About

About SWAPP

Transforming industrial data analytics with an AI-first approach - from licensed tools to governed APIs to intelligent insights

North Star

SWAPP: The Default Workbench by End of 2026

Our vision is clear: SWAPP becomes the default workbench for Explorer, Trend, Stats, and PPM, transforming how industrial organizations interact with their operational data.

PI is a data source, not "the product"

SWAPP becomes the default workbench (explore - trend - stats - ppm - insights)

AI is embedded in every workflow (search, analysis, root cause, report, automation)

Scadanerve proves a PI alternative path (sensors - agents - open time-series)

1 Licensed Tools
2 Governed APIs
3 SWAPP Workbench
4 Sensors-to-Agents
Values

Guiding Principles

The core values that drive our platform development

API Contracts First

Everything observable with logs, metrics, and traces. APIs are products with clear contracts and SLAs.

Extension-First UI

Shared navigation, authentication, and data layer. Modules plug in seamlessly without platform changes.

Safety First

AI recommends; write-actions are gated and auditable. Human oversight on all critical operations.

Dual Path

Improve PI now, build open pipeline for tomorrow. Strategic flexibility without disrupting operations.

Team

Team Structure

A lean but effective organization for 2026 delivery

Platform Squad

piwebapi + auth + observability + devops

  • API development & governance
  • Authentication & authorization
  • Infrastructure & deployment
  • Monitoring & alerting

Data/Analytics Squad

pipolars + stats recipes + evaluation harness

  • Analytics SDK development
  • Statistical methods & recipes
  • AI/ML evaluation & testing
  • Data quality pipelines

Product Squad

swapp core + explorer + trend UX

  • User experience design
  • Frontend development
  • Feature implementation
  • User research & feedback

Scadanerve Pilot Squad

edge ingestion + historian + agent runtime

  • Edge device integration
  • Time-series storage
  • Agent development
  • Bridge mode validation

Part-time Partners

Security/GRC OT/SCADA Engineer UX Designer
Metrics

Governance & KPIs

How we prove transformation and measure success

Adoption

  • WAU/MAU for SWAPP
  • Number of saved views
  • Number of shared analyses
  • Meeting usage frequency

Replacement

  • % trending sessions moved from licensed tool
  • Reports generated from SWAPP vs legacy
  • License cost reduction
  • User preference surveys

Reliability

  • API uptime (target: 99.9%)
  • p95 latency
  • Data freshness
  • Failed extraction rate

Business Impact

  • Hours saved in analysis/reporting
  • Faster RCA time
  • Reduced forced outages
  • Decision quality improvement

AI Quality

  • Hallucination/unsafe response rate
  • Accuracy of NL-query (verified samples)
  • Agent recommendations accepted/rejected
  • User satisfaction with AI features
Evolution

Project Graduation Goals

How each project should evolve through 2026

API wrapper
piwebapi Governed data access layer
Dataframe connector
pipolars Industrial analytics SDK
Work app
swapp Internal industrial OS
Tool clones
swapp.* modules Workflow-native tools
Idea
scadanerve Credible PI alternative path

Ready to Transform Your Industrial Data?

Join the AI-first transformation journey. Get in touch to learn how SWAPP can revolutionize your operations.

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