Data Application Development

• •Built on periscopeVerse, our own reusable framework for production-grade R interfaces.
• •Pre-built components from periscope2, our open-source R package.
• •Ideal when your analysis and data pipeline already live in R.
• •Python support is on our roadmap, through the same engagement.

• •Streamlit or Dash, whichever fits your team and stack.
• •The same production-grade interaction patterns as our R Shiny work.
• •Clean separation between app code and your data layer.
• •Ideal when your team is Python-native or your tooling lives in Python.

• •Python (Streamlit or Dash) or R Shiny, whichever fits your team and stack.
• •Python or R, your call.
• •R Shiny work builds on periscopeVerse, our proven framework.
• •Python accelerators are on our roadmap.

• •For R Shiny apps: pre-built components from periscope2, one example from our framework, ready to drop in.
• •Downloadable tables, plots & files.
• •Usage logger with a built-in log viewer.
• •In-app announcements & alerts.

• •The same assistant pattern already running in Coverse, built into your app from day one.
• •Chat/assistant integration built in.
• •Grounded, source-traceable responses.
• •Proven in a live production app.

• •Ongoing updates and consultation after launch, not a one-time handoff, plus integration with your existing apps.
• •Continuous updates & improvements.
• •Ongoing consultation as your needs evolve.
• •Integrates with your existing apps & systems.

We extend and modernize your existing app or workflow. We don’t ask you to start over.

Every dashboard is built with clear data provenance and audit logging in mind, not a black box.

Each module is independent and separately priced. Start with one, add more as the collaboration grows.