"Operator training is the biggest impact we have in terms of downtime."
— End user, PMMI Vision 2030 (2025). PMMI found 74% of packaging manufacturers consider knowledge transfer a significant problem, and 59% cite training time vs. production time as their #1 barrier.

Your operation

Number of machines on the floor 10
Unplanned downtime hours per month 50 hrs/mo
Across all machines combined. Typical small-to-mid packaging ops: 20–80 hrs/month total.
Daily output value (revenue when line runs) $25,000
Dollar value of a normal day's production output.
Production hours per day 16 hrs
8 = single shift  ·  16 = two shifts  ·  24 = continuous.
True cost of one downtime hour: $3,125/hr (revenue lost + idle labor + scrap, using the Oxmaint/ABB 2.0× multiplier)

OEM on-site visits

OEM on-site visits per year 2
Visits where a technician travels to your site. Remote/phone support isn't counted here.
Average all-in cost per visit $2,500
Typical: $120–$200/hr × 4–8 hrs, plus travel. Service contracts ($5K–$10K/yr for 2 visits) divide out similarly.

Training & ramp-up

New operators hired per year 2
PMMI 2025: 62% of packaging operators have less than 2 years' experience. Typical turnover drives 1–5 new hires/year for small-mid ops.
Fully-loaded operator hourly wage $35/hr
Wage + benefits + taxes. US packaging operators typically $25–$45/hr fully loaded.
Current ramp-up period 60 days
Industry average: 60–90 days at reduced productivity. Complex lines can run longer.

Your Automated Pack plan

Recommended Tier
Growth — 6–15 machines
$1,195/mo · or $11,950/yr annual prepaid

+ travel at cost for shoots outside 2hr of Miami. $2,000 scoping visit required and credited on signing.

Payback Period
2.9months
Time for savings to exceed total year-one investment
Year-One ROI
4.2x
Savings vs. total investment (platform + content)
Annual Savings Breakdown
Downtime recovered
45 addressable hrs × $3,125/hr × 40%
$56,250
OEM visits avoided
35% of 2 visits eliminated
$1,750
Faster new-hire ramp
2 hires, 40% faster to full output
$6,720
Total annual savings
$64,720
Year-One Investment
Platform (Growth, annual prepaid)$11,950
Content (Assisted, one-time)$3,500
Total year one$15,450
Net year-one savings
+$49,270
Year 2 and beyond
Only the platform fee recurs. That's a 5.4x return on platform spend, every year after.
Start a 30-day pilot  →

Methodology — Conservative and PMMI-anchored. Hourly downtime cost: (daily revenue ÷ production hours) × 2.0 multiplier for idle labor, scrap, and hidden costs (Oxmaint / ABB methodology). Addressable share: 7.5% of total unplanned downtime — the portion genuinely answerable by an AI knowledge system (excluding parts availability, mechanical failures requiring physical intervention, and process-engineering decisions). Industry research attributes 23% of downtime to human error + knowledge gaps combined (Plant Engineering 2021, ABB Value of Reliability 2024); we apply a conservative fraction of that. Recovery rate: 40% of addressable downtime in year one. OEM savings: 35% visit volume reduction. Ramp savings: wage × 8 hrs/day × ramp days × 50% productivity drag × 40% acceleration.

Industry anchors. 74% of packaging manufacturers consider knowledge transfer a significant problem (PMMI, Knowledge Transfer for Machine Operators, 2025). 59% cite training time vs. production time as the #1 barrier to effective operator training (PMMI, Beyond Manuals, 2025). 62% of operators have less than 2 years' experience (PMMI, 2025). 66% of operators prefer scannable QR codes on machinery as their primary access method (PMMI, 2025). This calculator is a decision aid — actual results are validated during the 30-day pilot.