Seventy models ship a batch variant at roughly half price. We checked all of them, including the two that somehow cost more than the standard endpoint.
Travis Johnson
September 23, 2026 · 3 min
Two models we offer stopped existing with no notice. What retirement does to a production system, and the habits that make it survivable rather than an outage.
Travis Johnson
September 23, 2026 · 4 min
Reasoning models spend your output budget thinking before they answer, and 107 of 456 refuse to stop. The most common cause of blank responses, and how to fix it.
Travis Johnson
September 21, 2026 · 4 min
Ling 3.0 Flash costs 250 times less than a frontier model. What the bottom of the market genuinely handles, where it fails, and the cascade pattern that exploits the spread.
Travis Johnson
August 14, 2026 · 4 min
Only 22 of 291 models take audio. A count of what the catalogue actually accepts, which handle all five modalities, and why the cheapest option is one nobody discusses.
Travis Johnson
August 6, 2026 · 3 min
Switching AI platforms doesn't have to mean losing your conversation history. This step-by-step guide covers exporting from ChatGPT, Claude, and Gemini, and continuing those conversations in a new platform.
Travis Johnson
March 28, 2026 · 8 min
Mistral offers a range of models from lightweight to frontier-class, all with permissive licenses. This guide maps the full Mistral family to specific use cases and explains when Mistral beats closed alternatives.
Travis Johnson
February 16, 2026 · 10 min
If you're paying separately for ChatGPT, Claude, Gemini, and Perplexity, you're spending $60–80/month for tools that overlap significantly. Here's the math and a better approach.
Travis Johnson
September 21, 2025 · 8 min
A comprehensive overview for software developers: which models excel at code generation, debugging, architecture, documentation, and testing, plus how to integrate AI effectively into your development workflow.
Travis Johnson
September 13, 2025 · 13 min
Using multiple AI models simultaneously changes how you research. This guide covers triangulation workflows, when model agreement matters, and how to synthesize conflicting AI responses into reliable conclusions.
Travis Johnson
September 5, 2025 · 10 min
Benchmark scores are useful but widely misunderstood. This guide explains contamination, benchmark gaming, and the real-world gap, then shows you how to evaluate models for your specific tasks.
Travis Johnson
July 27, 2025 · 11 min
A new category of AI tools lets you access dozens of models through a single interface. We break down what LLM aggregators do, how they work, and when you should use one instead of going direct.
Travis Johnson
April 22, 2025 · 9 min
Every major AI model has blind spots, biases, and failure modes. Using only ChatGPT or only Claude means you're missing insights that other models catch. Here's the evidence, and a better approach.
Travis Johnson
March 22, 2025 · 8 min
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