470h/yr
Hours saved per customer
Average across deployed customers · 2026 QJC Report
Hours saved per customer — 470h/yr3 slots left for 2026
People leave. Knowledge fades.Agents only get smarter.Your team changes. Your system keeps getting smarter.
$ qjc-os --team --statusCONNECTED
- leadCEO
- productProduct
- engEngineering
- product.agentProduct
- dev.agentEngineering
- design.agentDesign
- growth.agentGrowth
- research.agentIntelligence
- ops.agentOperations
- finance.agentFinance
- legal.agentLegal
- cs.agentCustomer
12 departments running right now
Trust, proven by numbers.
95%
Client retention rate
Maintenance renewal across deployed institutions · 2025-2026
Client retention rate — 95%23
Institutions deployed
Samsung Electronics · LG U+ · Ministry of Education etc.
Institutions deployed — 23Trusted by Enterprise & Public Institutions
LIVE DEMO
Enterprise automation system — live demo
Watch the actual delivered workflow in 30 seconds.
Founder talk · 2026
$100K/mo on tokens. Team leads will disappear.
AI-native organization transformation with Claude Code — see harness engineering in practice.
Compounding AI
A system that gets smarter every day
People move on, memory fades. Agents accumulate as they work.
Day 1
Map workflows + first automation
Configure agents with company data. Start automating repetitive work.
Day 90
Organizational knowledge absorbed
Agents now know your company's way. 60% automation reached.
Day 365
The company runs even when you're away.
Staff change. The knowledge doesn't. You're free to focus on what only you can do.
Case Studies
Proven Results
See real adoption outcomes by industry
Enterprise (HR & Talent Development)
Samsung Electronics Group Education Team
Challenge
Dozens of internal training materials to create and update weekly — educators were acting as writers, instructors, and administrators simultaneously
Solution
AI agent team auto-generates role-specific course drafts, quizzes, and evaluation rubrics — educators only review and approve
80%Content Creation Time Saved
80% reduction in content creation time; one coordinator now manages 3x the volume
“Our team went from content creators to curators — and quality actually improved.”— L&D Team Lead
Enterprise (IT Operations)
Seoul-area enterprise IT operations team
Challenge
Weekly reports taking 4 hours per team — Friday overtime became routine
Solution
AI agents auto-collect data, analyze, and draft reports — team lead only reviews
93%Time Saved
Report time: 4 hours → 15 minutes
“Friday overtime is gone. Team morale is completely different now.”— IT Operations Team Lead K (12 years tenure)
B2B SaaS Startup
Funded B2B SaaS startup (post Series A)
Challenge
Wanted to automate 5-person repetitive tasks but lacked dev resources
Solution
2-week sprint: 3 core task automations + team training
340%ROI
160 hours/month saved, 340% ROI vs labor cost
“Results in 2 weeks. Then the team started asking: 'Can we automate this too?'”— Co-founder Y
0+
Systems Deployed
0%
Time Saved
0 Weeks
To First Results
0%+
Client Renewal Rate
Change Makers
CHANGEMAKERS
You become the one who instructs AI.
AI is not a tool — it is a colleague. The era of relying on automation is over. We design learning systems and build organizations that get smarter every day.
Design
We design agents
Move human work into code and prompts, building know-how that compounds every day.
Compound
We compound know-how
Company assets that never leave when someone quits. Every decision is recorded forever.
Lead
We lead change
An organization where output grows even as teams shrink. The new standard.
Built with Claude Code · Anthropic
Est. 2024
Why QJC
How a Small Team Does the Work of Ten
I watched a single automation system replace three people's work at an enterprise client. But when the project lead quit, that million-dollar system was abandoned within a year.
"What if we could build systems that stay — even when people leave?"
So I built one. By encoding workflows into the system itself, AI keeps performing at the same quality even when the team changes. The result? A compact expert team running marketing, development, education, and customer support simultaneously.
Self-Proof
QJC is run on this exact system
Marketing, dev, education, CS — a lean team handles all of it with Claude Code.
0
AI agents
0+
Automation skills
0+
Governance rules
qjc-os catalog (live in production)
cs-responder
고객 문의 자동 분류 및 초안 생성
/cs-respondermeeting-prep
미팅 브리핑 노트 자동 작성
/meeting-prepweb-designer
랜딩페이지 디자인 워크플로우
/web-designercode-reviewer
2단계 코드 품질·보안 리뷰
/code-reviewerarchitect
C4/ADR 아키텍처 분석
/architectdata-analyst
KPI 데이터 분석 및 인사이트
/data-analystlead-scorer
BANT+ 리드 스코어링 자동화
/lead-scorerquotation
견적서 자동 생성 및 CRM 연동
/quotationfeedback-analyst
고객 피드백 패턴 분석
/feedback-analystqjc-os terminal
$ ▋
Actual command sequences QJC runs every day.
Claude Code-powered ops system — a 24/7 digital twin of your company.
Why Different
A learning system, not a one-time deliverable
AI Native systems turn time into an asset.
Traditional vs Compounding AI
| Hires / legacy automation | QJC Compounding AI | |
|---|---|---|
| On turnover | Knowledge evaporates | Knowledge persists in the system |
| Over time | Memory fades | Learning accelerates |
| Scale | 1:1 per person | 1 team = 30 people output |
| Data sovereignty | Tied to external SaaS | Owned by your company |
On turnover
Knowledge evaporates
Knowledge persists in the system
Over time
Memory fades
Learning accelerates
Scale
1:1 per person
1 team = 30 people output
Data sovereignty
Tied to external SaaS
Owned by your company
Asset Replacement
One new hire vs. one agent team — we did the math
Add insurance, comms cost, turnover risk — the answer is clear.
New hire
$5,000+/mo
- Salary ~$3,000
- Benefits ~$500
- Comms cost ~$800 (meetings, onboarding)
- Turnover risk: ∞
- ~40 hrs/week
Agent team
$400+/mo
- Claude Pro + tooling ~$400
- Benefits: $0
- Comms cost: $0 (instant response)
- Turnover risk: 0
- 24/7
An agent team costs <1/10 of a hire — and an AI Native operating model only gets smarter over time.
* Actual ROI varies by industry and scale. Get a precise estimate from our free diagnostic.
FREE
30 MIN
AUTO NDA
2-DAY REPLY
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30-second submission · We send a tailored report you can share with your manager within 2 days.
01 ASSESS
Top 5 automatable tasks
02 QUANTIFY
Projected time & cost savings (ROI)
04 ROADMAP
6-month execution roadmap
03 STAGE
3-stage priority plan
23 organizations diagnosed
Samsung · LG U+ · Ministry of Education · K-Arts and moreStart small. See results. Then scale.
Start with a free diagnosis. See results. Then decide next steps.
Start Here
Enterprises, businessesFree Diagnosis
"What can AI do for our company?" One 30-minute call gives you the answer. Free diagnosis report within 2 days.
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Education
Learn AI tools hands-on and start transforming your own work. 470+ alumni already applying it in practice.
View ProgramsSystem building clients
System Building
Based on diagnosis results, we build a working automation system. Connects to your existing tools — Gmail, Slack, Excel.
Book a consultationSystem building clients
Maintenance
AI tools improve every month. We keep your system current with latest features, improvements, and issue resolution.
Maintenance inquiry2026 remaining project slots: 3 left (7 of 10 in progress)
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Questions Before You Decide
It only takes 30 minutes. CEO, check if AI agents can be deployed in your organization.
Free diagnosis — report in 2 days — decide with zero risk
Enterprise
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One 30-minute call is all it takes. We'll show which tasks AI agents can handle in a CEO-exclusive report within 2 days.
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Individual
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View Education ProgramsSingularity Builders · VOD · Community · 470+ Alumni
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