DX & PoC Support
PoC That Leads to Production.
Beyond Proof of Concept — DX Support Through to Full Implementation.
"We achieved 80% accuracy in our PoC."
A familiar report in the DX industry.
Yet only 30–40% of those PoCs ever reach production. (Source: IDC Japan, et al.)
MASSIVE LINKS designs every PoC with
production deployment and business outcomes in mind from day one.
Leveraging the full AI-Driven Core stack,
we partner with you from PoC → Full Implementation → Business Growth.
2–3 mo.
FAST
Validation Period
Results
COMMITTED
Outcome-Committed
Full
INTEGRATED
Through to Full Implementation
WHAT IS DX & PoC
What are DX and PoC?
Digital Transformation
DX
Using digital technology to fundamentally transform a company’s business model, processes, and customer experience. It goes beyond simple “IT adoption” to rebuild competitive advantage.
Proof of Concept
PoC
A small-scale experiment to verify whether a new technology or idea actually delivers results. Confirming effectiveness before full investment reduces risk.
Start small, scale with confidence
DX × PoC
DX requires significant investment, and going all-in at once is risky. PoC lets you validate impact at small scale first, then move to full implementation when results are clear — the proven path to DX.
Purposes of PoC
THE REALITY
Why do so many PoCs fail?
Of all DX / PoC projects, those that reach production are only
30-40%
That means 60-70% of PoCs fail.
Based on IDC Japan research and others
5 Patterns of PoC Failure
01
Unclear objectives
Starting with vague goals like "we want to try AI" or "we want to do DX."
→ No clear validation criteria, and no way to evaluate outcomes.
02
No scale consideration
The PoC works on small data, but production-scale data fails to perform.
→ Production requirements were never considered from the start.
03
Frontline not involved
Only IT or consultants drive the project, disconnected from real operational pain points.
→ The finished system goes unused by the people who need it.
04
Stops at technical validation
Satisfied with "80% accuracy achieved" or "operation confirmed."
→ Business impact (revenue, cost reduction, etc.) is never validated.
05
No full-rollout plan
The PoC becomes the end goal; no budget or team structure is planned for full implementation.
→ Even a successful PoC leads nowhere.
A design that solves all five of these problems from the very beginning is essential.
SUCCESS CONDITIONS
5 conditions for PoC success.
01
Clear Goal Setting
- ▸Define what to validate (tech / business / operations)
- ▸Quantify success criteria
- ▸Explicitly state failure criteria
02
Measuring Business Impact
- ▸Impact on revenue
- ▸Cost reduction effect
- ▸Degree of operational efficiency improvement
- ▸Customer satisfaction
03
Design for Scale
- ▸Validation at production data volume
- ▸Confirm scalability
- ▸Estimate operational costs
04
Involving the Field
- ▸Interviews with front-line staff
- ▸Trial use on the floor
- ▸Continuous feedback
05
Planning for Full Implementation
- ▸Assume full implementation from the start of PoC
- ▸Plan budget and team in advance
- ▸Define a clear schedule
MASSIVE LINKS designs to satisfy all 5 conditions.
OUR DIFFERENCE
Traditional PoC Support vs. MASSIVE LINKS.
6 Competitor Categories & Weaknesses
MASSIVE LINKS → Results × Speed × Continuity
Important: What we deliver is not a "PoC report" — it’s the start of real business results.
A PoC is the first step toward full implementation. MASSIVE LINKS is the partner that makes sure that step is taken with confidence.
OUR PROCESS
MASSIVE LINKS PoC Process.
We map the path to business results in 2–3 months.
STEP 01
Assessment & Goal Setting
Duration：1–2 weeks｜Team：PM + Business Analyst
Activities
- ・Executive interviews
- ・Field staff interviews
- ・Problem identification
- ・Setting KGI/KPI
- ・Quantifying success criteria
Deliverables
- ▸PoC plan
- ▸Success criteria document
STEP 02
Design & Preparation
Duration：1–2 weeks｜Team：AI Engineer + Architect
Activities
- ・Technical architecture design
- ・Data preparation & cleansing
- ・Definition of evaluation metrics
- ・Scale strategy design
Deliverables
- ▸Technical design document
- ▸Dataset
STEP 03
PoC Development & Implementation
Duration：4–6 weeks｜Team：AI Engineer + Full-stack Engineer
Activities
- ・Prototype development
- ・Rapid implementation via AI-driven development
- ・Iterative improvement
- ・Field trial
Deliverables
- ▸Working PoC system
- ▸Development documentation
STEP 04
Evaluation & Validation
Duration：2–3 weeks｜Team：Data Analyst + Business Analyst
Activities
- ・Technical evaluation (accuracy, performance)
- ・Business impact measurement
- ・ROI estimation
- ・Field feedback collection
- ・Risk identification
Deliverables
- ▸Evaluation report
- ▸ROI estimate document
STEP 05
Full Implementation Roadmap Planning⭐ Our biggest differentiator
Duration：1–2 weeks｜Team：PM + Business Consultant
Activities
- ・Define scope for full implementation
- ・Detailed cost and timeline estimate
- ・Team and schedule planning
- ・Risk management plan
- ・Executive proposal
Deliverables
- ▸Full implementation project plan
- ▸Executive presentation
→ Proceed directly to full implementation with MASSIVE LINKS
Total: See the "next move" in 2–3 months.
POC SAMPLES
PoC examples, visualized.
* The following is dummy data. These are not actual client cases.
SAMPLE 01
🤖 Internal Workflow Automation PoC
Challenge
Finance team spends 20 hours/month on month-end processing
PoC Scope
Automated invoice data extraction + accounting system integration
Validated in 2–3 months
- ▸Accuracy: 95%+
- ▸Workload reduction: 50%
- ▸Error rate: under 3%
Next Step
→ Full rollout to all departments
SAMPLE 02
📊 Customer Data Analytics PoC
Challenge
Unable to predict churn; follow-ups are always reactive
PoC Scope
Churn prediction AI + CRM integration
Validated in 2–3 months
- ▸Prediction accuracy: 80%
- ▸Early follow-up count: +30%
- ▸Churn rate improvement: -15%
Next Step
→ Full operation + expansion to other domains
SAMPLE 03
💬 AI Chatbot Implementation PoC
Challenge
Staff overloaded with customer inquiry responses
PoC Scope
Internal FAQ AI chatbot
Validated in 2–3 months
- ▸Auto-resolution rate: 60%
- ▸Response time: 10 min → 1 min
- ▸Customer satisfaction: maintained
Next Step
→ Full rollout + expansion to external customer support
SAMPLE 04
🚀 New Business AI Validation PoC
Challenge
Need to validate market fit for a new AI-powered service
PoC Scope
MVP development + limited user testing
Validated in 2–3 months
- ▸User acquisition: 50 companies
- ▸Retention rate: 70%
- ▸Revenue model validation
Next Step
→ Full service launch + business decision
COVERAGE
Coverage areas (by type of AI application).
🤖
01
Workflow Automation & Advanced RPA
- ▸Accounting automation
- ▸HR process automation
- ▸Customer support automation
- ▸Internal inquiry handling
📊
02
Data Utilization & Analytics
- ▸Churn prediction
- ▸Demand forecasting
- ▸Inventory optimization
- ▸Sales forecasting
💬
03
Customer Touchpoint Innovation
- ▸AI chatbot
- ▸Personalized marketing
- ▸Customer experience improvement
- ▸Customer success automation
🚀
04
New Business & Service Development
- ▸New AI-powered services
- ▸AI-enabling existing services
- ▸MVP development
- ▸Market fit validation
ROI VISUALIZATION
ROI calculation & business outcome visualization.
01
Revenue Impact
- ▸New customer acquisition
- ▸Upsell to existing customers
- ▸Churn rate reduction
02
Cost Reduction
- ▸Labor cost savings
- ▸Operational efficiency
- ▸Outsourcing fee reduction
03
Time Savings
- ▸Workload reduction rate
- ▸Processing speed improvement
- ▸Lead time reduction
04
Quality Improvement
- ▸Error rate reduction
- ▸Customer satisfaction improvement
05
Risk Mitigation
- ▸Compliance
- ▸Security
- ▸Business continuity
ROI calculation example (reference)
Investment
¥5M
3-month PoC
Annual benefit (estimate)
Hours saved: 2,000 hrs/yr × ¥3,000= ¥6M
Error reduction: ¥5M loss → ¥500K(¥4.5M saved)
Annual ROI
~5 months
payback period
→ We provide this level of estimates at the PoC stage. * Figures are samples.
AI-DRIVEN CORE INTEGRATION
Integration Flow with AI-Driven Core.
Benefits of End-to-End Service
- ▸No need to outsource to other vendors
- ▸Zero information gaps between stages
- ▸Consistent strategy throughout
- ▸Minimal management overhead
Everything handled entirely within MASSIVE LINKS.
Full Implementation Services
PRICING
Estimated cost and timeline.
Market rates for DX / PoC support
MASSIVE LINKS pricing
¥3M–¥8M
(2–3 months)
All-in-one pricing from assessment through full implementation roadmap
Small-scale PoC
¥2M–¥5M
Large or complex PoC
¥5M–¥15M
Discount when moving to full implementation
If you proceed with full implementation at MASSIVE LINKS after the PoC, a portion of the PoC cost will be credited against the implementation fee.
Our financial commitment to not stopping at PoC.
* Detailed estimates provided in your first free 60-minute consultation.
OUR STRENGTHS
The MASSIVE LINKS advantage.
STRENGTH 01
Committed to going beyond PoC
While 60–70% of industry PoCs stall and go nowhere, MASSIVE LINKS maps the path to full implementation. Step 05 'Full Implementation Roadmap Planning' is built into our standard process, and we design with production in mind from the PoC stage. This commitment is the decisive difference from other PoC support firms.
STRENGTH 02
Connected to the full AI-Driven Core
AI-driven development, LLM/RAG, AI agents. We design your PoC drawing on the full AI-Driven Core knowledge base — judging without bias which technology fits best. The same team handles full implementation, so nothing is lost in translation.
STRENGTH 03
Rapid validation in 2–3 months
We complete in 2–3 months what large SIers take 3–6 months to do. Rapid prototyping powered by AI-driven development delivers both speed and quality. We meet the expectations of executives who want answers fast.
FAQ
Frequently Asked Questions.
A 2–3 month PoC typically costs ¥3M–¥8M. Pricing varies based on scope and requirements. We provide a quote during your free 60-minute initial consultation.
Get Started
Ready to Start Your DX Journey
That Actually Succeeds?
Start real DX that goes beyond the PoC stage.
The first 60-minute DX & PoC consultation is free.
We will clarify your challenges and propose the optimal PoC scope.
* NDA can be signed before the first consultation.