Twin Series · New Product Introduction
NPI Twin
Connect specifications, pilot-build evidence, and Gate Reviews into one traceable NPI decision flow.
NPI Twin is the Domain Twin™ for new product introduction. It connects product specifications, process conditions, pilot-build results, issue history, and Gate criteria in one NPI context, helping teams prepare reviews, identify evidence gaps, and plan the next validation build. Final engineering and release decisions remain with authorized personnel.
Works with existing EVT/DVT/PVT, Stage-Gate, and company-specific processes.
NPI teams rarely lack data. They lack a shared decision trail.
Product specs, process conditions, pilot-build data, issue records, and past cases are scattered across systems and people. Before each review, teams spend time reconciling revisions and filling evidence gaps just to answer three questions: What do we know? What is still missing? Who owns the next step?
Before review: Build the package
Organize product requirements, pilot status, source revisions, and open items first, so review time stays focused on engineering judgment and risk tradeoffs.
During pilot builds: Find evidence gaps earlier
Compare baseline recipes, candidate conditions, measurements, and similar cases in one context, then flag what still needs validation.
After review: Capture decisions and know-how
Retain SOPs, 8D records, issue cases, review outcomes, and decision rationale so approved practices can be reused across future products and sites.
From requirements to release to manufacturing, one NPI context.
Four stages follow a common NPI decision sequence and can map to EVT, DVT, PVT, Stage-Gate, or your own process. Expand a stage to see its inputs, stakeholders, and outputs.
Define | Requirements & baseline
Turn product specifications, customer requirements, and initial pilot-build data into a shared baseline for the team.
- Inputs: product specifications, pilot-build data, process constraints, customer requirements
- Stakeholders: NPI PM, product engineering, process engineering, domain experts
- Outputs: baseline context, gap list, next-build plan
Validate | Pilot build & validation
Compare process conditions and recipes, measurements, and historical cases to surface yield risks and remaining validation needs.
- Inputs: baseline recipe, process window, measurements, historical cases
- Stakeholders: process engineering, quality, test engineering, analytics
- Outputs: candidate conditions, risk summary, validation gaps
Review | Review evidence
Turn issues, measurements, DOE results, and process reports into evidence that is ready for review.
- Inputs: pilot lots, issue records, SPC/QMS, SOPs, Gate criteria
- Stakeholders: NPI PM, quality, test, process engineering, management
- Outputs: review package, evidence gaps, next validation build
Transfer | Release to manufacturing
Once manufacturing readiness is confirmed, carry approved conditions, decision rationale, and know-how into release to manufacturing and subsequent reuse.
- Inputs: approved review package, production conditions, manufacturing-readiness status
- Stakeholders: manufacturing, quality, engineering, IT, data owners
- Outputs: release-to-manufacturing decision, follow-up actions, reusable knowledge
Four NPI workflows where value is easiest to validate.
Each workflow can be introduced independently. Start with work that is frequent, data-accessible, clearly owned, and measurable.
Pilot-build preparation & review package
Start with product specifications, pilot conditions, and current project status to build one review-ready package.
- Organize product specifications and pilot conditions
- Identify data gaps and open items
- Connect relevant SOPs and historical cases
Process recipe & yield-risk analysis
Compare baseline recipes, candidate conditions, measurements, and prior builds to create a risk view engineers can verify.
- Establish baseline and candidate conditions
- Summarize yield risk, pass probability, and sensitivity
- Flag conditions that need more data or validation
Issue history & engineering knowledge
Bring SOPs, 8D records, failure cases, and engineer feedback into the current product and process context to find relevant precedents.
- Retrieve similar issues and corrective-action cases
- Compare failure mechanisms and condition differences
- Capture engineer corrections as reusable knowledge
Gate Review & next validation build
When evidence is not yet sufficient for a Gate decision, organize gaps, risks, and the next validation build for authorized review.
- Organize Gate criteria and evidence gaps
- List required fixes, exceptions, and open items
- Retain decision rationale and accountability boundaries
NPI Twin is the Domain Twin™ for new product introduction.
NPI Twin brings enterprise data, process knowledge, model capabilities, and review workflows into one NPI context. The NPI PM Agent coordinates tasks and consolidates outputs, while specialized capabilities support recipe comparison, risk analysis, case retrieval, and review preparation. Final engineering judgment and release-to-manufacturing decisions remain with authorized personnel.
Enterprise data & knowledge
Product specifications, MES/PLM/QMS, pilot data, recipes, SOPs, 8D records, failure cases, and historical lots.
NPI Twin / NPI PM Agent
Coordinates recipe comparison, predictive analysis, knowledge retrieval, and review preparation according to the current NPI stage.
Engineering review & decision
Review packages, evidence gaps, plans for the next validation build, and inputs for GO/HOLD/REWORK decisions.
Start with one NPI workflow you can validate.
Choose a workflow with clear ownership, accessible data, and measurable output. Align inputs, human checkpoints, and deliverables first; then plan the pilot and system integration after the value is proven.
PoC scope & acceptance criteria
Align the business problem, user workflow, data scope, and acceptance criteria so the PoC tests a real decision process, not a generic demo.
- Confirm the Executive Sponsor, Business Owner, Domain Expert, and IT/Data Owner
- Select the highest-value NPI workflow to start
- Assess product, process, pilot, and knowledge data
- Define Agent boundaries and initial acceptance criteria
Pilot workflow & enterprise validation
Use one measurable NPI workflow to complete data assessment, workflow design, engineering review, and Pilot Go/No-Go preparation. Timing depends on data readiness and integration scope.
- Step 1: Workflow, data, and knowledge assessment
- Step 2: Workflow and output design
- Step 3: Domain Expert, engineering, and IT validation
- Step 4: Pilot Go/No-Go and scale-out plan
How to measure: Select 1–3 metrics that fit the workflow, such as review-package preparation time, decision lead time, engineering hours, first-pass yield, or knowledge reuse rate. Improvement should be validated against the customer baseline and PoC results.
Common questions before adopting NPI Twin
A quick check on positioning, responsibilities, and PoC data requirements.
What is NPI Twin?
NPI Twin is the Domain Twin™ for new product introduction. It brings product specifications, pilot data, enterprise knowledge, model analysis, and Gate Reviews into one NPI context to support review packages, next-build planning, and decision inputs.
Does NPI Twin replace the NPI PM or engineers?
No. The NPI PM Agent and specialized Agents organize conditions, compare evidence, prepare analysis, and consolidate outputs. Engineers, quality teams, and managers remain responsible for technical validity, risk, Gate decisions, and formal release to manufacturing.
What do we need to start a PoC?
Start with one product, one pilot stage, and one review package. Bring the available specifications, pilot data, SOP/8D records, historical cases, and the acceptance question you need to answer. Then define the data prerequisites and measurable output together.
NPI Twin PoC
Start with one real NPI case.
Tell us your current product stage, the review work that takes the most time, and what data is available. We’ll help identify a practical PoC starting point.
- Choose one product-introduction or pilot-build scenario
- Align data sources, owners, and human review points
- Define acceptance criteria for the review package, Gate decision, or next validation build
Talk to Profet AI
Share a few details about your current NPI challenge. Our team will follow up to discuss a practical PoC starting point.