Resource Planner
IRP stakeholder engagement
What You Do Today
Facilitate stakeholder engagement through IRP advisory groups, public workshops, and technical conferences. Present complex planning analysis in accessible formats and incorporate stakeholder input into the planning process.
AI That Applies
AI helps generate stakeholder-friendly visualizations of complex modeling results and summarizes public comment themes for efficient review.
Technologies
How It Works
For irp stakeholder engagement, the system draws on the relevant operational data and applies the appropriate analytical models. The processing layer applies the appropriate analytical models to the structured data, generating scored outputs that surface the most actionable insights. The output — stakeholder-friendly visualizations of complex modeling results and summarizes p — surfaces in the existing workflow where the practitioner can review and act on it.
What Changes
Data visualization and public comment analysis become more efficient.
What Stays
Facilitating contentious stakeholder discussions, translating technical analysis into public understanding, and the political navigation that makes or breaks an IRP proceeding.
What To Do Next
This section won't tell you what your numbers should be. It will show you how to find them yourself. Every instruction below produces a real, verifiable result in your organization. No benchmarks, no projections — just the steps to build your own evidence.
Establish Your Baseline
Know where you are before you move
Before adopting AI tools for irp stakeholder engagement, understand your current state.
Without a baseline, you can't measure whether AI actually improved anything. You'll adopt tools without knowing if they're working.
Define Your Measures
What to track and how to calculate it
Time per cycle
How to calculate
Measure how long irp stakeholder engagement takes end-to-end today, then after AI adoption.
Why it matters
The most visible improvement is speed. If AI doesn't save time, question whether it's adding value.
Quality of output
How to calculate
Track error rates, rework frequency, or stakeholder satisfaction scores before and after.
Why it matters
Speed without quality is just faster mistakes. Measure both.
Start These Conversations
Who to talk to and what to ask
your VP Operations or COO
“What data do we already have that could improve how we handle irp stakeholder engagement?”
They're prioritizing which operational processes to automate
your process improvement or lean lead
“Who on our team has the deepest experience with irp stakeholder engagement, and what tools are they already using?”
They understand the workflow dependencies that AI tools need to respect
a frontline supervisor
“If we brought in AI tools for irp stakeholder engagement, what would we measure before and after to know it actually helped?”
They see the daily reality that AI tools need to fit into
Check Your Prerequisites
Confirm readiness before you invest
Check items as you confirm them.