Employer playbook: AI-linked restructurings and what companies later reported
Live run · generated 2026-10-29 10:53 UTC
How to read this. Each case is a company that announced job cuts and talked about AI,
taken from its own SEC filings and approved by an editor. "Later" quotes come from the same company's subsequent filings.
These are the companies' own claims: not advice, not an audit, and not evidence that AI caused any result.
Confidence: High = later reported results found; Medium = only expected results so far; Low = nothing reported yet.
Latch, Inc.
High confidence
editor-approved announcement and results the company later reported, quoted from its filings
What the company said
partial · 2026-08-05 · The restructuring plan eliminates approximately 65 roles globally.
We've embedded AI across software development, customer support, and our internal systems, and the result is a company that can design, build, and ship with a substantially leaner organization.
source
What it reported later
- Costs reported (2026-08-05):
The Company estimates that it will incur approximately $1.5 million to $2.5 million of total cash restructuring and related charges, primarily related to severance and benefit costs, a majority of which is expected to be incurred in the third and fourth quarters of 2026.
source - Costs reported (2026-08-10):
The Company estimates that it will incur approximately $1.5 million to $2.5 million of total cash restructuring and related charges, primarily related to severance and benefit costs, a majority of which is expected to be incurred in the third and fourth quarters of 2026.
source - Costs reported (2026-08-05):
The Company estimates that it will incur approximately $1.5 million to $2.5 million of total cash restructuring and related charges, primarily related to severance and benefit costs, a majority of which is expected to be incurred in the third and fourth quarters of 2026.
source - Costs reported (2026-08-10):
The Company estimates that it will incur approximately $1.5 million to $2.5 million of total cash restructuring and related charges, primarily related to severance and benefit costs, a majority of which is expected to be incurred in the third and fourth quarters of 2026.
source - Costs reported (2026-08-05):
The Company estimates that it will incur approximately $1.5 million to $2.5 million of total cash restructuring and related charges, primarily related to severance and benefit costs, a majority of which is expected to be incurred in the third and fourth quarters of 2026.
source
No failures or problems reported in the filings searched.
NIQ Global Intelligence plc
High confidence
editor-approved announcement and results the company later reported, quoted from its filings
What the company said
partial · 2026-08-10 · number not stated
Investments in automation and artificial intelligence ("AI") are anticipated to accelerate the Company's optimization efforts as it begins its journey to operationalize these digital tools throughout the organization.
source
What it reported later
- Savings expected (2026-08-10):
Collectively, these actions are expected to improve efficiency, customer satisfaction, product innovation and productivity.
source - Savings expected (2026-08-10):
The 2026 Program is intended to further reduce costs primarily within selling, general and administrative expenses.
source - Costs reported (2026-08-10):
For the six months ended June 30, 2026, the Company recognized incremental non‑cash compensation charges of $9.5 million in connection with her separation agreement.
source - Costs reported (2026-08-10):
Restructuring, net 8.7 0.4 73.6 5.0
source - Costs reported (2026-08-10):
Restructuring liabilities (Note 12) 58.7 51.7
source - Savings expected (2026-08-10):
Collectively, these actions are expected to improve efficiency, customer satisfaction, product innovation and productivity.
source - Savings expected (2026-08-10):
The 2026 Program is intended to further reduce costs primarily within selling, general and administrative expenses.
source - Costs reported (2026-08-10):
For the six months ended June 30, 2026, the Company recognized incremental non‑cash compensation charges of $9.5 million in connection with her separation agreement.
source - Costs reported (2026-08-10):
Restructuring, net 8.7 0.4 73.6 5.0
source - Costs reported (2026-08-10):
Restructuring liabilities (Note 12) 58.7 51.7
source - Savings expected (2026-08-10):
Collectively, these actions are expected to improve efficiency, customer satisfaction, product innovation and productivity.
source - Savings expected (2026-08-10):
The 2026 Program is intended to further reduce costs primarily within selling, general and administrative expenses.
source - Costs reported (2026-08-10):
For the six months ended June 30, 2026, the Company recognized incremental non‑cash compensation charges of $9.5 million in connection with her separation agreement.
source - Costs reported (2026-08-10):
Restructuring, net 8.7 0.4 73.6 5.0
source - Other result (2026-08-10):
Investments in automation and artificial intelligence ("AI") are anticipated to accelerate the Company's optimization efforts as it begins its journey to operationalize these digital tools throughout the organization.
source
No failures or problems reported in the filings searched.
Valneva SE
High confidence
editor-approved announcement and results the company later reported, quoted from its filings
What the company said
none · 2026-05-01 · 10-15% source
What it reported later
- Savings expected (2026-08-13):
Restructuring program implemented with positive P&L and cash flow impacts expected in the second half of the year and beyond
source - Savings reported (2026-08-13):
This strong cash position reflects the positive impact of restructuring initiatives, disciplined cash management and €37 million in gross proceeds from the successful reserved offering completed in the second quarter of 2026.
source - Costs reported (2026-08-13):
In the first half of 2026, €3.2 million of expenses were recognized across the affected functions in connection with the workforce reduction and restructuring program initiated in the second quarter of 2026.
source - Savings expected (2026-08-13):
Restructuring program implemented with positive P&L and cash flow impacts expected in the second half of the year and beyond
source - Savings reported (2026-08-13):
This strong cash position reflects the positive impact of restructuring initiatives, disciplined cash management and €37 million in gross proceeds from the successful reserved offering completed in the second quarter of 2026.
source - Costs reported (2026-08-13):
In the first half of 2026, €3.2 million of expenses were recognized across the affected functions in connection with the workforce reduction and restructuring program initiated in the second quarter of 2026.
source - Savings expected (2026-08-13):
Restructuring program implemented with positive P&L and cash flow impacts expected in the second half of the year and beyond
source - Savings reported (2026-08-13):
This strong cash position reflects the positive impact of restructuring initiatives, disciplined cash management and €37 million in gross proceeds from the successful reserved offering completed in the second quarter of 2026.
source - Costs reported (2026-08-13):
In the first half of 2026, €3.2 million of expenses were recognized across the affected functions in connection with the workforce reduction and restructuring program initiated in the second quarter of 2026.
source - Other result (2026-08-13):
As part of this initiative, the Company also agreed to sell its Nantes site in France for €6.2 million.
source
No failures or problems reported in the filings searched.
monday.com Ltd.
High confidence
editor-approved announcement and results the company later reported, quoted from its filings
What the company said
partial · 2026-07-22 · approximately 20% of the Company's current workforce
On July 22, 2026, the Company announced a restructuring plan (the "2026 Restructuring Plan") designed to align its organizational structure with its strategic focus on the AI Work Platform, support a leaner operating model, and accelerate investment in its AI-driven growth strategy.
source
What it reported later
- Costs reported (2026-08-10):
Restructuring charges were $21.4 million for the six months ended June 30, 2026, compared to nil for the six months ended June 30, 2025.
source - Costs reported (2026-08-10):
We estimate total net charges under the Plan of approximately $45–55 million for the full year 2026, consisting of approximately $30–35 million of future net charges related to severance payments, employee benefits and related costs, and approximately $30–35 million in charges related to the impairment of certain office spaces, partially offset by approximately $15 million in non-cash credits related to the forfeiture of unvested share-based compensation awards by departing employees.
source - Savings expected (2026-08-10):
We expect full year 2026 research and development expenses to decline as a percentage of revenue compared to the first half of 2026, to the low-20s as a percentage of revenue, as savings from the 2026 restructuring plan (the “Plan”) and newly enacted Israeli research and development tax benefits (“The Encouragement and Incentivization of Research and Development Law, 5786-2026”) are realized in the second half of the year.
source - Savings expected (2026-08-10):
We expect full year 2026 sales and marketing expenses to remain broadly stable as a percentage of revenue as continued investment in go-to-market initiatives is largely offset by cost savings from the Plan.
source - Problems reported (2026-08-10):
that our restructuring plan may not achieve the expected benefits or that the costs may exceed our expectations;
source - Costs reported (2026-08-10):
Restructuring charges were $21.4 million for the six months ended June 30, 2026, compared to nil for the six months ended June 30, 2025.
source - Costs reported (2026-08-10):
We estimate total net charges under the Plan of approximately $45–55 million for the full year 2026, consisting of approximately $30–35 million of future net charges related to severance payments, employee benefits and related costs, and approximately $30–35 million in charges related to the impairment of certain office spaces, partially offset by approximately $15 million in non-cash credits related to the forfeiture of unvested share-based compensation awards by departing employees.
source - Savings expected (2026-08-10):
We expect full year 2026 research and development expenses to decline as a percentage of revenue compared to the first half of 2026, to the low-20s as a percentage of revenue, as savings from the 2026 restructuring plan (the “Plan”) and newly enacted Israeli research and development tax benefits (“The Encouragement and Incentivization of Research and Development Law, 5786-2026”) are realized in the second half of the year.
source - Savings expected (2026-08-10):
We expect full year 2026 sales and marketing expenses to remain broadly stable as a percentage of revenue as continued investment in go-to-market initiatives is largely offset by cost savings from the Plan.
source - Problems reported (2026-08-10):
that our restructuring plan may not achieve the expected benefits or that the costs may exceed our expectations;
source
Failures or problems reported: 2
FLOWTECH FLUIDPOWER PLC
Low confidence
editor-approved announcement; no later reported results found yet
What the company said
none · 2026-09-08 · 1.2% source
What it reported later
- Nothing reported yet in the filings searched.
No failures or problems reported in the filings searched.
Mayfield Childcare Limited
Low confidence
editor-approved announcement; no later reported results found yet
What the company said
none · 2026-10-15 · 12 head office roles source
What it reported later
- Nothing reported yet in the filings searched.
No failures or problems reported in the filings searched.
National Australia Bank
Low confidence
editor-approved announcement; no later reported results found yet
What the company said
none · 2026-10-20 · up to 2,500 roles or ~6% source
What it reported later
- Nothing reported yet in the filings searched.
No failures or problems reported in the filings searched.
Quantum-Si Inc
Low confidence
editor-approved announcement; no later reported results found yet
What the company said
none · 2026-08-13 · approximately 20% of the Company’s workforce source
What it reported later
- Nothing reported yet in the filings searched.
No failures or problems reported in the filings searched.
editor-approved announcement; no later reported results found yet
What the company said
none · 2026-09-09 · number not stated source
What it reported later
- Nothing reported yet in the filings searched.
No failures or problems reported in the filings searched.
editor-approved announcement; no later reported results found yet
What the company said
partial · 2026-10-13 · targeted headcount and other cost reductions in non-revenue-generating areas
The waves combine efficiency improvements and enhanced ways of working along with significant transformation enabled by AI.
source
What it reported later
- Nothing reported yet in the filings searched.
No failures or problems reported in the filings searched.
株式会社コーセーホールディングス
Low confidence
editor-approved announcement; no later reported results found yet
What the company said
none · 2026-10-09 · 199名 source
What it reported later
- Nothing reported yet in the filings searched.
No failures or problems reported in the filings searched.
Seismograph · employers' own words from SEC filings · built for the Open Agent Hackathon 2026