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Show HN: Govbase – Follow a bill from source text to news bias to social posts

govbase.com

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Show HN: Govbase – Follow a bill from source text to news bias to social posts

#1
Govbase tracks every bill, executive order, and federal regulation from official sources (Congress.gov, Federal Register, White House). An AI pipeline breaks each one down into plain-language summaries and shows who it impacts by demographic group.

It also ties each policy directly to bias-rated news coverage and politician social posts on X, Bluesky, and Truth Social. You can follow a single bill from the official text to how media frames it to what your representatives are saying about it.

Free on web, iOS, and Android.

https://govbase.com

I'd love feedback from the community, especially on the data pipeline or what policy areas/features you feel are missing.

Show HN: Govbase – Follow a bill from source text to news bias to social posts
govbase.com

Re: Show HN: Govbase – Follow a bill from source text to news bias to social posts

#4
> An AI pipeline breaks each one down into plain-language summaries and shows who it impacts by demographic group.

Wont this process be inherently biased by itself? Usually attempts (by humans or computers) to "summarize" or frame things in "plain language" will apply a bias since it intentionally omits all the myriad context and legal/societal "gray areas" that will inform one perspective or another.

Re: Show HN: Govbase – Follow a bill from source text to news bias to social posts

#5
Looks interesting, but trending social only shows X which will lean conservative. Obviously Bluesky/Reddit will lean left but it should presumably show all bias influences? I don't think Truth Social should be included as its such a niche.

Generally looks like a potentially excellent resource for marketing to media platforms.

Edit: I found a Bluesky one but had to scroll down a lot. If that's to do with relative lack of activity it should probably be clearly explained.

Re: Show HN: Govbase – Follow a bill from source text to news bias to social posts

#7
post #4

> An AI pipeline breaks each one down into plain-language summaries and shows who it impacts by demographic group. Wont this process be inherently biased by itself? Usually attempts (by humans or computers) to "summarize" or frame things in "plain language" will apply a bias since it intentionally omits all the myriad context and legal/societal "gray areas" that will inform one perspective or another.

Very true. We're constantly trying to refine this and eventually plan on hiring policy researchers for a human in the loop but we just don't have the funding for that currently. We are trying to be transparent for how our scoring does work which you can read more about here: https://govbase.com/methodology

The biggest issue we have found, as you have mentioned, is just the larger context. For example (I don't think this is a real example and would need to check), the TikTok purchase deal could be ranked as an overall benefit for gig workers making content since the outlined alternative was a flat out ban hurting their income. So a deal going through, alleviating that alternative of a ban, in a vacuum is good. However, that ignores the larger context of where that option even came from and the surrounding political context around that deal. So we know the system isn't perfect right now and we're constantly trying to optimize to get the larger picture.

Re: Show HN: Govbase – Follow a bill from source text to news bias to social posts

#8

Not able to create account via Apple - invalid_request: Invalid web redirect url.

Thank you! The web app launched less than a month ago so definitely still working on bugs. I will get this fixed today. I appreciate the notice.

Re: Show HN: Govbase – Follow a bill from source text to news bias to social posts

#10

Looks interesting, but trending social only shows X which will lean conservative. Obviously Bluesky/Reddit will lean left but it should presumably show all bias influences? I don't think Truth Social should be included as its such a niche. Generally looks like a potentially excellent resource for marketing to media platforms. Edit: I found a Bluesky one but had to scroll down a lot. If that's to do with relative lack…

Thanks for the feedback! We mainly include Truth social since Trump and a few of his closest administration are active on there and a large goal of Govbase is to follow the story from Trump posting about tariffs, the news reacting, the EO happening, etc.

I would love to include more Bluesky posts, besides it seeming more balanced - it's also free data compared to X. However, most political social posts happen on X. Even AOC, who is the most followed account on Bluesky still I think is more active on X than Bluesky.

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