B&G Foods, Inc. (BGS)
Packaged food plants with counted warehouse and administration. Read November 9, 2026 from the annual report for the period ending January 3, 2026, filed March 3, 2026. Ranked 77 of the 90 Consumer Defensive companies read so far, by the share within reach now.
Within reach now
19%
projected from METR's April 2026 measurement and Epoch's November 2026 index
End of 2028
23%
Employees, annual report
2,497
Leading staffing pattern
Food Manufacturing
Share of the working time within reach, long-run pace, four times in five
Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
- Now19%
- End of 202722%
- End of 202823%
- End of 203023%
What changes for its people by the end of 2028, by its industries' figures
- Stays with people 77%
- Becomes checking a model's work 17%
- Handed over with lighter checks 5%
The filing counts 2,497 employees at January 3, 2026 by function, 2,085 of them in manufacturing across food products that span several groups, so the plants and sales staff are read at the food manufacturing subsector with the counted warehouse staff at warehousing and the administration at management of companies.
The figures on this page come from the company's own annual report and from BLS staffing patterns for its industries, never from a roster. They are estimates with a stated method. Nothing here says what the company will do: within reach is not a forecast of jobs lost or of savings.
What follows from the reading
Share of working time within reach of AI, on the long-run pace at four in five: 19% now, 22% at the end of 2027, 23% at the end of 2028, 23% at the end of 2030. By the patterns, the work is about 23% desk work, 9% people work and 68% body work. These are the site's industry estimates weighted by the shares below: estimates with a stated method and range, not a forecast of what the company will do. By the same patterns, at the end of 2028 about 77% of the working time stays with people (conversation, in-person and hands-on work), 17% becomes checking a model's work and 5% could be handed over with lighter checks, from the industries' own figures, not the company's roles.
Headcount
2,497 employees as of January 3, 2026 (stated). Not stated; the filing names six manufacturing facilities in the United States and one in Mexico without counts by country.
The filing: “As of January 3, 2026, our workforce consisted of 2,497 employees.”
The workforce as industry patterns
| Pattern | Share | Reason, from the filing |
|---|---|---|
| Food Manufacturing | 88% | The filing counts 2,085 employees in manufacturing and 130 in marketing and sales (a) across its Specialty (59% of revenue) and Meals (41%) segments, whose spices and seasonings, shortening and oils, canned and frozen vegetables and meal products span several food manufacturing groups, so the food manufacturing subsector is read (c). |
| Warehousing and Storage | 7% | The filing counts 164 employees in warehouse and distribution (a), read at warehousing and storage. |
| Management of Companies and Enterprises | 5% | The filing counts 118 employees in administration (a), a stated administrative count read at management of companies under rule 6, kept because it is counted. |
What the filing says about the workforce: 2,497 employees at January 3, 2026: 2,085 in manufacturing, 164 in warehouse and distribution, 130 in marketing and sales and 118 in administration; 1,207 (48.3%) covered by collective bargaining agreements at six U.S. plants and one in Mexico; down from 2,784 after divestitures.
Companies read with the same leading pattern
Other companies whose largest staffing pattern is also Food Manufacturing, largest first, each read from its own annual report. Within reach now and at the end of 2028, long-run pace, four in five. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
- General Mills, Inc. (GIS, 30,000 employees)18% now, 21% by 2028
What the filing says about AI
6 sentences in the filing name AI. The filing names AI in its risk factors: competitors may outpace it in incorporating artificial intelligence into innovation, marketing, manufacturing and distribution, and any AI it incorporates could produce deficient or biased content and analyses.
- “Tax Cuts and Jobs Act and the One Big Beautiful Bill Act, and any future tax reform or legislation; ● our ability to access the credit markets and our borrowing costs and credit ratings, which may be influenced by credit markets generally and the credit ratings of our competitors; ● unanticipated expenses, including, without limitation, litigation or legal settlement expenses; ● the effects of...”
- “Our competitors may outpace and outspend us in incorporating new technologies, including artificial intelligence, into their new product innovation, marketing and engagement with consumers and into their manufacturing, distribution and cost savings initiatives, which could have a material adverse effect on our business, consolidated financial condition, results of operations or liquidity.”
- “If we incorporate artificial intelligence into our business, the content, analyses, or recommendations generated by artificial intelligence, if deficient, inaccurate, or biased, could adversely impact our business, consolidated financial condition, results of operations or liquidity, as well as our reputation.”
- “Moreover, ethical concerns associated with artificial intelligence or other new technologies could lead to brand damage, competitive disadvantages or legal repercussions.”
- “In addition, the rapid evolution and increased adoption of new technologies, including artificial intelligence, and our obligations to comply with emerging laws and regulations may require us to develop additional increase our compliance costs and require us to adopt technology-specific governance programs.”
Its annual reports, year by year
Sentences naming AI in each annual report, counted by one rule, beside the median report in the Index that year. Each count links its filing. Every company, by year and sector
- Fiscal 20210median 0
- Fiscal 20220median 0
- Fiscal 20230median 1
- Fiscal 20246median 4
- Fiscal 20256median 10
Headcount by filing year
As reported in each year's annual report, with the filing. A year marked not read had no figure the reading could take from the report's text.
| Period | Employees | Filed | Filing |
|---|---|---|---|
| 2026-01-03 | 2,497 | 2026-03-03 | 10-K |
| 2024-12-28 | 2,784 | 2025-02-25 | 10-K |
| 2023-12-30 | 2,912 | 2024-02-28 | 10-K |
| 2022-12-31 | 3,085 | 2023-02-28 | 10-K |
| 2022-01-01 | 2,847 | 2022-03-01 | 10-K |
| 2021-01-02 | 3,207 | 2021-03-02 | 10-K |
| 2019-12-28 | 2,899 | 2020-02-26 | 10-K |
| 2018-12-29 | 2,675 | 2019-02-26 | 10-K |
| 2017-12-30 | 2,680 | 2018-03-01 | 10-K |
| 2016-12-31 | 2,590 | 2017-03-01 | 10-K |
| 2016-01-02 | 2,003 | 2016-03-02 | 10-K |
| 2015-01-03 | 956 | 2015-03-04 | 10-K |
| 2013-12-28 | 984 | 2014-02-26 | 10-K |
| 2012-12-29 | 999 | 2013-02-26 | 10-K |
| 2011-12-31 | 739 | 2012-02-28 | 10-K |
| 2011-01-01 | 749 | 2011-03-01 | 10-K |
| 2010-01-02 | 731 | 2010-03-01 | 10-K |
| 2009-01-03 | 721 | 2009-03-05 | 10-K |
| 2007-12-29 | 749 | 2008-03-06 | 10-K |
| 2006-12-30 | 721 | 2007-03-08 | 10-K |
| 2005-12-31 | 744 | 2006-03-07 | 10-K |
| 2005-01-01 | 763 | 2005-03-02 | 10-K |
Limits of this reading
- The manufacturing work spans several food manufacturing groups (spices and seasonings, shortening and oils, canned and frozen vegetables, meals), so the subsector is read rather than one group (rule 3), by description (c).
- The U.S. share is not stated.
Source: the company's annual report on EDGAR, accession 0001104659-26-022961, the filing. Read by Claude Fable 5.1 under rubric version 1, by the method. A company can write to info@stratussc.com to have its reading checked against its filing.
The report on B&G Foods, Inc., $29
This page as a document to keep, with what it does not show: the share within reach at every date on three paces and two reliabilities, a typical workforce of this shape at the stated headcount role by role and task by task (the industries' staffing, never the company's roster), where to start, what changes for the people and what they would learn, every sentence in the filing that names AI, the headcount by year, the companies read with the same leading pattern, the method and a citation line. To print or save as a PDF, open again in your browser for a year.
See the report, $29See the sample first: Walmart's report is free
Questions about this company
- How much of B&G Foods, Inc.'s working time is within reach of AI?
- An estimated 19% now and 23% by the end of 2028, on METR's long-run pace at four in five, from the workforce B&G Foods, Inc.'s own annual report describes and BLS staffing patterns for its industries, never from a roster. It is an estimate with a stated method. It is not a forecast of jobs lost or of savings, and it says nothing about what the company will do.
- How many people does B&G Foods, Inc. employ?
- 2,497 as of January 3, 2026, as its annual report for the period ending January 3, 2026 states.
- What kinds of work make up B&G Foods, Inc.'s workforce?
- Read from its annual report as a blend of 3 industry staffing patterns, the largest Food Manufacturing; by those patterns the work is about 23% desk work, 9% people work and 68% body work. Each share has a one-sentence reason on this page that can be checked against the filing.
- What does B&G Foods, Inc.'s annual report say about AI?
- 6 sentences in the filing name AI. Its annual reports for fiscal 2021 to 2025 name it in 0, 0, 0, 6 and 6 sentences, year by year. They are counted and quoted on this page, never judged: a count says how much a filing talks about AI, not what the company does with it.
- How is this estimated?
- Claude Fable 5.1 read the annual report under the Index's written rubric (version 1) on November 9, 2026: the stated headcount, the share in the U.S. when stated, and the workforce as a blend of industry staffing patterns. The estimates are the site's industry estimates weighted by those shares, from O*NET tasks with estimated lengths and METR's measurements of how long a task AI models can finish. A company can write to info@stratussc.com to have its reading checked against its filing.
Embed these figures on your site
A small card with the share of working time within reach now and at the end of 2027, 2028 and 2030, the date and a link back. Free under CC BY 4.0; the card carries the credit.