FIG. 01 — GRAIN HARVEST, AERIAL SURVEY

AUTONOMOUS PLANT OPERATIONS — FOOD & BEVERAGE

ROME GUARANTEED THE GRAIN. ANNONA GUARANTEES THE JUDGMENT.

Your best operator’s judgment —
on every line, every shift, forever.

An autonomous workforce of AI agents that watches every batch, decides like your sharpest veteran, and acts through the controls you already run — earning autonomy one proven decision at a time. Your systems report what happened. Annona runs what happens next.

Request a line assessment Watch the crew work — live

CONTROL ROOM DEMO — REAL AGENTS, NOT A SCRIPT

±4 WEEKSFROM COLD START TO YOUR SAVINGS NUMBER — READ‑ONLY, NO CAPEX

0RIP‑AND‑REPLACE — RUNS ON YOUR MES / SCADA / HISTORIAN

24 / 7EVERY LINE, EVERY BATCH, EVERY SHIFT

100%OF ACTIONS LOGGED WITH REASONING — EVERY RUNG REVOCABLE

I — THE PROBLEM

The knowledge is walking out the door.

Every food plant runs on a kind of knowledge you can’t find in a manual — the operator who hears the change in the machine before the sensor does; the process engineer who knows this batch needs thirty seconds more because she has run ten thousand of them. That judgment is what stands between a good day and a scrapped run. And it is retiring faster than anyone can train its replacement.

The feel is retiring

The veterans who know the line by feel are aging out of the workforce. Decades of judgment leave in a single farewell handshake — and the manual they leave behind was never the job.

Margins have no slack

Yield, waste and uptime are the whole game. One drifting batch, one slow changeover, one bad shift erases a week of margin — and nobody can staff an expert on every line at 3 a.m.

Screens only report

MES, SCADA, BI — every screen on the floor makes the same broken promise: it tells you what already went wrong, after it went wrong, and leaves a shrinking team to figure out the fix. One drifting batch, one slow changeover, one bad shift — each quietly erases margin that took a week to earn.

A brewer working at stainless steel tanks on a production floor — FIG. 02 — THE EXPERT THE MANUAL CAN’T REPLACE

Ripening wheat in a field, close up — FIG. 03 — WHERE EVERY BATCH BEGINS

THE MOST VALUABLE ASSET IN FOOD WAS NEVER THE MACHINERY.
IT WAS THE JUDGMENT RUNNING IT.

II — THE WORKFORCE

A crew of agents, not another dashboard.

Annona deploys a crew of AI agents that mirrors the org chart you already trust — so your plant managers can reason about it the way they reason about people. Each agent watches its patch of the line without blinking, decides like your sharpest veteran, and acts through the control layer you already run.

Onboarding is knowledge capture: the agents shadow your best operators’ real decisions, ingest your SOPs and batch records, and codify the “feel” into named, auditable policies. The retiring expert trains their replacement — and this one never leaves.

Cans being filled on a stainless steel canning line — FIG. 04 — THE LINE, RUN IN GOOD ORDER

AGENT 01

Line Agent

Holds every setpoint at its ideal — temperature, speed, pressure — correcting drift the moment it starts, not after the QA hold.

AGENT 02

Quality Agent

Watches spec in real time across every batch. Catches the slow drift no shift handover ever passes along.

AGENT 03

Changeover Agent

Runs the sequence your best crew runs on their best day — every time. The biggest hidden waste in most plants, gone.

AGENT 04

Yield & Waste Agent

Accounts for every kilogram between intake and pallet, and hunts the giveaways — overfill, trim, scrap — batch by batch.

AGENT 05

Maintenance Sentinel

Hears the bearing before it fails. Turns unplanned downtime into a scheduled hour, not a lost shift.

AGENT 06

Shift Foreman

Coordinates the crew, sets priorities across the line, and briefs your humans like the best foreman you ever had — every morning, in plain language.

HOW IT PLUGS IN

01 · SIGNALS IN

Read‑only taps on your historian, MES, SCADA, QA and vision systems. At L0 nothing is written back — exports alone are enough to start.

02 · JUDGMENT

Agents confer, cite precedent, and put one proposal on the table — with the reasoning attached. You watch them think in the Control Room.

03 · ACTION OUT

Approved actions execute through your existing control layer, inside engineer‑set envelopes. Never through safety PLCs. Never outside bounds.

III — SEE THE CREW THINK

Don’t take our word.
Watch them argue.

Twenty‑four scenarios from eight food sectors, played out in the open: Signals raises the alarm, Quality and Yield argue the trade‑off, the Sentinel hears the bearing going, the Foreman calls for a proposal — and you hold the Approve button.

And it isn’t theatre. In live mode the crew’s dialogue is generated in real time by real agents reasoning over each scenario — hold their proposal and watch them stand down.

Enter the Control Room 24 SCENARIOS · 8 SECTORS · ● LIVE AGENTS

IV — THE AUTONOMY LADDER

Autonomy is earned, not installed.

Nobody hands a live production line to software on day one — and nobody should. Annona’s agents climb five rungs, decision‑class by decision‑class, proving themselves on your trust ledger at every step. You see exactly what they would do before they ever do it.

Shadow

Ingests your signals — SCADA, historian, MES, QA — and decides silently. Every call is scored against what actually happened.

GATE: PREDICTION ACCURACY, 2–4 WEEKS. ZERO RISK.

Advise

Recommends with reasoning: “Drop zone‑3 temp 2°C — moisture drifting, matches batch 4471.” Every accept and reject trains it.

GATE: ACCEPTANCE RATE PER DECISION‑CLASS

Approve

Prepares the complete action; your operator one‑clicks; the agent executes within engineer‑set bounds.

GATE: TRACK RECORD + ENGINEERING SIGN‑OFF

Act in bounds

Proven decision‑classes run autonomously inside a hard safety envelope. Humans supervise by exception.

GATE: SUSTAINED YIELD / WASTE DELTA

Run the line

The crew runs the line end to end. Your people manage the plant — not the line.

EVERY RUNG REVOCABLE. ONE SWITCH BACK TO MANUAL.

Climb it yourself — live demo YOU HOLD THE APPROVE BUTTON AT EVERY RUNG

V — THE ARITHMETIC

Basis points, recovered while you sleep.

We don’t sell software line‑items. We sell the arithmetic of a line that never has a bad shift: giveaway trimmed, downtime pre‑empted, changeovers run like your best crew’s best day.

Can‑line fill giveawayBREWING & BEVERAGE Mean fill +1.9 ml — 310 L of beer given away per shift Valve timing trimmed: giveaway −84%, ~260 L/shift saved

Slicer portion giveawayMEAT & POULTRY Packs +2.1 g over declared — €2.1k/day off margin Thickness −0.15 mm, e‑weights verified live: ~€1.5k/day back

Conche bearing distressCHOCOLATE & CONFECTION Drive load +11% — a mid‑batch failure costs the full conche Load‑capped, serviced in a planned window: €0 lost, 0 extra downtime

EVERY NUMBER ABOVE IS AN ILLUSTRATIVE SCENARIO YOU CAN WATCH IN THE CONTROL ROOM — NOT A CUSTOMER CASE STUDY.

The L0 shadow ends with this arithmetic computed for your line — before anything touches it.

VI — WHERE THE CREW ALREADY WORKS

Your process, not a generic one.

DAIRY

Holds the HTST envelope while the steam valve wears.

MEAT & POULTRY

Sheds chiller load before the HACCP limit is even close.

BREWING & BEVERAGE

Rescues stuck fermentations, re‑sequences CIP around worn pumps.

CANNING & PRESERVES

Applies the validated alternate schedule — F0 met with margin.

BAKERY

Re‑doses water per flour lot, with offsets that auto‑expire.

CHOCOLATE & CONFECTION

Catches temper drift six shelf‑weeks before bloom appears.

SNACKS & EXTRUSION

Bridges texture to the die change, saves the fryer oil.

SAUCES & CONDIMENTS

Absorbs ingredient‑lot swings inside the registered recipe.

Each line above is a playable scenario in the Control Room — with the trade‑offs argued in the open.

VII — NON‑NEGOTIABLES

Trust is the product.

§ 1

Safety stays hard‑wired. Annona never touches safety PLCs or interlocks. Physical safety remains physical — full stop.

§ 2

Every action carries its reasoning. What it did, why, on what precedent, with what result — a full audit trail, always.

§ 3

One switch back to manual. Autonomy is granted per decision‑class and revoked in one motion. Your line, your call.

§ 4

Weeks, not years. Deploys on the MES / SCADA you already run. No rip‑and‑replace, no consulting decade.

§ 5

Your data stays yours. Models trained on your lines, your recipes, your batch records never inform a competitor’s. Read‑only until you grant more.

VIII — OBJECTIONS, ANSWERED

The questions your committee will ask.

WHAT DO YOU NEED FROM US TO START?

Historian or MES exports and a read‑only tap. L0 runs on data you already collect — no new sensors, no downtime, no capex.

WILL IT EVER TOUCH OUR SAFETY SYSTEMS?

No. Safety PLCs and interlocks are hard‑wired out of scope, at every autonomy level, permanently. § 1 is not a setting.

WHAT HAPPENS WHEN IT’S WRONG?

At L0–L1, nothing — being wrong is how it trains, and every miss is scored. From L2 up it acts only inside engineer‑set envelopes, every action reversible, reasoned, and logged. One switch returns any decision‑class to manual.

OUR PLANT IS OLD AND OUR DATA IS MESSY.

L0 was designed for exactly that plant. If your historian can export a CSV, the crew can start shadowing.

HOW LONG UNTIL WE SEE VALUE?

About four weeks: the L0 shadow ends with the arithmetic — what the crew would have saved on your worst line, batch by batch. Then you decide.

WHO IS BEHIND ANNONA?

Annona is operated by SHOPSBU PTE. LTD., a Singapore‑registered company — reachable any time at admin@annona-ai.com. We are early by design, working with a small cohort of lines rather than publishing logos; everything on this site labelled illustrative is exactly that, and the first attributed numbers will come from partner lines, with their sign‑off.

IX — THE ARC

The wedge is the plant.
The endgame is the food system.

We begin inside the plant — the most instrumented ground in the food system, the one place autonomy can prove itself batch by measured batch. As field machinery becomes AI‑controllable, the same crew extends upstream: one permanent, compounding workforce of judgment, from soil to shelf.

A combine harvester cutting a grain field — FIG. 05 — THE HARVEST

A survey drone hovering over crops at dusk — FIG. 06 — THE NEW EYES

Young corn rows at sunrise — FIG. 07 — THE NEXT SEASON

WHEN JUDGMENT STOPS BEING SCARCE, EVERYTHING CHANGES —
YIELD, WASTE, ENERGY, QUALITY, RESILIENCE.

BEGIN AT L0

Give us your worst line.

A shadow deployment takes about four weeks, touches nothing, and ends with a number: what Annona’s crew would have saved you, batch by batch, on the line you struggle with most. Then you decide how far up the ladder to let it climb.

01We reply within two business days with a short scoping call.
02L0 runs read‑only on your historian / MES exports — no capex, no interruption.
03You get the number. What happens next is your call.

L0 SHADOW · ±4 WEEKS · NO CAPEX · NO INTERRUPTION

NOT READY TO TALK? → ENTER THE CONTROL ROOM — NO EMAIL REQUIRED

Your best operator’s judgment —on every line, every shift, forever.