Prepare and structure the case
Bring different pieces of information into one place and organize them into a structured starting point.
How PI Works
PI moves through gated stages so it can stay useful with patchy data, stay honest about what is provisional versus confirmed, and only surface action when a permitted lane clears.
From input to insight
Stage 1 forms early hypotheses. Stage 2 refines candidate structure. Stage 3 confirms what holds up. Each stage has a different role. After confirmation, PI can report what matters most, rank possible action lanes, and still abstain when nothing clears the gate.
Bring different pieces of information into one place and organize them into a structured starting point.
Make a first pass when the case is new, the data is limited, or rediscovery is needed.
Strengthen, reshape, or drop candidate links as more support appears.
Confirm, downgrade, or keep findings provisional depending on the evidence.
Show what PI sees, what is confirmed, what is still tentative, what matters most, and whether PI should stop at explanation or surface a permitted action range.
Core ideas
Why this matters
In complex situations, the system should not treat an early hunch the same way it treats a confirmed finding. PI is built to preserve that difference, select what matters most, and avoid turning every plausible lever into advice.
Claim boundary
Next
The clearest way to understand PI is to look at it in a real use case.