7 Image Model APIs I Integrated. Here's What Each One Got Wrong.
Description and use
<p>I needed a way to run the same prompt across multiple image models without rewriting everything seven times. So I integrated seven vendors behind one prompt box.</p> <p>The abstraction leaked in every direction. Every API got something wrong in a way that cost me a day, then a week, then a month.</p> <p>These are the specific failures, in the order they broke me.</p> <h2> 1. Parameter names are all different, and all wrong </h2> <p>Nobody agrees on how to specify a resolution.<br> </p> <div class="highlight js-code-highlight"> <pre class="highlight json"><code><span class="err">//</span><sp
Problem
<p>I needed a way to run the same prompt across multiple image models without rewriting everything seven times. So I integrated seven vendors behind one prompt box.</p> <p>The abstraction leaked in every direction. Every API got something wrong in a way that cost me a day, then a week, then a month.</p> <p>These are the specific failures, in the order they broke me.</p> <h2> 1. Parameter names are all different, and all wrong </h2> <p>Nobody agrees on how to specify a resolution.<br> </p> <div class="highlight js-code-highlight"> <pre class="highlight json"><code><span class="err">//</span><sp
Outcome
<p>I needed a way to run the same prompt across multiple image models without rewriting everything seven times. So I integrated seven vendors behind one prompt box.</p> <p>The abstraction leaked in every direction. Every API got something wrong in a way that cost me a day, then a week, then a month.</p> <p>These are the specific failures, in the order they broke me.</p> <h2> 1. Parameter names are all different, and all wrong </h2> <p>Nobody agrees on how to specify a resolution.<br> </p> <div class="highlight js-code-highlight"> <pre class="highlight json"><code><span class="err">//</span><sp
Evidence
7 Image Model APIs I Integrated. Here's What Each One Got Wrong.
- Record date: 2026-10-20T05:41:06.318Z