LIVE · OPS
AGENTS — RUNNING
WORKFLOWS — ACTIVE
PROJECTS — SHIPPED
AVG REPLY —
(P.02) SERVICES / 3 PRACTICES + 1 ENGINE

We build
anything
you need.

From AI agents to Shopify development — every technology capability your business needs.

▸ 3 PRACTICES11 SERVICES▸ KR · JP
PRACTICE 01AI Agent & AutomationPOWERED BY CREWLESS
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AI Agent Development
About

Design and build AI agents that handle work autonomously.

Customer support, data processing, content generation — AI handles the repetition around the clock without human intervention.

Decisions automated
80%
autonomous
Response time
90%
faster response
Always on
24/7
no human needed
Best for · Who this is for
  • 01Companies with 50+ CS inquiries per day
  • 02Teams with daily repetitive data processing
  • 03Services that need 24/7 coverage
Tech Stack
Claude APILangGraphPythonSupabaseOpenAIFastAPI
ProjectResult
CS Auto-Response Agent-80%Industry caseJP Manufacturing Quote Automation-87%Industry caseEmail Auto-Sort & Reply-70%Industry case
▸ Interested in AI Agent Development?
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Workflow Automation
About

Build automated workflows that eliminate manual work and reduce errors to zero.

Order processing, inventory management, email dispatch, data sync — we automate everything you repeat manually, using the right tool for each job.

Manual time saved
90%
hands-off ops
Error rate
→ 0%
error-free sync
Real-time sync
Live
cross-system
Best for · Who this is for
  • 01Teams spending 3+ hours/day on order & inventory management
  • 02Companies managing data manually in spreadsheets
  • 03Teams doing repetitive copy-paste across multiple tools
Tech Stack
n8nZapierMakeSupabaseREST APIsWebhooks
ProjectResult
E-commerce Order & Inventory Automation-94%Industry caseEmployee Onboarding Automation3h→15minRevenue & Invoice Auto-Sync2d→0
▸ Interested in Workflow Automation?
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Multilingual CS / Concierge AI
About

24/7 multilingual AI on LINE / web channels.

AI concierge for LINE official accounts, web chat, and store kiosks. First-touch inquiry handling, booking intake, multilingual support — solving the inbound / B2C labor shortage.

First-touch resolution
60%+
of inbound
24/7 multilingual
KR·JP·EN
incl. nights / holidays
Purchase conversion
+25%
F&B / hospitality case
Best for · Who this is for
  • 01B2C teams crushed by inquiry overhead
  • 02Stores / services without after-hours coverage
  • 03Inbound-heavy venues lacking foreign-language staff
Tech Stack
Claude APILINE Messaging APIOpenAISupabasen8nWebhooks
ProjectResult
LINE-Integrated Concierge+25% conv.Industry caseBooking + Customer Profile AI15h/mo savedIndustry case
▸ Interested in Multilingual CS / Concierge AI?
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OCR + LLM Document Digitization
About

Convert FAX, paper slips, and PDFs into structured data with OCR + LLM.

Auto-extract, classify, and load handwritten / printed / FAX orders, quotes, invoices, and intake forms — eliminating veteran-dependent bottlenecks.

Related workload
80%
+ reduction
FAX → DB
15→2H/wk
order processing
Senior reliance
Resolved
knowledge spread
Best for · Who this is for
  • 01Manufacturing / logistics drowning in FAX intake
  • 02Companies retyping paper invoices into spreadsheets
  • 03Veteran-bottlenecked back-office workflows
Tech Stack
TesseractDocument AIClaude APIPythonSupabasePostgreSQL
ProjectResult
FAX Order Digitization15→2H/wkIndustry casePaper Invoice Auto-Entry300K sheets/yr savedIndustry case
▸ Interested in OCR + LLM Document Digitization?
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Custom LLM Build & Ops
About

Build a custom LLM tuned to your internal data and workflows — and run it with you.

Not a generic chatbot — a dedicated LLM that connects your internal documents and data through an ontology and RAG. On-prem/private deployment with PII masking, audit logs, and RBAC to meet security requirements, plus a ongoing contract covering further development, improvements, and maintenance.

Grounded in your data
RAG
cited answers
Security & governance
On-prem
PII · audit · RBAC
Ongoing after launch
Ongoing
dev · maintenance
Best for · Who this is for
  • 01Companies needing in-house knowledge a generic chatbot can't cover
  • 02Companies that can't use external cloud AI due to security or regulation
  • 03Companies wanting a partner to keep improving and extending after launch
Tech Stack
Private LLMOntologyRAGPGVectorOn-premAudit Log
ProjectResult
In-house Knowledge LLM for Manufacturing-70%Industry caseOn-prem Compliance LLM4h→30minIndustry caseIn-hospital Clinical LLM-65%Industry caseRetail & Logistics Ops LLM24/7Industry case
▸ Interested in Custom LLM Build & Ops?
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AI Product / Model Imagery
About

Generate product pages and ad creatives without a photo studio.

Spin up product / model / ad creatives in hours, not days. Heavy demand from EC, retail, beauty, and F&B.

Image production cost
60–80%
reduction
Studio-free
0 days
no shoot scheduling
Season / variations
On-demand
model reuse
Best for · Who this is for
  • 01EC / retail strained by studio + model costs
  • 02Brands producing seasonal variations by hand
  • 03Teams that perpetually run out of social / product imagery
Tech Stack
FluxStable DiffusionComfyUINano BananaPythonSupabase Storage
ProjectResult
Product Page Image Production3→1 person opsIndustry caseMulti-Region Ad CreativeMajor shoot cost cutIndustry case
▸ Interested in AI Product / Model Imagery?
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AI Short-Form Video
About

Auto-produced 15–30s shorts for social and ads — scripted, narrated, and edited by AI.

Solves three problems at once: shortage of TikTok / Reels material, cost/time of video production, and multilingual narration / subtitling.

Monthly output
5~6x
vs. baseline
Multilingual
KR·JP·EN
narration + subs
Shoot schedule
0 days
concept → done
Best for · Who this is for
  • 01Brands chronically short on TikTok / Reels material
  • 02F&B / hospitality needing inbound multilingual videos
  • 03Campaigns that need creative variety at speed
Tech Stack
RunwayVeoSoraElevenLabsffmpegCloudflare R2
ProjectResult
Monthly SNS Shorts Pipeline5→30/moIndustry caseMultilingual Inbound VideoKR/JP/EN deliveryIndustry case
▸ Interested in AI Short-Form Video?
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AI Consulting
About

AI adoption strategy through PoC validation — we guide you from start to finish.

For companies that want AI but don't know where to begin — we cover workflow analysis, strategy, and PoC builds together.

Adoption roadmap
Custom
business-first
PoC validation
2 wks
real use case
Action plan
Concrete
tools · scope · cost
Best for · Who this is for
  • 01Companies exploring AI but lacking a clear direction
  • 02Teams that need fast PoC validation
  • 03Companies that need an AI strategy report for leadership
Tech Stack
Claude APIOpenAILangGraphPythonBenchmark Reports
ProjectResult
Manufacturing AI Adoption Consulting-15% defect rate
▸ Interested in AI Consulting?
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PRACTICE 02Digital Product
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Web & App Development
About

Build web services and mobile apps optimized for your business goals.

From MVP to full-scale product — we ship fast with Next.js and React, delivering performance and SEO out of the box.

MVP ship
4 wks
idea → live
Lighthouse
90+
perf score
SEO
Built-in
meta · sitemap · OG
Best for · Who this is for
  • 01Startups wanting to validate a new product fast
  • 02Companies that need a website renewal
  • 03SaaS products needing complex dashboards or admin panels
Tech Stack
Next.jsReactTypeScriptTailwind CSSSupabasePostgreSQL
ProjectResult
farfreecar — EV Charging ServiceFull-stackMicrogrid Admin DashboardReal-timeAI SaaS Platform MVP4wks
▸ Interested in Web & App Development?
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Shopify Development
About

From store setup to subscription systems and performance optimization.

Shopify store setup, custom theme dev, app integrations, subscription systems — we build the technical foundation that drives revenue growth.

Conversion lift
+30%
avg uplift
Subscription retention
Retention
pause · resume · coupons
Auto orders
End-to-end
3 channels
Best for · Who this is for
  • 01Brands launching on Shopify for the first time
  • 02Existing Shopify stores that need performance improvement
  • 03K-brands considering global market expansion
Tech Stack
ShopifyLiquidShopify APIHydrogenRechargeShopify Markets
ProjectResult
Subscription E-commerce System+32%Industry caseHeadless Shopify Store1.2s LCPGlobal 4-Language Commerce+280%Industry case
▸ Interested in Shopify Development?
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WordPress Development
About

Corporate sites, blogs, and multilingual CMS builds.

WordPress-based corporate sites, blogs, and multilingual CMS. Custom themes and plugins deliver exactly the features you need.

Multi-language
WPML
KR · JP · EN · ZH
Content mgmt
Self-serve
for non-devs
SEO
Structured
schema · sitemap
Best for · Who this is for
  • 01Companies that need an official corporate website
  • 02Businesses starting blog-based content marketing
  • 03Brands that need to operate a multilingual site
Tech Stack
WordPressPHPACFWPMLMySQLCloudflare
ProjectResult
Multilingual Corporate Site3 langsMedia Blog Platform1M+ PV
▸ Interested in WordPress Development?
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PRACTICE 03Design & Branding
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Brand to product as one system — strategy, BX, and UI systems delivered as part of every project.