About
Spring Engineering Intelligence Platform
Customer-ready engineering platform for spring manufacturers — reduce scrap, shorten PPAP cycles, and ship with confidence.
Business contact: markying2014@gmail.com
Turn spring designs into production-ready decisions: manufacturability, risk drivers, and PPAP-grade quality evidence — in one workflow.
Typical pilot: one product family, one line, 2–4 weeks — with measurable ROI.
Disconnected workflows
- Engineering: calculations exist, but yield and manufacturability are unclear.
- Production: firefighting after issues occur — scrap and line stops.
- Quality: PPAP/SPC evidence takes manual effort and is hard to standardize.
Result
Scrap, rework, delayed SOP, and audit pressure — plus PPAP cycles that keep getting rejected.
Typical Customer Scenarios
Three common situations where teams need fast, evidence-based decisions.
Before SOP, you need to know what will break first: manufacturability, risk drivers, and which actions matter.
- Output: risk badge + drivers + prioritized actions
- Reduce PPAP rejections and avoid late design changes
Scrap rate spikes, alarms increase, and quality drifts — but the team can’t tell whether it’s machine, process, or design.
- Correlate anomalies with machine, batch, and time window
- Make root-cause investigation systematic and faster
When customers ask for evidence, the bottleneck is not analysis — it’s assembling consistent, auditable documentation.
- One-click evidence pack: SPC + capability + audit-ready PDF
- Traceable results that auditors can review and sign
Pilot Timeline
A practical 4-step process to reach measurable outcomes in 2–4 weeks.
Scope & Success Metrics
Define product family, line, and KPI (scrap, FPY, PPAP cycle time).
Ingest Specs & Data
Onboard drawings/specs + one dataset (SPC or inspection) and map fields.
Run Risk + Evidence
Generate risk radar, drivers, and an audit-ready quality evidence pack.
Deliver ROI & Rollout Plan
Review results, quantify ROI, and define the next integration path (CSV/API/MES).
What You Get
Three connected modules with concrete outputs your team can act on.
A design gate that outputs a clear risk badge, drivers, and prioritized actions — before production.
- Engineering OK
- Manufacturing Risk
- High Risk
Explainable by engineers: rules + interpretable metrics, with traceable evidence.
Connect production signals (machine status, takt, scrap, alarms) to the design and batch context.
- Pinpoint where problems originate: machine, process step, or specific time window.
- Help teams decide what to change first — design, process, or equipment.
One-click SPC/PPAP evidence packs: capability results, rule-based alarms, and audit-ready PDF exports.
Standardize reporting, shorten PPAP loops, and reduce manual effort.
Key Differentiators
| Traditional tools | Our platform |
|---|---|
| Single-point calculation | Engineering + Manufacturing + Quality |
| Static model | Real-time / production data-ready |
| Manual PPAP/SPC documentation | Audit-ready evidence pack in one click |
| Manual judgment | Systematic risk assessment |
| Black-box outcomes | Explainable, traceable conclusions |
- Rule-first, AI-assisted: statistics and engineering rules are the foundation; AI helps pattern detection and root-cause hints.
- Explainability over prediction: every conclusion can be reviewed by engineers.
- Industrial-grade architecture: modular analytics and report generation, ready for high-throughput data.
- Spring & precision component manufacturers
- Automotive / industrial equipment supply chains
- Quality teams needing PPAP / SPC / capability analysis
- Engineering teams reducing trial-and-error cost
Industrial Knowledge Embedding & Advanced Modules
We want to embed industrial spring knowledge (from internal presentations) into our system, not as static PPT, but as structured product capabilities.
Core Mission & Goals
Deliver industrial-grade precision for Arc Springs through 'Digital Twin' modeling — reducing physical scrap and accelerating the SOP cycle.
- Digital twin precision (Physics-aligned)
- Manufacturing-ready geometry export
System Architecture
- Unified Spring Registry: Support for Arc, Compression, and Spring Packs
- Pipeline: Backbone Generator → Shell Extruder → Physical Validator
- Type-specific geometry kernels for unique manufacturing constraints
Key Technical Requirements
Parametric Modeling
- Variable wire & mean diameter
- Variable pitch & arc length integration
- Arc geometry (Radius, Free/Block Angle)
Engineering Math
- Toroidal Helix (True geometry)
- Angle-based parametric centerline
- Curvature-compensated pitch integration
Manufacturing Awareness
- Grinding depth control (mm definition)
- Stress/load validation vs wire limits
- Automatic manufacturing constraint alerts
Simulation Readiness (FEM-ready)
Explicit torque, stiffness, and contact regions for high-fidelity nonlinear industrial simulation.
Manufacturing Excellence & Production Capabilities
Combining decades of industrial heritage with next-generation digital intelligence — we deliver precision at scale.
- CNC multi-axis coiling
- Automated grinding lines
- Precision heat treatment
- Real-time 3D simulation
- CAD/CAM integrated design
- Proprietary rule engine
- Automated optical inspection
- IATF 16949 compliant
- SPC process control
Trusted by global automotive OEMs, Tier 1 suppliers, and specialized industrial equipment leaders.
Customer Outcome
Launch programs faster with fewer surprises — a shared, evidence-based workflow across engineering, production, and quality.
Contact / Next Steps
- 30-min discovery: goals, constraints, and success metrics
- Pilot inputs: drawing/spec + 1 dataset (SPC or inspection)
- Deliverables: risk radar + evidence pack + action list
Optional
- Integration checklist (CSV / API / MES)
- ROI estimate and pilot plan template
- Sample report pack (SPC / PPAP / audit-ready PDF)
Business contact: markying2014@gmail.com