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POLICY INTELLIGENCE

Bill Briefing

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v2.4 engine test

NEW ANALYSIS

New Briefing

Find or load a bill to get a grounded and focused briefing.

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enter text manually

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LABEL

Briefing type

Bill stage

Effects described as potential rather than current obligations.

Stakeholders

Tailors the analysis to the selected audience or perspective.

Lobb-E uses this to decide what the briefing covers. It does not add facts about the bill.

0 / 100 words

Trim to 100 words to get your briefing.

Bill number

State

Sponsor optional

Description optional

Editing the title affects AI analysis prompts and filenames. For display-only renames, use the Alternate Label field.

Alternate Label optional

You may label this bill with a working title that will appear on briefings and advocacy output products.

Search, upload, or load a bill to begin.

Grounded analysis, communication products, and bill tracking — all in one place.

How Lobb-E works

1
Find or upload a bill
Search LegiScan or drop in a PDF.
2
Get a grounded briefing
Tailored to you and your stakeholders.
3
Create communication products
Turn the briefing into shareable pieces.
4
Track it
File the bill in a folder and follow it through the session.

Get more from Lobb-E

✓ Got a PDF of an amended or substitute bill? Run it through the Redline Cleaner first — Lobb-E reads strikethrough markup the way legislators see it. Bills you load from LegiScan are cleaned automatically.
✓ Stakeholder briefs apply your saved “Stakeholders” settings. Neutral briefs skip them for a more general read.
✓ Be specific with your stakeholders. “K-12 superintendents” produces a sharper brief than “education officials.”

Analyzing

Starting analysis...

50%

Analysis in progress

Writing your brief — here's what we've found so far

Provisions identified

—

Lead finding

Top provisions by impact

Writing your full brief now...

Save to Bill Tracking:

📋 Please review the detailed analysis before generating outputs.

Detailed Analysis

Complete analysis · Verified against bill text · Click to review

▸

Verifying accuracy against bill text...

Neutral Overview

Draft Legislation

This analysis reflects only what is explicitly supported by the bill text — uncertainty is flagged, not resolved.

⚠ Verify before citing externally · ▾

✎ You have edited sections in this brief. Your edits will be used when generating outputs.

Reading the colors in this brief

Inferred Reasonable interpretation, labeled as conditional

Unclear Not specified in the bill, flagged for your judgment

Unmarked paragraphs are drawn directly from the bill text.

Verified against bill text · Lobb-E Policy Intelligence

Bill Text

Full bill text.

No bill text available.

Current briefing |

Posture & Outputs

Your briefing is written. This page turns it into communications. Choose who is speaking and where you stand on the bill, add any points of your own, then pick what to create. Everything is written from your briefing, in your voice.

Who is speaking Required

Choose the voice the outputs are written in. An organization writes as "we"; a named spokesperson or an elected official writes as "I".

Name · required for this voice Title · optional Office · optional

Your relationship to this bill · optional

Your posture on this bill Required

Choose your posture and the outputs will lead with it. Then tell Lobb-E why, in your own words — your reasons, specific points, and any quotes stay in your voice, while every fact about the bill still comes only from your approved brief.

How strongly · optional

Your outputs will be generic unless you add your voice. Tell Lobb-E why you hold this position, then use “Add your voice” below. Lobb-E works better when you collaborate and share specifics.

Why you hold this position · optional

Your reasoning stays yours. Facts about the bill come from your approved brief.

Add your voice: specific points, quotes, and notes on tone · optional

Specific points or amendments · optional

Quotes to use · optional · up to three · reproduced exactly as typed

Notes on voice and length · optional · shapes voice, emphasis and length — it cannot add facts

What to create Select all that apply

Choose one or more · numbers show writing order 0 picked

Internal for your team Advocacy for legislators & allies Media for press Planning for implementation

Organizational stance

Overall posture required

Desired outcome

Sponsor relationship

Communication tone

Bill Details and Context

Concern types · choose any that apply

Acceptable provisions

Problematic provisions

Open questions

Recommendations

Use your organization's legislative prioritiesFrom Settings. Never used in the three neutral outputs. I understand these drafts are written by AI, and AI can make mistakes. It is my job to review and edit them before I share them with anyone.

Analysis Summary

Your briefing is ready. Set your position on the left, then generate your selected outputs.

Clean redlined bills before you create a briefing

Lobb-E reads your PDF with AI vision, marks likely strikethroughs in red, and lines up the cleaned text beside the original. Approve everything at once, or correct it line by line — then create your briefing.

Upload PDF

Original and cleaned, side by side

The bill stays on the left, the cleaned text on the right. With a PDF, click any page and the right side jumps to match.

Step 1

Review the marks

Every likely strikethrough is marked in red. Click ✓ to accept a deletion or ✗ to keep the text — or hit Accept All to approve the whole bill at once.

Step 2

Fix anything by hand

Select any lines the AI missed and delete or edit them directly. The cleaned text stays yours to correct before anything moves forward.

Step 3

Create Briefing

When the text looks right, click Create Briefing. Lobb-E analyzes the cleaned bill and builds your briefing from it.

Bill Tracking

All Bills

Does not refresh bills in ended sessions

Bills you're watching

Document branding

Brand your exported documents

Name or organization

Your name or organization — used on all exported documents and pre-fills the briefing setup form.

Organization type

Stakeholders

Pre-fills Stakeholders on every new briefing to focus the work on provisions most relevant to your organization.

Paste your organization's priorities (up to 500 words). Lobb-E uses the ones a bill touches when it writes talking points, testimony, emails and posts. It never uses them in briefs or in the three neutral outputs.

0 / 500 words

Trim to 500 words to save.

Organization logo — appears in exported document headers

⬆

Upload logo

PNG, JPEG, or WebP · replaces placeholder in document header

Logo replaces the placeholder header on distributed documents. Internal briefing documents are unaffected.

Brand color — used on exported PDF headers and section accents

Live preview

Logo

Your Organization

HB 1116

March 2026

Prepared with analytical support from Lobb-E. Powered by Lobb-E

✓ Saved — applies to all new exports

About

Team member management

Manage your team

Team discussion updates

Email me when teammates post about a bill

At most one email an hour, listing the bills with new discussion, and only when something new was posted.

Compare Bill Versions

Load two versions of the same bill or paste the text manually. The comparison will identify what changed between versions, rank changes by significance, and explain what they mean in practice.

If either version contains redlined text (substitute bills, redline drafts), clean it first — redlines will be misread as current law and the comparison will be inaccurate.

Advanced settings Comparison model · auto-configured by default

Show▾

Model is auto-selected. Override here if needed.

Search state

Version A

Search legislation (optional)

Version A — Original / Earlier

Version B

Search legislation (optional)

Version B — Substitute / Amended

Context for Comparison

Your organization

Areas of focus (optional)

Key questions (optional)

Lobb-E · Policy Intelligence · Legislative data by LegiScan

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