Leadership Under Uncertainty

The numbers are stated judgments. The record began on 13 October 2026 with starting confidences that the system set from the previous three weeks of reports, and a published rule has made every change since. They are not measured probabilities. The question and the rule are fixed before the record begins, and each change shows its evidence and its reasons. The rule and what is not claimed are on the method page.

Where Microsoft's growth from AI comes from, and whether it pays for itself

Through 2027, Microsoft's growth from AI comes mainly from a broad base of businesses paying for AI in its cloud and its office software, and that revenue grows fast enough to cover the rising cost of the capacity Microsoft builds to serve it.

Status: Holds The thesis holds when the main assessment stands at 60 per cent or more, the assessment it rests on at 50 per cent or more, and the contingent assessment is dormant. It is inverted when the main assessment falls below 40 per cent or the contingent assessment is active. Otherwise it is strained.

As of 13 October 2026, 11:12 UTC, day 0 of the record, which began on 13 October 2026.

Three assessments

What the thesis rests on, and what would replace it

Through the end of 2027, where does Microsoft's growth from artificial intelligence (AI) come from, and does it pay for what Microsoft spends to get it?

Main assessment

Businesses across many industries, paying for AI in Azure and in Microsoft 365, are the main source of Microsoft's AI growth through 2027, ahead of OpenAI and the other AI model developers that rent its computing capacity, and ahead of consumers.

67.5%stated confidence, Likely (55–80%)
Starting point on the record’s first day: Likely (55–80%), 67.5 per cent. Why it started there.
Attention level: For information. Trend: Steady.
Stated confidence in the main assessment, one point per daily state from 13 October 2026 to 13 October 2026: 67.5 to 67.5 per cent. Hollow points were recorded late.
No report since the record began has moved this assessment or been set aside yet. The reports read before it began set its starting point.
The condition it rests on

Businesses keep moving from trials of AI tools to paid use across their workforces and operations, so business demand for Microsoft's AI keeps rising through 2027.

67.5%stated confidence, Likely (55–80%)
Starting point on the record’s first day: Likely (55–80%), 67.5 per cent. Why it started there.
Attention level: For information. Trend: Steady.
Stated confidence in the condition it rests on, one point per daily state from 13 October 2026 to 13 October 2026: 67.5 to 67.5 per cent. Hollow points were recorded late.
No report since the record began has moved this assessment or been set aside yet. The reports read before it began set its starting point.
The alternative

The cost of the AI capacity Microsoft builds rises faster than the revenue that capacity brings, so that by the end of 2027 Microsoft's operating profit stops growing or Microsoft cuts back its capital spending.

67.5%stated confidence, Likely (55–80%)
Starting point on the record’s first day: Likely (55–80%), 67.5 per cent. Why it started there.
Attention level: For information. Trend: Steady. Activation: Dormant.
Stated confidence in the contingent assessment, one point per daily state from 13 October 2026 to 13 October 2026: 67.5 to 67.5 per cent. Hollow points were recorded late.
No report since the record began has moved this assessment or been set aside yet. The reports read before it began set its starting point.
Reading

What the update loop read

Each daily state records what the update loop read in its day. Set aside means a development fitted the assessment and each of its alternatives equally, so it carries no weight.

The reading is recorded from the record’s second day.

Changes

The latest changes

No change has been recorded yet.

The changes page lists every change (none so far), including moves the rule set aside and any the daily check refused.

Check it yourself

Every daily state and every change is fingerprinted

Each record's fingerprint (its SHA-256 hash) joins that day's fingerprint of all such records, and the day's fingerprint is published in a public repository on GitHub. Your browser can recompute a record's fingerprint and compare it with the published one.

Today’s daily state: Fingerprint . Fingerprint pending. Records are fingerprinted each day at 23:59 UTC.

The first day, with the starting point and the rule: Fingerprint . Fingerprint pending. Records are fingerprinted each day at 23:59 UTC.

Choose a record to check. The state and the changes are also published as data: the state and the changes, as JSON Lines.

To run a thesis of your own on this machinery, write to cberzins@uottawa.ca.