Signal Over Noise Vol 2, Issue 18 | May 06 2026**
**Multi-Tool Fluency Is a Non Starter (Free Edition)
Dear Reader,
Which tool should I use?
The job market case for getting decent at AI got clearer in the last year.
PwC analysed close to a billion job ads and found workers with AI skills earning a 56% wage premium last year — more than double the premium from the year before. Indeed’s data through late 2025 shows AI-related job postings up 130% while total postings barely moved. The demand is in one place while the rest of the market is sitting still.
If you want to look at the harder side of the same story: Stanford tracked 22-to-25-year-olds in AI-exposed roles and found that employment was down roughly 13% since late 2022. The ladder is moving and the bottom rungs are moving fastest.
You don’t need to be an engineer, but you do need to know the tools well enough that when AI shows up in your work — and it will — you’re the one shaping how it gets used.
So when people ask me where to start, I strip back everything — the agents, the MCP servers, the Perplexity workflows — and answer the question that actually matters.
Which tool should I use?
It sounds like a simple question.
Start with Claude
My honest answer: start with Claude.
It has the best outputs of anything I’ve used, and Anthropic keeps shipping. If your work involves a lot of research — fact-checking, pulling information together, competitive analysis — add Perplexity alongside it. Perplexity samples from frontier models and returns answers with sources attached, which makes it unusually good for anything you need to verify.
Both cost about $20 a month — that’s your starting point.
You don’t need to evaluate every option before you begin. Pick one, use it on real tasks for a couple of weeks, and notice what it struggles with. That noticing is the most valuable thing you’ll do — and you can’t get it from a comparison chart.
What’s in the full issue
The paid edition picks up from here. It walks through what actually changes when you add a second tool — the question shape shifts from “can AI do this?” to “which one is better for this?” — and what happens when you start chaining them into a real workflow.
It also covers the privacy questions worth understanding before you paste anything sensitive into these tools (paying doesn’t automatically make something private), and the official vendor academies where you can skill up for free — Anthropic’s, Google’s, OpenAI’s, and the one place to learn Perplexity properly.
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Elsewhere:
- I’m joining the U of Digital AI Accelerator next week as an expert — four live workshops on AI for marketing and advertising, starting May 12th. If a structured cohort is more your speed than solo tinkering, SoN readers get 25% off with code ExpertNetwork.
See you next week.
— Jim