WAMIB WEEKLY · 1 November 2026
The Weekly Edit: Choose AI for the work you actually do
Our first edition brings together three practical reads on choosing a model, understanding costs and looking beyond benchmark scores — plus a small experiment to try this week.
Welcome to The Weekly Edit. This opening edition is a selection from the WAMIB guide library: a practical starting point for making sense of AI tools.
Start with a task you know well
Before comparing models, write down what you need the result to do. For a document summary, that might mean preserving every deadline and separating decisions from open questions. For a draft email, it might mean getting the facts right and matching your tone.
Give each candidate the same instructions and source material. Check the answers against your own acceptance criteria, and record how much editing each needs. That gives you a comparison you can use in your own work.
Read: Choosing the Right AI Model for Your Project
Understand the bill before scaling up
When comparing costs, separate subscriptions from usage-based API charges. For an API workflow, list the inputs, expected output length, number of requests and any separately billed tools. Include retries in your estimate.
Our pricing explainer introduces the terminology. Its historical price examples are background reading; check the provider's current pricing before making a budget.
Read past the benchmark headline
A benchmark score describes performance on a particular evaluation. Ask what was tested, who ran it and whether the conditions resemble your task. A coding score alone cannot tell you whether a model will follow your writing brief.
Use the guide below to interpret the numbers, then return to your own examples to decide what matters.
Read: Understanding AI Benchmarks
Try this this week: a three-task comparison
Choose three non-sensitive examples from your work: one straightforward task, one ambiguous request and one case where you already know the correct answer. Run each through two candidate models.
Record correctness, instruction following, response time and the edits you had to make. Keep the prompts and results so you can repeat the comparison when your needs change.