AI Pilot for FMCG — 60-Day POC on Packaging Line or Processing Equipment

By James Smith on August 22, 2026

fmcg-ai-pilot-60-day-packaging-line-processing-poc

A Plant Manager doesn't need a philosophical argument for why AI could help the operation — they need to see it work on their own equipment, with their own data, before committing budget and floor space to a plant-wide rollout that might not pan out. A 60-day pilot exists to answer exactly one question with real evidence: does this technology deliver measurable value on your highest-priority asset, or doesn't it. iFactoryapp.com structures its pilot program around a single packaging line, filling machine, or processing asset you nominate, running for a defined 60-day window with clear success criteria agreed upfront, so the outcome is a decision you can actually stand behind rather than a vendor's promise you're asked to take on faith. Details on how a pilot is scoped and evaluated follow, along with what to expect if you decide to https://ifactoryapp.com/support with questions before committing.

Turnkey AI Solutions · Pilot & Proof of Concept
AI Pilot for FMCG: 60-Day Proof of Concept on Your Highest-Priority Asset
A defined, time-boxed pilot on one packaging line, filler, or processing asset — with clear success criteria you help set, so the results speak for themselves before any plant-wide commitment.

Why a Time-Boxed Pilot Beats an Open-Ended Trial

Open-ended trials tend to drift — without a defined endpoint and agreed success criteria, a pilot can run for months without ever producing a clear yes-or-no answer, consuming plant attention the whole time without moving toward a decision. A structured 60-day window forces the opposite: the asset, the success metrics, and the evaluation date are all agreed before the pilot starts, which means at the end of it you have a genuine answer rather than an open-ended experiment that quietly fizzles out.

Sixty days is also long enough to move past the initial calibration period and see the technology perform against real, varied production conditions — different shifts, different product runs, the normal variability a plant actually experiences — rather than a best-case demo environment that doesn't reflect how the asset behaves week to week.

Weeks 1-2
Setup & Calibration

Hardware installed on the nominated asset, baseline data collected, and success criteria formally documented and agreed with your team.

Weeks 3-7
Live Monitoring

The asset runs under live AI monitoring through normal production variation, with performance tracked continuously against the agreed baseline.

Week 8
Results Review & Decision

Pilot results are reviewed jointly against the original success criteria, producing a clear, evidence-based decision on plant-wide expansion.

Nominate Your Highest-Priority Asset for a 60-Day Pilot
iFactoryapp.com agrees success criteria with you upfront, so the pilot produces a decision you can act on, not just a demo.

Choosing the Right Asset for Your Pilot

The asset you nominate for the pilot matters more than most plants initially assume. An asset with too little historical downtime or quality variance won't generate enough signal in sixty days to produce a meaningful result, while an asset that's genuinely your highest-priority pain point gives the pilot the best chance to demonstrate real, visible value. Most successful pilots are run on assets with a documented history of unplanned downtime, recurring quality issues, or a known bottleneck constraining overall line throughput.

Asset TypeGood Pilot Candidate WhenTypical Success Metric
Packaging lineRecurring jams, changeover delays, or throughput varianceUnplanned stoppage reduction, throughput consistency
Filling machineFill accuracy drift or frequent adjustment needsFill tolerance compliance rate
Processing equipmentHistory of unplanned maintenance eventsEarly fault detection lead time

What Success Criteria Actually Look Like

Vague goals like "see if AI helps" produce vague, unconvincing pilot outcomes. Effective success criteria are specific, measurable, and tied to a baseline established during the setup phase — for example, a target reduction in unplanned stoppage minutes compared to the prior quarter's average, or a specific early-warning lead time for a known failure mode. Agreeing these criteria before the pilot begins, rather than retroactively deciding what counts as success after seeing the results, is what makes the eventual decision defensible to plant leadership and finance.

A Plant Manager's Experience Running a Pilot

We'd been burned before by an open-ended trial that never really ended and never really proved anything either way. This time we picked our worst-performing filling line, agreed upfront that we needed to see at least a meaningful reduction in fill tolerance rejections within the sixty days, and at the end of it we had a genuinely clear number to bring to our operations director. It wasn't a sales pitch dressed up as a pilot — it was an actual test, and it gave us the confidence to move forward with the rest of the plant.

— Plant Manager, Beverage and Snack Foods Facility

Frequently Asked Questions

What happens if the pilot doesn't hit the agreed success criteria?
A pilot that doesn't meet its agreed success criteria is still a genuinely useful outcome, because it gives you an evidence-based answer rather than an open-ended commitment you might have made without that data. In many cases, a pilot that falls short of the original target still surfaces useful diagnostic information about the asset or process that can inform whether a different asset, a longer evaluation window, or a different success metric would be more appropriate before deciding not to proceed. Book a Demo to discuss how success criteria and contingencies are structured for your specific pilot.
Can we run the pilot on more than one asset simultaneously?
Most pilots are structured around a single nominated asset to keep the evaluation focused and the setup timeline compressed, since splitting attention across multiple assets in a sixty-day window tends to dilute the depth of data collected on any one of them. Plants with multiple candidate assets typically run a sequential pilot program after the first asset's results inform whether and how to expand, though multi-asset pilots can be scoped for plants with a clear business case for evaluating more than one asset type at once.
How much does the sixty-day pilot cost compared to a full deployment?
Pilot pricing is structured to reflect its scope — a single asset over a defined period — and is meaningfully lower than a full plant-wide deployment commitment, since the goal of the pilot is to reduce your risk before that larger investment decision rather than to ask you to commit to full pricing upfront. Contact Support for pricing specific to your asset type and evaluation scope.
Does a successful pilot mean plant-wide deployment will go just as smoothly?
A successful pilot is a strong indicator but not an absolute guarantee, since a plant-wide deployment involves additional assets with their own variability and typically a longer, more complex rollout sequence. That said, a successful pilot substantially de-risks the expansion decision because it validates that the core technology performs on your actual equipment and data, and the deployment pattern established during the pilot generally carries forward efficiently into the larger rollout rather than starting integration work from scratch.
Who from our team needs to be involved during the pilot period?
Pilot involvement is generally lighter than a full deployment but still benefits from a named point of contact from operations or engineering who can support the initial setup and provide context during the results review. Day-to-day monitoring during the live pilot period doesn't require dedicated plant staff time, since the system operates independently once calibrated, though periodic check-ins throughout the sixty days help ensure the pilot stays aligned with the agreed success criteria as it progresses.
Get a Real Answer on Your Highest-Priority Asset in 60 Days
See how iFactoryapp.com structures a pilot program with agreed success criteria and a clear decision point.

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