Customer formats are all different
Every customer sends POs, invoices, and delivery requests in their own template, so staff reformat each one manually.
Purchase orders, delivery schedules, production plans, invoices. We reduce the work staff redo every day, based on results proven with major Korean enterprises and partner companies.
30+ deployments · 10,000h saved per year · Manufacturing back-office automation experience

Customer POs, internal spreadsheets, and ERP exports follow different formats. Staff re-enter and re-check the same data every day.
Average manual re-checks per person

Repetitive input, reconciliation, and document generation run automatically. Staff only review the exceptions: price gaps, delivery changes.
Exceptions remaining for human review
Automation deployments
Repetitive work saved per year
Revenue uplift case after automation
Automation results proven in the field
The bottleneck is not workload. It is the same data being re-entered across customer formats, spreadsheets, ERP, and department reports.
Every customer sends POs, invoices, and delivery requests in their own template, so staff reformat each one manually.
Information from emails, spreadsheets, and PDFs gets re-typed into the internal standard before it reaches ERP.
Purchasing, production planning, and shipping each look at the same order through different baselines.
When supplier replies, material arrivals, production schedules, or shipping windows shift, someone re-verifies it.
Quantity, unit price, item name, ship date. Staff compare each line by hand.
Even with ERP exports, monthly reports, customer summaries, and delivery lists get rebuilt in Excel.
Copying, re-typing, reconciling, and sending should move to machines. People should handle exceptions, suppliers, priorities, and problems.
Automation is not about cutting headcount. It is about taking the machine's work off the people.
We trace where order data gets re-entered or diverges. Then we automate the loop and leave only the exceptions.
Customer POs, email, PDFs, spreadsheets, ERP exports.
Item code, specification, quantity, price, delivery date, partner, ship date. What the operations team actually needs.
Identify everything copy, re-type, reconcile, send, and rebuild.
Quantity mismatch, price gap, delivery change, item-name discrepancy. What should reach a human.
Document generation, email, dashboards, reports, ERP entry assistance.
People stop checking everything. Only the items with a problem reach a human.
POs, deliveries, production plans, shipping, invoicing. Start where the work repeats often and people re-check it every time.
PurchasingReduce the recurring PO, delivery, and unit-price work.
Production planningBring orders, materials, plans, and delivery status onto one baseline.
Shipping & logisticsCut shipping requests, packing lists, and delivery scheduling work.
Accounting & adminOrganize invoices, statements, and billing automatically.
A practical walkthrough of legacy ERP-style production planning, BOM, supply-plan exports, Excel reporting, and automated email delivery.
45-second example · legacy ERP-style · Excel report · automated email delivery
Good automation does not just make work faster. It removes the re-typing and reconciliation steps.
| Before | → | After |
|---|---|---|
| Staff review every customer PO | → | Required fields extracted automatically |
| Re-typed into internal Excel | → | Auto-converted into internal baseline |
| Purchasing and production sheets differ | → | Single source of truth shared across teams |
| Delivery changes tracked manually | → | Changes and delays surfaced automatically |
| Invoices reconciled one by one | → | Quantity/price mismatches flagged automatically |
| Reports rebuilt each month | → | Generated automatically in a fixed format |
| Staff check every record | → | Only exceptions reach a human |
Machines handle the repetition. People focus on review and judgment.
We do not change everything at once. We start with high-frequency work where gains land quickly.
Find the machine work people are still doing.
Best for
What's included
Start with the single most repetitive task.
Best for
What's included
Bundle a single department's repetitive work.
Best for
What's included
From order to production, shipping, and billing.
Best for
What's included
Pricing is scoped after the diagnosis. We recommend starting with a back-office diagnosis.
We design around the spreadsheets, email, documents, and ERP exports operators actually use.
Where information enters, who handles it, and how it is processed today.
What automation should handle vs. what humans must judge.
Start with high-impact, high-feasibility work.
Implement with whatever fits: Excel automation, scripts, RPA, APIs, AI.
Validate with real operational data and smooth out the operator UX.
Document usage, exception rules, and ongoing management so the team can run it daily.
Automation is not finished when it ships. It is finished when the operator uses it every day.
We do not disclose customer internals. Cases are presented by industry and problem type only.
Situation
Each customer used a different document format, so PO, delivery, and document cleanup kept repeating.
Result
Reduced recurring cleanup and left operators with the checks that matter.
Situation
Inquiries, bookings, and product information were spread across channels, creating an operating bottleneck.
Result
Reduced repetitive support work so operators could focus on product and customer management.
Situation
ERP, POs, invoices, and production-plan data were re-checked across departments and systems.
Result
We understand and reduce the PO, delivery, production-plan, and invoice work that creates the real bottleneck.
Automation is not just tooling. To reduce the work, you have to know why PO, delivery, and production-plan data keep repeating.
Through procurement and operations automation projects with major Korean enterprises and partner companies, we understand the actual manufacturing workflow.
If operators cannot use it daily, it is not good automation. We build for real data and real exceptions.
We start small, but we design so the work can scale into department-level and company-wide back-office automation.
Built on team judgment, not one founder's taste.

CEO
iGEM STUDIO Founder / RPA Lead at Hyundai Mobis Procurement

COO
Head of Operations / Mental Performance Lead

CMO
Yonsei University / Hankuk University of Foreign Studies / former Bain & Company interpretation team lead

CFO
Seoul National University / Tax Partner at Samil PwC

Researcher
Cornell University / Cognitive architecture & decision science researcher
If spreadsheet, email, ERP, and document work has gotten complex, start with a diagnosis. We will lay out what to reduce first.
A sample spreadsheet, document template, or ERP export speeds the diagnosis. You can redact anything sensitive before sharing.