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Simpal
A Virtual Lab

What a Pilot Looks Like

An illustrative overview of how a collaborative pilot engagement can work.

Because every material challenge and R&D workflow is unique, the exact structure of a pilot is shaped around the specific needs of each team. As a starting point, we often begin with a flexible, recommended 3-month pilot phase to assess how your use case can be explored using Simpal.

An illustrative progression typically looks like the following:

Phase 1: Needs Assessment & Consultation

We begin by establishing confidentiality and understanding your material focus areas:

  • NDA Exchange: Executing bilateral NDAs before discussing proprietary chemistries or internal data.
  • Material Consultation: Reviewing the materials currently in use, the formulations you are interested in developing, or potential substitutes you are evaluating.
  • Target Properties: Identifying the specific property targets and performance criteria relevant to your application.

Phase 2: Virtual Samples & Assisted Testing

Based on the agreed scope, we work on setting up and running virtual evaluations:

  • Virtual Sample Setup: The Simpal team develops digital representations corresponding to your candidate formulations.
  • Assisted Virtual Testing: We assist your team in setting up computational tests and extracting initial property curves.
  • Collaborative Calibration: Reviewing simulation outputs alongside any available reference data to ensure alignment.

Phase 3: Analysis & Experiment Planning

The final phase focuses on interpreting results and exploring next iterations:

  • Results Review: Jointly examining the generated curves and data points with our team.
  • Simpal AI Agent: The Simpal AI Agent is available to chat, help interpret findings, and discuss potential parameter adjustments.
  • Planning Next Steps: Using the gathered insights to plan future virtual runs or guide physical lab experiments.

Tailored to Your Context

This outline serves as a reference framework. Timelines, milestone deliverables, and focus areas can be adjusted to fit your team's internal schedules and project priorities.