Shipping Container Manufacturing
How a shipping container manufacturer automated an estimated 85% of quote follow-up, production tracking, order reconciliation, and warranty processes, recovering an estimated 105 hours per week.
What this manufacturer was dealing with before AI.
The team was spending the majority of their working week on repetitive administrative tasks that followed the same patterns every time. These weren't complex decisions requiring human judgement. They were predictable, rule-based processes that happened to consume significant hours.
Quote Follow-Up Gaps
30+ hours per week on manual quote follow-up. Sent quotes often fell through the cracks with no systematic tracking or timed sequences.
Production Visibility
10+ hours per week manually updating customers on production status. No automated notifications at each stage of manufacturing.
Order Reconciliation Chaos
50+ hours per week matching bank payments to invoices, creating sales orders, and generating manufacturing and purchase orders manually.
What the AI Roadmap uncovered.
We started with a 2-week process audit. Mapped every repeatable workflow, timed them, and quantified the cost. We spoke to the people doing the work, not just management.
The audit revealed an estimated 5,460 hrs/yr being consumed by processes that followed predictable patterns. These were the same steps, executed the same way, hundreds of times per month.
The estimated potential: $125K+ /yr in estimated annual savings by automating the highest-impact workflows first.
4 AI workflows. Built from their SOPs.
Each workflow was designed from the team's actual standard operating procedures. Connected to their existing tools. Human checkpoints at every critical decision point. Nothing goes out without approval.
Sales Support & Follow-Up
Monitors CRM for sent quotes, executes timed follow-up sequences, routes confirmed orders to salespeople. Estimated 30+ hours per week automated.
Production Progress Monitor
Monitors live production spreadsheet, auto-notifies customers at each stage, handles inquiries via FAQ. Estimated 10+ hours per week automated.
Order Reconciliation & Manufacturing Pipeline
Monitors bank feeds, matches payments to invoices, creates sales orders, generates manufacturing and purchase orders. Estimated 50+ hours per week automated.
Customer Warranty Registration & Handling
Post-sale warranty registration, claims intake, eligibility checking, severity-based triage and routing. Estimated 15+ hours per week automated.
CRM 
Xero 
Bank Feeds 
Google Sheets Estimated impact across the business.
With 4 AI workflows deployed, the team now spends their time on work that actually moves the business forward. The AI handles the repetitive execution. The team reviews and approves.
Nothing goes out without a human checkpoint. The system runs inside the tools they already use. No rip-and-replace, no retraining, no disruption to existing operations.
These are estimated figures based on the workflows deployed. Individual results vary depending on team size, volume, and adoption patterns.
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