Can a reader look past a claim and inspect its evidence?
Votify puts political commitments into an explorable interface. A reader can browse the collection, open a detail view, and follow the linked sources behind a commitment.
My contribution
I worked on the backend workflow coordinating Gemini, Perplexity, and Llama to cross-check commitments against source documents.
Team: Peter Yuk — backend; Blessing Amoah — prompt engineering; Araf Latif and Dylan D’rozario — frontend.
Open a claim. Follow the source.
01 · Start with the collection.
The dashboard groups political figures and commitments, with filters for narrowing the view.
The screen gives a reader a way into the collection without opening every source document first.
02 · Open the reasoning.
The detail view brings commitments, model assessments, and supporting evidence into the same place.
The screenshot includes a model-disagreement message. The interface exposes that uncertainty alongside its assessment.
03 · Continue to the documents.
Evidence entries include links to supporting documents so a reader can inspect the source.
A source link makes the output inspectable. Linking coverage alone does not establish that an assessment is correct.
Project links & details
Node.js · Express.js · Python · Model APIs