One AI signal worth knowing about, every weekday morning. The number it moved. The steps you can steal — in plain English. Friday brings the deep dive.
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Most AI newsletters either flood you with launches or arrive once a week with no rhythm. Decoded does both jobs, on purpose — a tight daily for the signal that matters, a longer Friday read for the experiment behind it.
Mon–Fri · 7am ET · 4-min read
What changed in AI today, who shipped it, and the move you'd make this week if your business runs on 5–30 people.
Friday · 7am ET · 7-min read
Cursor vs Windsurf in a real codebase. The real cost of running a 30-user chatbot. The teardown that explains a public stack.
D-2026-05-12 · Customer service
01 · Headline-fact
$0.07 per conversation. ROI in 6 weeks.
02 · Lead
Klarna announced last week that it replaced 700 human support agents with an Anthropic-powered agent. In 6 weeks the system handled 2.3M conversations with steady NPS at $0.07 per conversation.
03 · Builder's lens
This doesn't mean every SaaS will swap support for an agent. It means automating 30–50% of repetitive tickets with Intercom Fin or Plain Agent just turned ROI-positive for any team handling 100+ tickets a week. If you're in that range, the math changed.
04 · Steal this
05 · Worth reading
Not the people writing 12-page strategy decks about it. Three reader archetypes — if you see yourself in any of them, this is your newsletter.
AI is the leverage that decides if you ship 2x or 10x this quarter. Every brief ends with the agent or workflow you can delegate to before lunch tomorrow.
Recent hook
“Daily · “Klarna's agent in a 1-person business””
You evaluate, you ship, you measure. Speed beats slides. Every brief closes with the metric to watch and the failure mode to expect — so the test loop stays closed.
Recent hook
“Weekly · “Voice agents: where they break in service businesses””
You don't have time for AI hype. Honest hype: when the tool is real, we say so. When it's marketing dressed as a product, we say that too — and explain why.
Recent hook
“Daily · “Cursor at $100M ARR — three things stealable today””
Not for you if: you need governance frameworks, you chase benchmarks, or you need 4,000 words to feel informed. We optimize for shipped decisions, not reading time.
Two daily briefs and one weekly deep-dive. Same lens: what does this mean for someone with 5 to 30 employees trying to use AI to grow?
Klarna says their assistant handles 2.3M conversations and resolves them in 2 minutes vs. 11 minutes human. The hidden number? 25% of those tickets weren't real — they were billing confusion the agent could deflect upstream. Lesson for a 5-person business: agents don't replace support, they expose what shouldn't have been support to begin with.
Free tier with no rate limit cap on ambitious users. UX that makes the expensive model feel local. Distribution through one specific Twitter community before broadening. None of it is about which LLM they use. All of it is steal-able for a solo SaaS shipping agents this quarter.
We pulled 4 weeks of public benchmarks across Vapi, Retell, Bland, and ElevenLabs Agents. Latency under 800ms is now table stakes. The real gap is interruption handling — and that's where 80% of pilots die. Includes a 6-step deployment checklist for service businesses considering inbound voice.
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I started Decoded because the AI newsletters I subscribed to were either firehoses or hype. Every morning I wanted one question answered: does anything that happened in AI yesterday change what I should do this week? Most days, the answer was buried under launches I didn't care about.
So Decoded picks one signal a day and translates it for someone who runs a business with 5 to 30 employees and doesn't have a CTO to ask. Plain English. The number that moved. The step you can steal. Friday goes deeper into one experiment or teardown.
The voice is operator, not analyst. The bias is shipped, not theoretical. The promise is simple: if a brief doesn't change something you'll do this week, I've wasted your inbox.
— Leonardo · editor, Decoded by Turyn AI
We don't cover everything. We cover the AI signal that moves a number a small business actually reports on — and we ship it in 4 minutes of reading.
Does this matter for someone with 5 to 30 employees trying to use AI to grow? If not, it doesn’t ship. The moat isn’t the source — it’s the lens.
When a tool is real, we say so. When it’s marketing dressed as a product, we say that too — and explain why. Most AI newsletters won’t.
Most AI newsletters land weekly with everything. Decoded lands daily with the one thing that mattered. Friday adds the deep-dive. That’s the deal.
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One signal a day. Plain English. Read in 4 minutes.
Mon–Fri you get one daily brief: a single AI signal, what it means for a small business, the steps you can steal, and four curated links. 4 minutes. Friday you also get a weekly deep-dive: one analysis or experiment, longer and more opinionated. 6 to 8 minutes. Both free.
Most cover everything that happened. We cover the one thing that matters for someone with 5 to 30 employees trying to use AI to grow. We name tools. We explain failure modes. We ship in 4 minutes. We say when something is hype.
Decoded is edited by Leonardo Marinho and published by Turyn AI. Every brief is read, edited, and signed off by a human before it ships. The voice and the calls are ours.
Yes. The newsletter is permanently free. Revenue comes from in-brief sponsorships, occasional infoproducts (Starter Packs, Playbooks), and an optional Pro tier (≈9/month) for the searchable archive and weekday office hours. All disclosed in-line, never disguised as editorial.
For: founders, operators, and indie builders running 5 to 30-person businesses (agencies, professional services, DTC, SaaS) who want to use AI to grow. Not for: people chasing benchmarks, governance frameworks, or 4,000-word reads. We optimize for shipped decisions, not reading time.
Turyn AI (turyn.ai) and Turyn LLC (turyn.co) are sister brands under the same parent. Turyn AI is media — the newsletter you're reading about. Turyn LLC is the studio that builds AI software for SMBs. Different products, same belief: AI matters most when small businesses can actually use it.
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