Flash is listed at 1.50 / 9 per million tokens with a 1,048,576 token context window. First-party cache scores are unpublished.

Model news · 2026-08-16

Kimi K3 is listed on NextModel: 1,048,576 context, cache scores unpublished

MoonshotAI Kimi K3 is listed at 2.95 / 14.71 per million tokens with a 1,048,576 token context window. CacheSafety for this exact id is unpublished.

Model news · 2026-08-16

GPT-5 Nano is listed on NextModel: 0.05 input, 400k context

OpenAI GPT-5 Nano is in the NextModel catalog at 0.05 / 0.40 per million tokens, with a 400,000 token context window. CacheSafety for this exact id is unpublished.

Model news · 2026-08-16

Claude Opus 5 is listed on NextModel: 1M context, cache scores unpublished

Anthropic Claude Opus 5 is listed at 5 / 25 per million tokens, with a 1,000,000 token context window. CacheSafety for this exact id is unpublished.

Model news · 2026-08-16

Gemini 3 Flash Preview is listed on NextModel: 1,048,576 context

Google Gemini 3 Flash Preview is listed at 0.5 / 3 per million tokens, with a 1,048,576 token context window. First-party cache scores are unpublished.

Model news · 2026-08-16

Kimi K2.5 CN is listed on NextModel: 0.58 input, unpublished context

MoonshotAI Kimi K2.5 CN is listed at 0.58 / 3.02 per million tokens. Context window and CacheSafety for this exact id stay unpublished.

Model news · 2026-08-16

GPT-5 Pro is listed on NextModel: 15 input, 400k context

OpenAI GPT-5 Pro is in the NextModel catalog at 15 / 120 per million tokens, with a 400,000 token context window. CacheSafety for this exact id is unpublished.

Model news · 2026-08-16

Claude Haiku 4.5 is listed on NextModel: 1 input, 200k context

Anthropic Claude Haiku 4.5 is listed at 1 / 5 per million tokens, with a 200,000 token context window. CacheSafety for this exact id is unpublished.

Model news · 2026-08-16

Gemini 3.1 Flash Lite is listed on NextModel: 0.25 input, 1,048,576 context

Google Gemini 3.1 Flash Lite is listed at 0.25 / 1.50 per million tokens, with a 1,048,576 token context window. First-party cache scores are unpublished.

Model news · 2026-08-16

DeepSeek V4 PRO CN is listed on NextModel: 1.65 input, unpublished context

DeepSeek V4 PRO CN is listed at 1.65 / 3.31 per million tokens for Chinese workloads. Context window and CacheSafety stay unpublished.

Model news · 2026-08-16

GPT-5.4 is listed on NextModel: 2.50 input, 1,050,000 context

OpenAI GPT-5.4 is in the NextModel catalog at 2.50 / 15 per million tokens, with a 1,050,000 token context window. CacheSafety for this exact id is unpublished.

Model news · 2026-08-16

GPT-5.5 is listed on NextModel: 5 input, 1,050,000 context

OpenAI GPT-5.5 is listed at 5 / 30 per million tokens, with a 1,050,000 token context window. First-party cache scores are unpublished.

Model news · 2026-08-16

GLM 5.1 CN is listed on NextModel: 0.83 input, unpublished context

Zhipu GLM 5.1 CN is listed at 0.83 / 3.31 per million tokens. Context window and CacheSafety for this exact id stay unpublished.

Model news · 2026-08-16

GLM 5.2 CN is listed on NextModel: 1.18 input, unpublished context

Zhipu GLM 5.2 CN is listed at 1.18 / 4.12 per million tokens. Context window and CacheSafety for this exact id stay unpublished.

Model news · 2026-08-16

Claude Sonnet 4.6 is listed on NextModel: 1M context, cache scores unpublished

Anthropic Claude Sonnet 4.6 is listed at 3 / 15 per million tokens, with a 1,000,000 token context window. CacheSafety for this exact id is unpublished.

Model news · 2026-08-16

Gemini 2.5 Flash is listed on NextModel: 0.30 input, 1,048,576 context

Google Gemini 2.5 Flash is listed at 0.30 / 2.50 per million tokens, with a 1,048,576 token context window. First-party cache scores are unpublished.

Model news · 2026-08-16

Doubao Seed 2.0 Lite is listed on NextModel: 0.09 input, unpublished context

Doubao Seed 2.0 Lite is listed at 0.09 / 0.5330 per million tokens. Context window and CacheSafety for this exact id stay unpublished.

Model news · 2026-08-16

DeepSeek V3.2 CN is listed on NextModel: 0.29 input, unpublished context

DeepSeek V3.2 CN is listed at 0.29 / 0.44 per million tokens. Context window and CacheSafety for this exact id stay unpublished.

Model news · 2026-08-16

Claude Sonnet 4.5 is listed on NextModel: 1M context, cache scores unpublished

Anthropic Claude Sonnet 4.5 is listed at 3 / 15 per million tokens, with a 1,000,000 token context window. CacheSafety for this exact id is unpublished.

Model news · 2026-08-16

Gemini 3.5 Flash Lite is listed on NextModel: 0.30 input, 1,048,576 context

Google Gemini 3.5 Flash Lite is listed at 0.30 / 2.50 per million tokens, with a 1,048,576 token context window. First-party cache scores are unpublished.

Model news · 2026-08-16

GPT-4o-mini is listed on NextModel: 0.15 input, 128k context

OpenAI GPT-4o-mini is listed at 0.15 / 0.6 per million tokens, with a 128,000 token context window. CacheSafety for this exact id is unpublished.

Model news · 2026-08-16

Doubao Seed 2.1 Turbo is listed on NextModel: 0.45 input, unpublished context

Doubao Seed 2.1 Turbo is listed at 0.45 input per million tokens. Context window and CacheSafety for this exact id stay unpublished.

Model news · 2026-08-16

GPT-4o is listed on NextModel: 2.50 input, 128k context

OpenAI GPT-4o is listed at 2.50 / 10 per million tokens, with a 128,000 token context window. CacheSafety for this exact id is unpublished.

Model news · 2026-08-16

GPT-4.1 is listed on NextModel: 2 input, 1,047,576 context

OpenAI GPT-4.1 is listed at 2 input per million tokens, with a 1,047,576 token context window. CacheSafety for this exact id is unpublished.

Model news · 2026-08-16

GPT-5.1 is listed on NextModel: 1.25 input, 400k context

OpenAI GPT-5.1 is listed at 1.25 input per million tokens, with a 400,000 token context window. CacheSafety for this exact id is unpublished.

Model news · 2026-08-16

Kimi K2.6 CN is listed on NextModel: 0.9 input, unpublished context

MoonshotAI Kimi K2.6 CN is listed at 0.9 input per million tokens. Context window and CacheSafety for this exact id stay unpublished.

Berita model · 2026-09-05

GPT-6 Astra di NextModel: konteks 1M, computer use, satu API

openai/gpt-6-astra tercatat di harga $10/$50 per juta token dengan jendela konteks 1,050,000 token, berjenjang di atas 272K token. Spesifikasi, harga, dan apa yang belum terverifikasi.

Perbandingan · 2026-09-05

GPT-6 Astra vs GPT-5.6 Sol: kapan peningkatan 2x balik modal

Astra tercatat di $10/$50 versus $5/$30 milik Sol, keduanya dengan jendela 1,050,000 token. Benchmark long-context OpenAI menunjukkan di mana upgrade ini sepadan — dan di mana tidak.

Perbandingan · 2026-09-05

GPT-6 Astra vs Claude Fable 5.1: membaca perdebatan pekan peluncuran

Pemberitaan pekan peluncuran mempertemukan GPT-6 Astra dan Claude Fable 5.1 pada skor indeks umum. Apa yang benar-benar dipublikasikan, dan cara menguji perdebatan itu dengan A/B pada trafik Anda sendiri.

Harga · 2026-09-05

Harga GPT-6 Astra dijelaskan: tebing 272K, cache, dan contoh perhitungan

GPT-6 Astra tercatat di $10/$50 per juta token — sampai prompt Anda melewati 272K token, tempat jenjangnya berlipat menjadi $20/$75. Matematikanya, contoh perhitungannya, dan kapan cache menyelamatkan Anda.

Panduan · 2026-09-05

Migrasi ke GPT-6 Astra: model id, Responses API, dan rencana rollback

Berpindah dari gpt-5.x ke openai/gpt-6-astra adalah perubahan satu string di gateway kompatibel OpenAI — ditambah batas output, harga per jenjang, dan jalur fallback yang layak direncanakan.

Teknik · 2026-09-05

Konteks 1M di produksi: apa yang sebenarnya Anda dapat dari angka retrieval GPT-6 Astra

Hasil MRCR v2 OpenAI menempatkan GPT-6 Astra di 96.3% retrieval needle melewati 512K token. Artinya apa bagi keputusan RAG vs long-context — dan apa yang tidak tercakup.

Panduan · 2026-09-05

GPT-6 Astra dengan budget terbatas: cache, perutean, dan membayar tarif frontier hanya saat benar-benar penting

Harga frontier tidak harus menjadi harga rata-rata Anda: cache hit $1, disiplin prompt di bawah 272K, dan perutean pekerjaan rutin ke jalur katalog yang lebih murah menjaga pengeluaran Astra tetap waras.

Community · 2026-09-06

What early testers are actually doing with GPT-6 Astra

Nine verified launch-week quotes on GPT-6 Astra: a code-review win, harness-dependent benchmarks, uneven computer use, and mixed verdicts on price.