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- 019 AI for Operators
019 AI for Operators
Harry Siggins, Founder OneTwo Growth Studios, 13 links
Hi there,
Welcome back to AI for Operators. Here’s what we’ve got for you this week:
The Operator: Harry Siggins, Principal & Founder, OneTwo Growth Studios
The Essay: AI Cost Savings Database
The Links: 13 links including 50 ways non-technical folks use Claude Code, appropriate fear from Anthropic’s co-founder, and why AI is being “promoted” from intern to senior engineer
The Operator | ![]() |
Harry Siggins, Principal & Founder, OneTwo Growth Studios ![]() | ![]() |
Harry Siggins, Founder of OneTwo Growth Studio and former Chief of Staff at Quantiv, shares how scrappy teams drive durable AI adoption. We discussed:
The GPT-3 wake-up call: Harry led 10 engineers to “AI-ify” Quantiv, building transcript analyzers, Salesforce tools, and more.
The importance of transparent knowledge: enterprise search and documentation help connect previously disconnected silos within companies.
The keys to effective change management: create desire, not fear; celebrate wins; pair training with clear personal upside so people invest beyond “slightly faster” outputs.
Create company ambassadors to drive adoption: volunteer champions can own AI OKRs, get tool budgets, and share patterns cross-functionally.
Starting change with workshops, not code: map pain points, define success metrics, then run atomic experiments that compound, avoiding six-month bets that could lock you into the wrong path.
How operators gain agency and altitude with AI: roles like Chief of Staff evolve toward internal builder or EIR as tools amplify generalists willing to lean in.
The Essay: AI Cost Savings Database | ![]() |
Okay, so I figured I’ve complained enough about the lack of true AI ROI out there. So I’ve started creating a database of initiatives and their publicly reported ROI. Here are the first few entries - hope you can find some inspiration (or at least some fodder for your next company update).
Company | Impact | Use Case |
---|---|---|
Microsoft | >$500m saved | |
JPMorgan Chase | $2b/year saved (on $2B spend) | |
Klarna | $10m savings | |
General Mills | >$20m savings | |
Petrobras | $120m savings | |
Red Hat | >$5m annual savings | |
US Department of the Treasury | $300-$400m per year | Gas and labor savings from their Orion route optimization system |
Useful? I’ll put together more like this.
Create Your Company’s AI Transformation Plan
4 classes
~8 hour total commitment
Next cohort starts October 30
The Links | ![]() |
Practical
50 ways non-technical people are using Claude Code to do their jobs (and live their lives) more effectively
Monday.com’s AI PM says she ‘can’t do her job’ without AI - here’s her setup.
Warp’s founder saw that his team was reluctant to be as AI-first as he wanted, so he tried something new: leading by example. Here’s how.
Are you still typing to ChatGPT? How old school. Here’s a glimpse into how folks are using voice as their primary interface at work now. Apparently, by month 5, users of Wispr do 78% of their work through their voice software.
Here’s what making a company AI first actually looks like: Handshake went from a jobs platform for new college grads to a Scale AI competitor - and now it’s more valuable than ever.
Perspectives
What do we do if AI progress keeps happening? A case for appropriate fear from the co-founder of Anthropic.
How are parents preparing their kids for an AI world? Some perspectives.
Congratulations, Robot - You’ve Been Promoted: AI is no longer your smart intern; it’s not your senior engineer.
ChatGPT —> operating system? Nick Turley, the head of ChatGPT, is opening up the tool to developers and has grand ambitions to turn it into a platform. WeChat 2.0?
News
In its latest earnings call, Compass announced that it had found $50-75m of cost reductions from the deployment of AI to its network of real estate agents.
China just placed sweeping restrictions on a number of critical industries, with big impacts on the AI supply chain. Here’s one take on the decision and its implications.
New research shows that firms that are adopting AI are sharply reducing open roles for junior employees (without a similar slowdown for senior hires). My anecdotal conversations back that up - lots of companies have stopped hiring entry-level employees entirely. Rough news for college grads.

Thanks for reading,
Tom Guthrie