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Insights, product notes, and implementation guides for teams building on AI APIs.
AI Gateway Architecture
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Latest articles in Cost, Billing, and Ops.
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Read moreコスト・請求・運用
AI APIのコスト最適化、請求管理、運用に関する日本語記事
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Flatkey Integration Starter: From One Key to Multi-Model Testing
Connect Flatkey to the quickest useful workflow: make a first API call, add Cherry Studio or CC Switch, compare models, and plan the team handoff.

AI API Spend Management for Operations and Finance Teams
A role-based guide for connecting AI API usage, billing, quotas, balances, recharge records, and key governance in one operating model.

AI image generation API for ecommerce creative pipelines: a buyer guide
A manager-facing guide to evaluating AI image generation APIs and gateways for ecommerce creative pipelines using weighted criteria, decision gates, and a 30-day pilot.

Seedance 2.0 API in 2026: Access, Pricing, and Fallback Routing
A current guide to Seedance 2.0 API access, pricing verification, asynchronous jobs, and safe fallback routing across changing video-model versions.

DeepSeek API Pricing (2026): Compare OpenAI, Claude, Gemini, and Qwen
Compare DeepSeek API pricing with OpenAI, Claude, Gemini, and Qwen using dated token rates, reproducible workload math, cache caveats, and a scheduled refresh workflow.

Gemini API Pricing in 2026: Current Model Costs and Workload Calculator
Compare current Gemini API pricing with reproducible workload-cost tables for Gemini 3.6 Flash, 3.5 Flash-Lite, Gemini 2.5 models, Batch jobs, caching, and long-context workloads.

Seedance API production checklist for text-to-video teams
A practical production checklist for operating Seedance text-to-video jobs with durable queues, normalized states, safe retries, storage, and cost controls.

Gemini API for AI Agents: Production Integration Checklist
A production checklist for Gemini-powered agents covering stable endpoints, controlled model switching, tool safety, retries, fallback routing, and cost visibility.

AI Gateway for Teams: Claude API Access Beyond One-Region Setups
Evaluate one shared AI gateway for Claude API access, multi-model routing, consolidated billing, key management, and team controls.

AI Gateway for Teams: Claude API Access, Billing, Routing, and Controls
A practical buyer guide for engineering, platform, finance, and procurement teams evaluating one gateway for Claude access, billing, routing, and controls.

OpenAI API Access and AI Model Pricing Comparison for Multi-Model Products
Learn how to access the OpenAI API, compare current token pricing, calculate cost per successful task, and maintain a reliable multi-model pricing shortlist.

AI Gateway Pricing: How to Compare Provider Rates, Platform Fees, and Billing Controls
A buyer-focused framework for comparing AI gateway model rates, subscriptions, credit fees, retries, quotas, and total cost per successful task.

One OpenAI-Compatible Base URL for Multi-Model Prompt Testing
Keep your OpenAI SDK, switch one base URL, and compare multiple models with a controlled prompt-testing and production cutover workflow.

Unified AI Billing Dashboard: 12 Questions to Ask Before You Buy
A 12-question buyer framework for evaluating AI billing dashboards across usage, API keys, quotas, recharge records, exports, and accountability.

How to Compare AI Model Prices Before Switching API Providers
A practical framework for comparing AI model prices, cache economics, quality, latency, reliability, and migration effort before switching providers.

OpenAI client migration: preserve RPM, TPM, and retry behavior
Migrate an OpenAI-style client to a unified gateway without retry storms by reviewing RPM, TPM, timeouts, streaming, backoff, canaries, and rollback.

Chat Completions with cURL Across Multiple AI Models
Use one OpenAI-compatible cURL request to test GPT, Claude, Gemini, and DeepSeek model families, compare outputs, and add safe failure handling.

Flatkey API Quickstart: Make Your First Call Through router.flatkey.ai
Create a Flatkey API key, switch your OpenAI-compatible base URL, make a first request, read the response, inspect Usage & Logs, and add safe fallback routing.
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