Case studies

Working demonstrations of legislative intelligence.

Self-directed projects showing how Polilens handles video, legislative context, recorded votes, and analytical outputs at scale. They demonstrate capability; they are not client engagements.

Floor-video intelligence

Technical case study

Which Republicans voted the way Democrats urged?

Polilens identified Democratic Yea or Nay urges in floor video, mapped each one to the exact pending action, and compared it with every Republican member's recorded vote.

318: mapped Records
456: Democratic urges
27,984: member-vote comparisons

Texas House 89R

Open case study

Legislative behavior analysis

Interactive case study

Modeling Texas House voting patterns beyond raw agreement

A technical demonstration of member-specific, roll-adjusted models for within-party cohesion and directional cross-party voting patterns.

1,586: divided GOP rolls
1,245: modeled connections
34: cross-party pairs

Texas House 89R

Open case study