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AI Strategy & ROI

Boardroom decisions: measuring AI, allocating budget, and capturing returns.

A guided path

Start here, then go deeper

Three selected reads, ordered from foundation to practical application.

01 Start here
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Article Strategy & ROI 7 min read

Your AI Adoption Dashboard Is Not a Strategy

Adoption metrics report this quarter. The two legs that decide your AI strategy do not. The leading-vs-lagging trap, and a one-hour test to run on Monday.

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  1. 02 Go deeper Strategy & ROI 4 min read

    92% Spending More on AI. 56% Getting Nothing Back.

    92% plan to increase AI spend. 56% see zero returns. The 6% pulling ahead redesigned workflows, not tool stacks.

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  2. 03 Go deeper Strategy & ROI 6 min read

    515 Startups Got Identical AI Tools. One Group Made 1.9x More.

    515 startups got identical AI tools. The ones who saw how others reorganized around AI generated 1.9x more revenue. The bottleneck is not the technology.

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The newest decisions beyond the guided path.

A wooden key rack with two hooks. A heavy ring crowded with keys hangs from the left hook, while the right hook holds only a small blank tag on a wire loop, with no key on it.
Article Governance 6 min read

Your Next Customer May Arrive as an AI Agent

Amazon blocked Meta's shopping agent, and Meta and Sierra proposed rules for letting agents in. Choose one task a customer's agent may do, and its limits.

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A man in a suit, seen from behind, presses a round buzzer on a quiz podium while facing a large bulb-framed screen that reads Artificial Intelligence, with three small cartoon robot heads around the words.
Article Strategy & ROI 6 min read

The Answer You Should Have Left Blank

Five experiments found AI access nearly ended people's willingness to say "I don't know", even when the AI was wrong. How to keep "not yet" an answer.

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A hand holds a pen over a printed draft with three passages circled, next to an open laptop showing a document, a mug of coffee, a closed notebook and a small potted plant on a wooden desk.
Article Strategy & ROI 6 min read

How Much of Your Team's Work Does AI Actually Lead?

Anthropic found Claude leads 26% of its own research work, up from under 1% in February 2026. A team can run a scaled-down version of the same check.

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A weathered blue signpost with three arrow boards labelled Label, Goal and Ban, and a small orange tag reading SI tied to the post where the boards meet.
Article Real World 6 min read

The Week the White House Renamed AI

The White House ordered 'artificial' out of federal documents. Musk and Nvidia's CEO used the new word, California refused, and the word already had jobs.

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A person seen from behind stands with hands on hips at the foot of a tall ladder with five rungs and looks up at a pennant flag tied to the top.
Article Strategy & ROI 6 min read

How Many People Really Use AI? Five Rungs, Five Answers

Published AI user numbers run from 4 billion to 30 million, depending on the kind of use. Three questions place any number on a five-rung ladder.

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A mouse sits upright on top of a maze wall and looks straight out at the viewer, while a wedge of cheese rests on a block just below it, ignored.
Article Real World 6 min read

Anthropic's IPO Filing Warns About Its Own Models

Anthropic's IPO prospectus, reviewed by Reuters, warns advanced AI could pose existential risks and its models could resist shutdown or notice a test.

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A car key lies on a closed brochure. Its key ring holds three charms: a checklist, a steering wheel and a coin stamped with a columned building.
Article Real World 7 min read

Read Past the Polish

AI drafts tailored applications for strong and weak senders alike, so polish probably says far less about who can deliver. How to re-price your evidence.

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A child's bicycle stands on its kickstand on the grass, its detached training wheels lying on the ground beside it.
Article Real World 8 min read

What Juniors Keep When the AI Is Gone

In a trial of 133 patent lawyers, AI lifted juniors' work most, yet only seniors kept a gain without it. A repeated check flags who needs a closer look.

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A robot labeled AI reaches toward a cabinet marked 'Company Data', but first faces a coin slot panel labeled 'Executive Sponsor' and 'Budget First'.
Article Real World 7 min read

Ask Who Pays Before AI Touches Your Data

"We want AI on our data" is a common request. Six questions a leader can ask before approving it, with who pays as the gate.

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Article Strategy & ROI 7 min read

Check the Front Door You Didn't Build

Gartner found customers about three times as likely to use outside AI tools as company chatbots for service. What to check, then what to fix and fund.

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Article Real World 6 min read

The Bottleneck Was Never the Data

Google's GlucoFM learns to read glucose data without a single labeled example. The real lesson generalizes past diabetes, to any unused data stream.

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Article Strategy & ROI 4 min read

The Check That Left With the Afternoon

A McKinsey case describes a distributor whose system reads public building permits and drafts the sales outreach. The work it removed was somebody's afternoon, and an afternoon holds more than one job: while a person was assembling the material, they were also reading it. That reading was a control nobody had written down, and it leaves with the work.

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A man stands before a huge old machine whose heavy outer shell is cracked open, while a new engine is fitted inside a separate frame beside it in a workshop.
Article Workforce 6 min read

Redesign the Work, Not the Tool

Deloitte found 66% of leaders say human-AI work design is critical, but only 6% do it. The gap is work design, not technology, and here is the fix.

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A lone person stands on a low platform at the end of a long stone plaza between high walls, facing the sun on a distant horizon.
Article Governance 9 min read

Compliance Was the Floor. Now Set Your Own Bar.

In one month the EU, Colorado, and the White House eased AI rules. Compliance was a floor others set. The bar is yours now, and five moves to set it.

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A lone figure stands in a vast hall of towering machinery, facing a small glowing screen on a pedestal while a large crowd gathers on either side.
Article Strategy & ROI 5 min read

Tables, Not Language

SAP bet over 1 billion euros on AI that does not chat. Why tabular foundation models matter for CEOs, and the first move to make.

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An empty boardroom table and chairs sit under a single spotlight, framed by heavy curtains pulled back like a theater stage.
Article Strategy & ROI 8 min read

Is Your AI Strategy Theater? A Three-Test Boardroom Audit

75% of executives say their AI strategy is 'more for show.' Three operator tests separate the 25% with real strategy from the rest.

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Article Strategy & ROI 3 min read

Why 20% of Companies Capture 74% of AI Returns

PwC: 20% of 1,217 companies capture 74% of AI returns at 7.2x performance. Winners invest 2.5x more AND redesign around AI. Inside: the John Deere case.

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Article Strategy & ROI 4 min read

Four Allocation Rules for the 2026 AI Budget

Stanford's 2026 AI Index shows a 3-4x productivity spread across functions. Four allocation rules for the 2026 AI budget under the aggregation hedge.

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Article Strategy & ROI 4 min read

88% Resolved, 22% Loyal: The AI Customer Trust Gap

AI resolves 88% of customer issues, but only 22% prefer the company. Four studies reveal why efficiency metrics miss what drives loyalty.

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Article Strategy & ROI 5 min read

Fewer AI Tools, Double the ROI: What 1,800 Executives Reveal

BCG surveyed 1,800 executives: companies focusing on 3.5 AI use cases generate 2.1x the ROI. Five Tier 1 sources confirm fewer AI bets win.

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70% of the S&P 500 Talk AI. Only 1% Measured What It Did.
Article Strategy & ROI 5 min read

70% of the S&P 500 Talk AI. Only 1% Measured What It Did.

Goldman Sachs found no economy-wide AI productivity link, but 30% gains in teams that measured specific use cases. The gap is measurement.

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How to Build an AI Model Strategy That Survives Market Shifts
Article Strategy & ROI 5 min read

How to Build an AI Model Strategy That Survives Market Shifts

Anthropic went from 12% to 40% of enterprise AI. OpenAI dropped from 50% to 27%. Here's how to pick models without getting locked in.

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OpenAI Killed Its Most Popular Product. The Math Behind That Decision.
Article Strategy & ROI 4 min read

OpenAI Killed Its Most Popular Product. The Math Behind That Decision.

OpenAI killed Sora six months after launch, 9.6 million downloads, a $1 billion Disney deal. Every GPU on video was a GPU not running ChatGPT.

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