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

Customer support and call center automation

JPMorgan Chase

$2b/year saved (on $2B spend)

Varied

Klarna

$10m savings

Generative AI marketing work

General Mills

>$20m savings

Cutting external software spend via copilots and automation

Petrobras

$120m savings

Automation of tax obligations

Red Hat

>$5m annual savings

GenAI IT support answers

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

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The Links

Practical

Perspectives

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

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