Best AI Image Generation APIs: Pricing, Speed & Quality
Compare image-generation APIs by request model, asynchronous delivery, output quality and accepted-image cost. Includes queue, retry, storage and evaluation guidance.
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AI inference, model APIs, LLM deployment and hosting, inference cost and performance, and the infrastructure behind them.
Compare image-generation APIs by request model, asynchronous delivery, output quality and accepted-image cost. Includes queue, retry, storage and evaluation guidance.
Compare speech-to-text APIs by streaming behavior, language fit, transcript quality and billing. Includes cost normalization and a production evaluation protocol.
4 min read
Build an AI app budget that includes development, model usage, hosting, support and failures, with explicit assumptions and reusable cost formulas.
6 min read
Build a constrained FastAPI chat gateway with authentication, validation, deadlines and sanitized errors, using an executable example and mocked tests.
6 min read
Calculate LLM inference costs using input, output and cache categories, then connect throughput, retries and useful-task quality to the bill.
5 min read
Reduce LLM API costs with measured context, output, caching and routing changes while preserving acceptance criteria and tracking failed attempts.
5 min read
Compare self-hosted LLMs and inference APIs using workload fit, break-even assumptions, privacy boundaries, capacity and operational ownership.
5 min read
Understand what OpenAI compatibility covers, where endpoints and model behavior differ, and how to migrate an application with explicit contract tests.
5 min read
A detailed 2026 comparison of OpenAI API alternatives for Indian developers, including AIx, Gemini, Claude, DeepSeek, Groq, OpenRouter and Sarvam, with pricing, compatibility and migration guidance.
22 min read

A working Next.js App Router chat app that streams model output from an OpenAI-compatible API, with the API key kept on the server. Code checked against openai 7 types.
4 min read