// AI for meat and poultry processors
AI for meat and poultry processors, tested on lots your team already shipped.
For small and mid-size USDA-inspected plants making sausage, deli, ready-to-eat and private-label products. Begin with the pre-shipment review packet for a production lot, or with the specification letter a retailer or school buyer keeps asking for. A free AI proof of concept tries one of them on copies of 20 to 30 lots or requests your people already closed. Nothing signs in to your plant system, an inspection system or a customer portal. Your reviewer, the person at your plant who knows that work best, gives the verdict.
- First job
- Pre-shipment review packets, or customer specification letters
- From you
- Copies of 20 to 30 shipped lots or answered requests, after the NDA
- Logins
- None: no plant system, inspection system or customer portal
- Never
- A lot approved for shipment, a corrective action decided, a record or letter signed
- Your reviewer
- Named by the owner before day one
- Price
- A range first, fixed before you sign
// Jobs we would test
Start at the review clipboard or the customer's form
HACCP pre-shipment review packets
A production lot's monitoring and verification sheets gathered by critical control point, with corrective action entries, lot and date, and every sheet missing, blank or outside the plan's stated limit, ready for your trained HACCP person to review and sign.
See the pre-shipment review pageCustomer specification letters
A customer's or retailer's supplier questionnaire read into a draft response from your own documents: product and establishment number, ingredient statement, allergens, country-of-origin fields, certificates asked for and what is missing, for your quality manager to review and send.
See the specification letters pageListeria hold-and-test lot files
Food contact surface results, the lots held after a positive, and each lot's test or rework record, gathered by line and date for whoever runs your Listeria program.
Label records for private-label items
Each private-label item's label, formula, approval status and the support behind any claim, kept in one file for the person who owns labels at your plant.
// Why these two first
The signed review and the sent letter are already your answer key
Your product list sets the paperwork. The HACCP rule at 9 CFR 417.2 sorts production into nine processing categories. A plant making smoked sausage, sliced deli loaves and snack sticks can sit in several at once: fully cooked, not shelf stable; heat treated, shelf stable; product with secondary inhibitors, not shelf stable. One plan may span several products in a category only when their hazards, critical control points, critical limits and procedures are essentially the same, with anything product-specific spelled out. So every lot's sheets have to be read against the right plan, and that is the first thing a draft can get wrong.
The plan itself carries dates. A responsible establishment individual signs and dates it when it is first accepted, whenever it is modified, and at least once a year on reassessment, which is also due whenever a change could affect the hazard analysis. The limit on last spring's lot may not be today's limit. The test pairs each old lot with the revision in force on the day it ran.
Someone from outside can read every page. Verification by USDA's Food Safety and Inspection Service (FSIS) can reach the plan, critical control point records, corrective actions, critical limits and other records, all of which must be open to official review and copying. Failing to keep them is a listed ground for finding a HACCP system inadequate. These duties reached plants of 10 to 499 employees in January 1999 and plants under 10 a year later, so even a very small plant has been reviewing and signing lots like these for a long time.
Deli and hot dog lines have one more layer. Part 430 defines a deli product as a ready-to-eat item typically sliced, in the plant or after distribution, and typically assembled in a sandwich, and it names franks and wieners as hotdog products. Under Alternative 3, a positive on a food contact surface brings a targeted follow-up test at the likeliest site. A second positive for an indicator organism means holding the lots that may have touched that surface until they are sampled and tested, or reworked with a process that destroys it. Those lots are exactly where a review has to slow down.
Buyers arrive with forms of their own. Connecticut's guidance to school nutrition programs, revised in October 2026, puts deli meats, hotdogs, sausages, jerky and summer sausages among the processed products a district must document before it buys and claims them. A 2026 frozen meat and cheese solicitation from Louisiana's Office of State Procurement calls for a letter of guarantee on certain products and for brand, product number and processed date marked on each one. Retailers and private-label customers each send a layout of their own, and most of the answers already sit in your labels, plans and supplier letters.
Old answers go stale when a formula moves. FSIS's 2014 allergen guideline reports a notable rise in recalls for undeclared allergens and says many came from a formula change, at the plant or at a supplier, that never reached the label. Its worked example is a snack stick whose supplier added eggs to a seasoning blend. A letter written before that change is wrong the morning after, which is why the second job checks each answer against the documents of that date.
One limit covers both jobs. The proof of concept never touches your plant system, an inspection system, a live lot or a live customer portal. It never approves a lot for shipment, decides a corrective action, or signs a record or a letter. A trained HACCP person signs every pre-shipment review and your quality manager sends every letter. Rules appear here in general terms, and nothing on this page is legal or regulatory advice.
// How the test runs
Three steps, one desk at a time
- Step 01
Pick the job and the reviewer
The owner names your reviewer, usually the HACCP coordinator for review packets or the quality manager for letters. Success criteria go in writing, you get a price range for the live job, and the NDA is signed before a sheet or a formula moves.
- Step 02
Run it on copies
Send 20 to 30 shipped lots with their records and signed reviews, or 20 to 30 customer requests with the answers that went out. We call it the sandbox: a free AI proof of concept on paperwork your plant already finished. Where a record has to stay inside the plant, your reviewer helps us build a look-alike.
- Step 03
About 30 days live, after a yes
The same job carries on with new lots or new requests for about a month. A trained person signs each review and your quality manager releases each letter. Another job comes later, priced on its own.
Priced per job. You get a range before the proof of concept and a fixed price before you sign.
Rob sets the range on the call from three counts: lots shipped in a week, HACCP plans those lots fall under, and customers who send their own forms.
// Questions
What meat and poultry plants ask first
Does it connect to our plant software or to the inspection system?
Will the AI decide whether a lot can ship?
Our sheets are handwritten on clipboards. Can we still test?
Our private-label customers' names are confidential. How is that handled?
Is any of this food safety or legal advice?

Rob Eason, founder
// Book a proof of concept call
Start with last month's shipped lots.
Half an hour on the phone with Rob about your plant and your role, which job you'd test first and roughly how many lots go out in a week. Records and customer files stay on your side until the NDA is signed.
- Co-owned a 60-employee financial services firm and sold his share to his partner.
- Ran GOSO Technologies, a Boston solar company rated 5/5 across 24 Google reviews.
- 5/5 across 83 reviews in HighLevel's Certified Admin Directory.
- 4.3/5 from 6 Google reviews of Massmarket AI.
- Every directory and Google review, critical ones included, is shown word for word at massmarket.ai/reviews.
- Takes every proof-of-concept call himself.
