Zukko Blog

Guides to Claude Code, Cursor, Codex and the Claude and GPT APIs: setup, token savings and troubleshooting.

Gateway or direct API access: which to choose

3 min · · pricing

Each option has its own price and its own risks. Both sides honestly, including where a gateway is inconvenient.

Grok 4.6 through the API: setup and pricing

3 min · · models

Access through a shared key, a flat rate, a million-token window. Setup and what the model is worth comparing on.

How to choose a model gateway: what to look at

3 min · · pricing

Six checks before you trust an intermediary with real traffic. Each takes a couple of minutes.

Where Qwen models fit in development work

3 min · · models

Qwen cost one and a half to three times less than flagships. Which tasks show no difference, and which do.

GPT-6 Astra through the API: setup and cost

3 min · · models

Setup takes one line. Here is the cost and a way to judge the model on your own work rather than on reviews.

Astra, Grok and Claude: how to choose between them

3 min · · models

Comparing what can actually be verified: price, window, rate shape. Plus a method for choosing under your own load.

Why your token count is higher than your prompt

2 min · · tokens

A five-word question shows up as thousands of tokens in your usage. That is not a billing bug — here is the breakdown.

Which model to choose when they all share one key

3 min · · models

When every model sits behind one key, the choice stops being technical and becomes economic. How to pick without overpaying.

What the Claude API really costs

3 min · · pricing

A rate per million tokens means nothing until you know your own workload. Here is how to actually estimate it.

Hitting Claude usage limits: what to do

3 min · · limits

The quota runs out mid-week and money cannot buy your way past it. Why the cap exists and what the alternatives actually cost.