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The Black Box 004: New York Asked More Than 160 Companies If AI Took the Jobs. Not One Said Yes.

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The state built the first instrument in the country to measure AI job loss. It returned a year of zeros.

The Black Box 004: New York Asked More Than 160 Companies If AI Took the Jobs. Not One Said Yes.

The state built the first instrument in the country to measure AI job loss. It returned a year of zeros.

August 21, 2026

A note on sequence: this issue was written in July and sat unsent while later Black Box pieces went out ahead of it. The Flock audit-log investigation trailed in Monday's issue is now scheduled for August 28.

Correction, October 10, 2026: An earlier version of this investigation said neither of the two Assembly bills had passed. A9581-B passed the Assembly on June 3, 2026 and the Senate on June 4, 2026, before this issue was published. As passed, it covers businesses with more than 50 employees, not more than 100. The text below has been corrected. We also removed a penalty figure we could not verify and corrected an attribution to Bloomberg Law.

In March 2025, the New York State Department of Labor added a checkbox to a form.

The form is the notice an employer files before a mass layoff in New York. The checkbox asks whether technological innovation or automation contributed to the job cuts. If an employer checks it, a follow-up prompt asks them to name the technology responsible: artificial intelligence, robotic process automation, something else.

It is a small piece of administrative machinery, and it was supposed to answer one of the largest open questions in the American economy. Every week brings another executive telling investors that AI is making their workforce leaner. The checkbox was the one place where that claim would meet a state form with a filing date on it.

In the year that followed, more than 160 different companies filed layoff notices with the Department.

Not one of them checked the box.

What the state actually built, and what it left out

The requirement came from Governor Kathy Hochul's State of the State address on January 14, 2025, where she announced a plan to support workers displaced by AI by directing the Department of Labor to collect this disclosure. Because it came by directive rather than legislation, it did not need to pass the Assembly or the Senate. The Department added the field to its system that March.

That origin is the whole story, and it takes some care to state precisely.

New York's layoff notice law is Article 25-A of the Labor Law, sections 860 through 860-i, implemented through Part 921 of the state labor regulations. It is stricter than the federal statute it sits beside. Federal law covers employers with 100 or more employees and requires 60 days of notice. New York covers private employers with 50 or more full-time employees, requires 90 days, and triggers at 25 employees at a single site where they represent at least a third of the workforce there, or at 250 employees regardless of proportion.

None of that statutory text was amended to add the AI question. The disclosure was bolted onto the form, not written into the law. Hunton Andrews Kurth, reviewing the first year, noted the consequence directly: because the statute was never amended, employers lack guidance and may reasonably wonder whether the disclosure is optional or mandatory at all. Not every firm reads it that way. Kaufman Dolowich, writing a year earlier, described the field as a mandatory checkbox. Both can be right at once, and the gap between them is itself the finding: the form treats the question as required while the statute attaches nothing to skipping it.

So the accurate description is not that New York asked a mandatory question and got no answer. It is that New York asked a question of uncertain legal status, attached no consequence to skipping it, and got no answer.

Two ways to read a blank field

The Department's data admits both readings, and the filings alone cannot distinguish between them.

The first reading is that AI is not yet causing mass layoffs in New York. Employers filing notices gave other reasons, and the reasons are mundane and specific: economic conditions, the end of a contract, bankruptcy, the sale of a business, a relocation. Companies may be adopting AI tools quickly while their headcount reductions are still driven by the ordinary business cycle. Adoption and displacement are not the same event, and one year is a short window.

The second reading is that the disclosure was built so that leaving the box alone is the sensible choice for any employer with counsel.

Three features of the mechanism support the second reading.

There is no penalty attached to the question. Under Part 921 of the regulations, an employer who fails to give required notice faces a civil penalty of not more than $500 for each day of the violation. That penalty is assessed in the aggregate, not per affected employee, which is a detail widely reported incorrectly. It also attaches to the notice failure itself. And section 860-h caps the state's total penalty at the federal maximum for the same violation. Nothing in that structure reaches an unchecked box on a complete and timely filing.

There is no definition. The Department has not issued definitive guidance on what counts as artificial intelligence or a robotic process for the purposes of the form. Labor Commissioner Roberta Reardon said as much before the field went live, acknowledging that defining what counts as an AI-related layoff would be a challenge for implementation. Hunton's review describes the likely result: employers may lack clarity on how the category is bounded and conclude their own AI use falls outside it. A further ambiguity is whether the form asks about AI as a contributing factor or as the sole cause, which are very different questions with the same checkbox.

There is nothing to gain by answering. Checking the box produces a dated, company-authored statement that technology replaced identified workers at an identified site. Employment lawyers reviewing the provision have pointed out that such a statement is a documented admission with downstream exposure, while omitting it carries no stated consequence. That asymmetry does not require anyone to act in bad faith. It requires only that companies read the incentives accurately.

The companies that said it out loud somewhere else

The gap becomes legible when you set the filings beside what the same companies said in public.

Goldman Sachs was among the firms that announced layoffs or slowed hiring while pointing to cost savings from the technology. Asked about its New York filings, a company spokesperson said its most recent notices were triggered by the firm's annual talent review, and noted that headcount grew by the end of the year.

Amazon is the sharper case. Months before the company announced 14,000 job cuts in October, chief executive Andy Jassy said publicly that Amazon's workforce would shrink in coming years as AI took on more tasks. After the cuts were announced, Jassy said the reductions were not "really AI-driven. Not right now, at least." A spokesperson said AI was not behind most of the reductions and described the cuts as an effort to reduce management layers and bureaucracy.

Both statements can hold at once. An executive can describe a multi-year direction of travel in one setting and a single quarter's reasoning in another, and neither has to be a lie for the pair to leave the public without a reliable answer.

That is the problem the checkbox was built to solve and the reason it could not. A regulatory form captures the second kind of statement. The first kind, the one that moves a share price and shapes how a generation reads its own job prospects, is made on an earnings call, where nothing is filed and nothing is counted.

What the form was never going to see

There is a second failure underneath the disclosure problem, and it is structural rather than behavioral.

Notice laws were designed for a visible event. A plant closes. A facility shuts down. A defined group loses their jobs inside a defined window, and the law requires warning first. The thresholds are built around that shape, a count of workers inside 30 or 60 or 90 days.

Displacement by software does not reliably take that shape. A team that loses four roles this quarter and three the next, none replaced, never reaches a threshold. A company that stops backfilling departures files nothing, because nobody was laid off. A hiring freeze on junior roles produces no notice at all, since the people affected were never hired. Policy experts quoted by Bloomberg Law's Daily Labor Report in March made a version of this point. Kevin Frazier of the Abundance Institute called the WARN Act a product of the 1970s, built for factory closings that were confined to one place and happened over days or weeks.

This is the part that matters most to anyone entering the workforce now, and it is the part the filings cannot describe. The mechanism most likely to remove entry-level work is not a mass layoff. It is a job posting that never appears. A law built to warn people before they lose a job they hold has nothing to say about a job that is quietly no longer created.

The limits of that observation should be stated plainly. The New York filings do not show that AI is eliminating entry-level roles. They cannot show it in either direction, because the events they capture are not the events in question. What the record does establish is narrower: the state built an instrument to measure AI's effect on employment, the instrument returned zero across more than 160 filings, and the design of the instrument accounts for the zero at least as well as the absence of the phenomenon does.

The tell

The strongest evidence that the checkbox failed is that Albany has already moved past it. Two bills introduced in the Assembly this year are, read together, an itemized list of what the first attempt could not do.

Assembly Bill A9533-A, the automation displacement protection act, was introduced by Assemblyman Harry Bronson on January 14, 2026, and amended and reported to the Codes committee in April. It replaces the checkbox with a statute. Rather than describing a layoff after the decision, a covered employer with 50 or more full-time employees would give 90 days notice before a technological displacement affecting 25 or more employees or 25 percent of the workforce. Displacement is defined to include a reduction in hours equivalent to 25 percent or more of total workforce time within any twelve-month period, which reaches the gradual erosion the current form misses entirely.

The notice would have to describe the functions being automated, the number and classification and location of affected employees, and, in the provision most likely to matter to anyone reporting on this industry, the identity of the vendor or contractor supplying the AI system.

The enforcement is where the contrast with the checkbox is starkest. Non-compliant employers would be ineligible for state grants, loans, or tax incentives for five years. The Commissioner would maintain a public registry of violators. Employers would owe up to 60 days of back pay and benefits to each affected worker, and the Commissioner could assess a civil penalty of up to $10,000 per day for willful violations. That is twenty times the daily penalty in the existing law, attached for the first time to the AI question itself rather than to the notice.

The second bill, A9581, comes at the same gap from the other side. As passed, A9581-B would require businesses doing business in the state that employ more than 50 people, or that are publicly traded, to report to the Department each year an estimate of employees displaced or given fewer hours because of AI, an estimate of employees hired because of it, and an estimate of previously filled positions they decided not to fill because of it. Failing to report would carry a civil penalty of up to $500 a day, with 90 days to cure.

Positions left unfilled. That phrase is a legislature writing down the thing the layoff form structurally cannot see.

A9533-A remains in the Assembly Codes committee. A9581-B passed the Assembly on June 3, 2026 and the Senate, 38 to 22, on June 4, substituting for the Senate version, S8706-B. As of October 10, 2026, the legislature's record does not show it delivered to Governor Hochul, and she has not acted on it. You do not draft a five-year subsidy ban, a public registry, and a $10,000 daily penalty to reinforce a disclosure requirement that is working.

The record, stated cleanly

What the documents establish:

New York became the first state to ask employers whether AI contributed to mass layoffs. The field was added to notice forms in March 2025 by directive of the Governor, without amending the underlying statute. More than 160 companies filed notices in the following year and none attributed layoffs to AI or automation. The state's civil penalty applies to notice failures, is assessed in the aggregate, and is capped at the federal maximum. The Labor Commissioner acknowledged before implementation that defining a qualifying layoff would be difficult, and as of August 2025 the Department had not issued definitive guidance on what counts. One pending bill would replace the mechanism with statutory notice, a public registry, and a penalty twenty times larger. A second, requiring annual reports that include positions left unfilled because of AI, passed both houses in June 2026 and has not been signed.

What the documents do not establish:

That AI is or is not driving job losses in New York. That any specific employer withheld information it was legally obligated to provide, particularly given that the obligation's status is itself unclear. That the executives who credited AI in public were describing the same reductions their companies later filed on.

The distance between those two lists is the finding. New York asked the question everyone else has been arguing about, in writing, and got a year of silence. The silence is not an answer about artificial intelligence. It is an answer about what happens when a state asks a company to volunteer a fact that can only be used against it, and forgets to make the asking count for anything.

Read this issue on botmutiny.com, where every Black Box investigation is archived with its full source list.

Sources for this issue: N.Y. Labor Law Article 25-A, sections 860 to 860-i; 12 NYCRR Part 921, subpart 921-7.2; Governor Hochul's State of the State address of January 14, 2025; the March 2025 NYS DOL form change as reviewed by Hunton Andrews Kurth on May 18, 2026 and by Kaufman Dolowich on August 4, 2025; Bloomberg Law Daily Labor Report, March 10, 2026; New York Assembly bills A9533-A and A9581-B and Senate companions S8589 and S8706-B, with bill actions and the June 4, 2026 Senate roll call on nysenate.gov.