Case Studies

Real automation projects, start to finish

We Didn't Automate Content. We Built a Marketing Teammate.

Plenty of tools, but content still never left human hands

Ad platforms, CRM, analytics, AI writing assistants. The marketing stack was full. The team still kept getting stuck in the same place: content. Topics got picked on gut feel. Writing standards drifted between people. Every platform needed manual reformatting. Adding draft automation didn't fix it. It just shifted the work. Someone still had to rewrite the AI output line by line, and the automation that was supposed to save time quietly created a new review workload.

Half a day → 30 min

Time per content piece

Avg 7 → 1

Draft revision rounds

Solo Lawyer's Automation — Intake to Case Proposal

Process Automation

Legal Services

Phone-only consultations, case management by memory alone

After leaving a law firm to open a solo practice, the lawyer ran into a different kind of problem. Handling cases well and bringing cases in were not the same thing at all. Consultation requests came only by phone, and the history was scattered across notepads and memory. Miss one call, lose a potential client. From the client's side, calling a lawyer in the first place felt like a hurdle. And not every consultation turned into a case. Simple questions were taking up the same time as serious matters, which left less room for the work that really mattered.

Business hours → 24/7

Intake Availability

Missed Consultations

A day in a mid-sized manufacturer's purchase order team — documents are images, can't even copy

Process Automation

Food & Beverage Distribution

Reading purchase order documents by eye and typing into Excel — a mid-sized manufacturer's daily routine

This company processes purchase and shipment orders through their internal groupware system. The core task was finding approved shipment documents from other teams, extracting data, and entering it into vendor-specific Excel templates for ERP upload. The problem: this entire process was 100% manual. Worse, the shipment request documents were embedded as images, making copy-paste impossible. Each vendor required different data fields and Excel formats, and some values like pricing had to be manually calculated.

HR Tech / AI Recruiting Solutions

20 hours on a single position, and only 2 coffee chats to show for it

This client is an HR tech startup building AI-powered recruiting solutions. Their customers kept telling them the same story. They wanted to hire senior and lead-level talent, but their 1-2 recruiters were spending weeks searching LinkedIn, GitHub, and blogs to find candidates. Even after reaching out, hardly anyone replied.

B2B Government Agency-linked Operations

Every employee was losing time to regulation inquiries

This client operates in a B2B industry that must follow regulations set by a national government agency. Finding specific documents, understanding procedures, knowing where guide documents are and how to fill them out: all of this requires internal domain knowledge that you can't find online. It only exists in the heads of people who've worked on-site for years. Dozens of these inquiries came in daily. Every employee lost some time to it, but one person in particular was buried, spending nearly the entire day fielding these questions instead of doing their actual job.

Avg 3 sec

Document Search Response

90%↓

Inquiry Handling Time

Can't Do Evaluations, Too Busy Sorting Thousands of Documents

Document Automation

Professional Evaluation Consulting

Can't Evaluate - Too Busy Sorting Documents

This company receives large volumes of business files from external organizations to perform professional evaluation work. The problem was that before any actual evaluation could begin, massive amounts of time were consumed manually classifying and organizing hundreds of pages of documents. Documents arriving in PDFs and ZIP files from multiple sources were completely jumbled together, and just separating them by type and organizing them into the designated folder structure took one specialist an entire day.

12h → 7min

Classification Time

98%

Classification Accuracy

In a Market Where Being 3 Seconds Faster Wins

Data Automation

Resell Community Platform

Faster Than Anyone, Missing Nothing

A 'Cook Group' is a large-scale purchasing community that shares information and provides proxy buying services for limited edition items. Knowing when limited sneakers or collaboration items drop on Nike, Musinsa, Kasina, Adidas, and other sites is literally money. The problem was that this information needed to be discovered 'faster than anyone else'.

Monthly repetitive exam paper downloads, too cumbersome

Our client, an academy instructor in Daechi-dong, downloads monthly mock exam papers published by EBS to use as teaching materials. The problem was that this download process was too inconvenient. Clicking through each subject, downloading questions - even that required opening PDFs and clicking the download button in the top right. Answer keys and explanation sheets are separate. And you have to log in every time.

Welfare Equipment Distribution & Rental

50 clicks per person, different restrictions for each customer

People with long-term care insurance ratings can purchase welfare equipment (safety handles, anti-slip products, etc.) with government subsidies. Therefore, beneficiaries can only purchase approved types and product lines.

Global Beauty E-commerce

10 hours a day, employees just checking prices

This beauty company selling on multiple online commerce platforms had a serious concern. To stay competitive with pricing and visibility, they had to check and update lowest prices daily. As their product count exceeded 100 items, two employees had to spend 10 hours a day solely on this task. The bigger problem? As the business grew, so did this workload.

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More real-world automation cases are being added. Please check back later.