AI Team Macro Brief
For managers of AI teams · read before this week's 1:1s

AI Team Macro Brief

ProductEngineeringProgramResearchAI governance
Week of November 9, 2026 Data: FRED and the Federal Reserve, releases through Nov 10 Track record: Claims Archive, 83 graded Fed forecasts (as of Oct 15) Scorecard and archive quotes carried over
The one-minute version

What the Fed did on October 28

Last week's brief asked whether the Fed would raise rates again or hold. It held.

Decision Hold 3.75–4.00%, unchanged since the Sep 16 increase FOMC statement · DFEDTARU · Oct 28, 2026
Vote 10–2 Cook and Hammack voted to raise by 0.25 FOMC statement · Oct 28, 2026
Guidance for December None "The accumulation of more information will help the Committee determine the policy stance." FOMC statement · Oct 28, 2026

Prediction: the December 8–9 meeting

Our estimate from the evidence below, written to be graded: one outcome, one date, one confidence level. It is not market pricing or financial advice.

The Fed raises its rate by 0.25, to 4.00–4.25%, on December 9.

Graded December 9, 2026 at 2:00 pm ET. If it holds instead, this call missed.

65% confidence

For an increase

  • In the September projections, 16 of 18 officials put the rate above today's level by year end. Twelve saw one more increase and four saw two. Only two saw none.
  • Two officials already voted to raise in October.
  • Inflation rose again, to 3.7% in September on the Fed's preferred measure, with energy prices up 20%.
  • Treasury bill yields sit well above the overnight rate: 4.06% for 3 months and 4.38% for a year (Nov 9), against 3.88%. Markets expect rates to be higher within months.

For a hold

  • Ten of twelve voted to hold in October despite the September projections.
  • Warsh doesn't commit in advance: "I also don't believe in prejudging meetings."
  • He says credit conditions have already tightened since September, "in the direction" the Fed wants.
  • Core consumer prices are up only 2.6%. If oil falls, the case for raising weakens quickly.

Since this call was made (Nov 2): October jobs came in strong (+165,000, unemployment 4.1%), and core consumer prices rose 0.3% for a third month. Both support an increase. Energy prices cooled and oil fell to $107, which weakens it. The confidence is unchanged at 65%. Bowman and Waller both gave outlook speeches on November 10, the last major signals before the meeting.

This week and next

Releases that could move the December decision. Expect questions about them in your 1:1s.

Tue, Nov 3
released
Job openings rose in September7.5 million openings, up from 7.2 million in August. In the information sector, which includes software publishers, openings were 122k, slightly above a year earlier; August was revised down to 94k from 128k.
Thu, Nov 5
released
Productivity rose at a 3.6% annual rate in Q3Up from 2.1% in the second quarter, and 2.1% above a year earlier. One strong quarter is not yet a trend, but it's the kind of number that would show AI spending paying off.
Fri, Nov 6
released
Strong October jobs report165,000 jobs added and unemployment down to 4.1%, from 4.2%. August was revised up to 186,000 and September to 60,000.
Tue, Nov 10
released
October consumer prices: +0.35% for the monthDown from +0.65% in September as energy cooled (+0.7% vs. +5.2%). Core prices rose 0.3%. There's no official 12-month rate this time: October 2025 prices were never collected because of the government shutdown, so roughly 3.9% is an estimate.
Tue, Nov 10
released
Outlook speeches by Bowman and WallerBoth spoke on the economy and monetary policy, a month before the December decision. Their predictions will be added to the archive.
Mon, Nov 16
Fed field hearing on AI, productivity and jobsHeld in public by the Fed's Productivity and Jobs Task Force. Warsh plans to attend. Worth following for how policymakers expect AI to affect jobs and inflation.
Wed, Dec 9
2:00 pm ET
Fed rate decision and new projectionsThe call above is graded here.

Where things stand

Latest published figure, with the FRED series it comes from. Tiles marked AI-relevant bear most directly on AI budgets and costs.

Tech investment, real +20.6% vs. a year ago · up from +16.8% in Q2 A679RX1Q020SBEA · Q3 2026
Labor productivity +2.1% vs. a year ago · 3.6% annual rate in Q3 OPHNFB, PRS85006092 · Q3 2026
Electricity prices +4.3% vs. a year ago · +7.7% in May APU000072610 · Sep 2026
Cost of capital (10-yr) 4.88% down from 5.28% on Oct 7 · mortgage 7.18% DGS10 · Nov 9 · MORTGAGE30US · Nov 5, 2026
GDP growth, Q3 3.4% annual rate · up from 2.2% in Q2 A191RL1Q225SBEA · Q3 2026, first estimate
Inflation (PCE, 12-month) 3.7% up from 3.4% in Aug · core 3.1% · consumer prices 3.7% PCEPI, PCEPILFE, CPIAUCSL · Sep 2026
Consumer prices, October +0.35% for the month · core +0.30% · energy +0.7% · Sep energy +20% vs. a year ago CPIAUCSL, CPILFESL, CPIENGSL · Oct 2026
Oil (Brent) $107 down from $120 on Oct 30 · $66 a year ago · WTI $100 DCOILBRENTEU, DCOILWTICO · Nov 3, 2026
Fed policy rate 3.75–4.00% held Oct 28 · next decision Dec 9 DFEDTARU · Nov 6, 2026
Unemployment rate 4.1% down from 4.2% in Sep · +165k jobs in Oct UNRATE, PAYEMS · Oct 2026

Tech labor market

Demand for software skills keeps rising, but employment at IT services firms hasn't turned yet.

Software dev job postings 81 +24% vs. a year ago · low was 61 in May 2025 IHLIDXUSTPSOFTDEVE (Indeed) · Nov 6, 2026 · Feb 2020 = 100
All job postings 104 +3.1% vs. a year ago IHLIDXUS (Indeed) · Oct 30, 2026 · Feb 2020 = 100
IT services employment 2.35M −1.1% vs. a year ago · −5% from Mar 2023 peak CES6054150001 (computer systems design) · Oct 2026
Job openings, information sector 122k vs. 119k in Sep 2025 · August revised down to 94k JTU5100JOL · Sep 2026 · not seasonally adjusted

Software postings are about a third of their early-2022 peak, when tech hiring was unusually hot. The rise since mid-2025 is the first sustained recovery since then.

What Fed officials say about AI

From speeches and press conferences, 2025–2026. The first quote is new this week; the rest are from the archive.

Warsh · Oct 28, 2026
"Do interest rates matter? I believe they do… the CapEx story is not just robust, not just strong, but it is broadening."
Investment
Waller · Jan 8, 2025
"While I am skeptical that AI is already making significant contributions to productivity growth, I have little doubt that it will do so."
Productivity
Cook · Jul 17, 2025
"I see it as likely that AI will allow workers to be more productive while also changing the tasks associated with any given job."
Work and tasks
Jefferson · Nov 7, 2025
"Many have legitimate concerns that AI will cause job loss. At least for certain firms and workers in certain occupations, this is likely to be true."
Jobs
Jefferson · Nov 21, 2025
"Leverage in the AI sector could increase—and so could the losses if sentiment toward AI shifts."
Financial risk
Barr · May 9, 2025
"So far, the imprint of AI is difficult to discern in the employment statistics, but that is likely to change."
Jobs
0 of 54

Statements about AI or productivity since 2024 that are specific enough to grade (archive, as of Oct 15). Every one lacked a measurable outcome or a deadline. Warsh's October 28 remarks follow the same pattern: he asked whether AI will be "a productivity miracle" or happen slowly, and left it to the November 16 hearing.

When forecasts missed

Two misses that matter for planning budgets and roadmaps.

Rates: the hike nobody planned for

Powell, Jan 28, 2026
"It isn't anybody's base case right now that the next move will be a rate hike."
What happened

The Fed raised rates on September 16, and in that month's projections 16 of 18 officials expected at least one more increase this year.

Markets were surprised

Inflation: repeatedly expected to fall faster

Cook, Nov 20, 2024
"I still see headline and core inflation falling to 2.2 percent next year."
What happened

December 2025 inflation was 2.8% headline and 2.9% core. This September it reached 3.7%. Cook dissented in October in favor of another increase.

Missed, said with 75% confidence

Who forecasts best

FOMC vs. outside forecasters, 2021–2025

On growth and inflation, the FOMC's official projections were slightly more accurate than professional forecasters' (core inflation a year out: 1.1 vs. 1.3 points off). On the Fed's own rate path, market participants did better (0.25 vs. 0.37 points off a year out).

Use both, trust neither alone

Whose forecasts have held up

From the Claims Archive as of Oct 15; not refreshed this week. Skill: above 0 beats a coin flip, 1 is perfect. Confident misses cost the most. Faded rows have under 5 graded calls, so their scores are mostly noise.

OfficialGradedRightSkill
Jerome Powell4100%+0.77
Michelle Bowman1593%+0.48
Philip Jefferson683%+0.34
Adriana Kugler1776%+0.20
Christopher Waller3063%+0.13
Lisa Cook1070%+0.11
Michael Barr10%−1.69
Kevin Warsh (Chair)0–no checkable calls yet
Right, by topic
Fed rate moves10 / 10
Growth21 / 27
Inflation22 / 30
Jobs8 / 15
AI0 testable

Officials call their own rate decisions well. Inflation and jobs are where they miss, and on AI they haven't made a call that can be checked.

Talking points by role

Starting points to adapt in each 1:1, not scripts.

Product managersRoadmap, pricing, customer demand

Customers face borrowing costs near 5% and energy prices up 20% from a year ago, and another rate increase in December looks more likely than not. Expect AI features to be judged on measurable payback: lead with time or cost saved, and plan for longer approvals on large deals.

Use when: prioritizing the roadmap, or a deal slips.

EngineersJob security, career growth

Software job postings are up 24% from a year ago, far faster than postings overall, and unemployment fell to 4.1% in October as hiring picked up. Spending on computing and software is up 21%, and the Fed chair says that investment is broadening beyond a few companies. Building and running AI systems is where companies are spending.

Use when: someone asks whether layoffs are coming, or about AI replacing engineering work.

Program managersSchedules, budgets, vendors

Plan with ranges, not single numbers. Confident inflation forecasts missed two years running, electricity prices are up 4% this year, and oil has swung between $61 and $138 since January. Assume borrowing stays expensive into 2027 and build buffers for compute and vendor price increases.

Use when: setting next year's budget, or renewing cloud and vendor contracts.

ResearchEvaluation, claims, calibration

This brief now makes its own graded call: a December rate increase at 65% confidence, checked on December 9. It's the same discipline we should apply to our results: name the metric, the threshold and the date, say how sure we are, and record the outcome either way.

Use when: reviewing a paper draft, eval report or benchmark claim.

AI governancePolicy, risk, accountability

Policymakers talk about AI often, but none of their 54 statements in the archive can be checked, and the Fed is now holding a public hearing on November 16 to work out its view. Commitments we write in model cards, risk assessments and policies should be testable: a measurable outcome and a date.

Use when: drafting commitments, or designing human review for AI-assisted processes.

Coming up

Open forecasts that will be graded soon, with the latest data against each.

Nov 30, 2026Cook: inflation stays above 2% every month through October 2026. Above 2% in every month so far; September was 3.7%.On track
Dec 9, 2026This brief: the Fed raises its rate by 0.25 to 4.00–4.25%, at 65% confidence.Open
Dec 31, 2026Waller: Brent oil ends 2026 above the $82 that futures implied in April. It was $107 on November 3.On track
Jan 8, 2027Jefferson: December 2026 unemployment ends below the 4.5% peak. Latest reading is 4.1% (October).On track
Jan 29, 2027Waller: 2026 GDP grows a bit more than 2%. It's at 2.7% at an annual rate through the third quarter.On track
Jan 29, 2027Jefferson: 2026 growth slower than 2025's 2.2%. It's at 2.7% so far this year.Off track
Jan 29, 2027Jefferson: December 2026 inflation below December 2025's 2.8%. September was 3.7% and rising.Off track