Lobb-E — Legislative Response Copilot

Setup

Briefing

Position

Outputs

Find or paste a bill

Searches the current legislative session. Supports bill number or keyword search.

Bill number

Jurisdiction

Sponsor (optional)

Bill title (optional)

Bill text * Upload PDF

If your bill contains strikethrough redline text, that formatting won't carry over when pasting or uploading. For best results, use the enrolled or introduced bill text rather than a tracked-changes version. The system will flag unexpected word combinations but may not identify all redline artifacts.

What do you need?

Step 1 — always runs first

Internal Analysis Briefing

Two-pass analysis, checked for consistency before you see it. Your analytical foundation — generated from bill text, never leaves your organization.

Certainty levels Consistency check Prevents overreach Internal — not a deliverable

Step 2 — choose what to produce · unlocks after analysis completes

Advocacy outputs

11 output types — testimony, talking points, emails, slide deck, press release, and more. Generated from the approved analysis.

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Custom briefingnew

Define your own sections for your audience. Generated from the approved analysis. For distribution — your structure, your voice.

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Bill Chat

Ask questions — anchored to the approved analysis and bill text. Not general AI chat.

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⚙ Advanced settings Model selection · auto-configured by default

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Models are automatically selected based on bill complexity. Override here if needed.

Analysis Model — generates the brief

Review Model — second-pass consistency check

Outputs Model — advocacy products

Legislative Briefing

Two-pass review · Grounded in bill text

Analyzing

Preparing your briefing

Starting analysis...

⬡ Initializing...

Generate

Review

💾 Save this analysis as a project:

Legislative Briefing

Draft Legislation

⚠Verify before citing externally

AI-generated analysis using a two-pass review: a generation pass drafts the brief, a validation pass checks it for accuracy and flags overreach. Cost figures, timelines, and numeric estimates are not sourced data — assumptions are noted in Sources & Assumptions. Verify before external use. Generated by:

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

Certainty Direct Inferred Unclear

Ready to share or file for documentation

≡Reviewer Record

Separate analyses with timestamps

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Pipeline traces: Pass 1 (Generated Brief), Validator Result, and Final Brief are shown below.

Pass 1 · Segmentation

Model · Time

Pass 2 · Extraction

Model · Time

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Validator Result

Model · Time

Final Brief

Model · Time

Bill Section Index

Operative sections identified directly from the bill text — what the AI actually read and grounded this analysis in.

Bill Text

Full bill text.

No bill text available.

Custom Briefing · for distribution

Build your outward-facing brief

Source: Approved Internal Analysis — all validation and contradiction-gate rules apply to every section. For distribution — your structure, your voice.

Your sections

Choose a section type · add a custom title · reorder as needed

Section type

Custom title (optional — display only)

Section type

Custom title (optional — display only)

Section type

Custom title (optional — display only)

Validation active on every section: No invented relationships · Operative language preserved (may ≠ will) · Unresolved items flagged, not resolved · Contradiction gate active on every section

Position & Outputs

Select the work products you need, then tell us where your organization stands.

What do you need today? Select all that apply

Bill status

required

Organizational Stance

Overall posture *

Desired outcome

Sponsor relationship

Communication tone

Acceptable provisions

Problematic provisions

Concern types

Open questions

Recommendations

Analysis Summary

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

Compare Bill Versions

Load two versions of the same bill or paste the text manually. The comparison will focus on what changed, what it means for your position, and what new risks or opportunities emerged.

⚙ Advanced settings Comparison model · auto-configured by default

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Model is auto-selected. Override here if needed.

Comparison Model — analyzes both versions

Version A

Search Georgia legislation (optional)

📄 Version A — Original / Earlier

Version B

Search Georgia legislation (optional)

📄 Version B — Substitute / Amended

Context for Comparison

Your organization

Your existing position on this bill

Key concerns from prior analysis (optional)

Legislative Briefing

Preparing your briefing

Position & Outputs

Outputs

Previous Projects

Compare Bill Versions

Comparing bill versions