Proposal Generation & Filtering

Traditional governance relies on static forum discussions, long documents, and subjective interpretation. Quack AI replaces this friction with an AI-powered Proposal Engine that can read structured or unstructured data, extract relevant information, and generate actionable proposals.

The system acts as both a governance assistant and a context engine, ensuring proposals are not only valid but also measurable, compliant, and ready for execution.

Core Capabilities

Data Parsing

Processes disclosures, transaction logs, and real-world triggers. Outcome: Converts unstructured input into on-chain parameters.

Contextual Summary

AI models summarize the proposal’s objective and impact. Outcome: Reduces noise and focuses voter attention.

Auto-Classification

Assigns proposal types such as funding, upgrades, compliance actions, and RWA operations. Outcome: Streamlines workflow and execution routing.

Relevance Filtering

Filters spam or low-signal proposals using trust scores. Outcome: Keeps governance clean and efficient.

AI Drafting Assistant

Suggests structured text, reasoning, and formatting for proposals. Outcome: Standardizes proposals and improves comprehension.

Capability Table

Feature	Description	Outcome
Data Parsing	Processes logs, disclosures, and real-world signals	Converts raw input into parameters
Contextual Summary	Summarizes objectives and impact	Reduces noise
Auto-Classification	Assigns proposal categories	Streamlined routing
Relevance Filtering	Filters weak proposals	Clean governance
AI Drafting Assistant	Suggests structured drafts	Better reasoning and standardization

How It Works

1. Trigger A governance event is initiated by a user, agent, or on-chain condition (for example, NAV threshold crossed or parameter update request).

2. AI Parsing The Proposal Engine scans data sources and formats the input into structured templates.

3. Classification Proposals are categorized by type and urgency using predefined categories.

4. Validation The engine runs compliance checks against the Policy Engine before submission.

5. Publication The final draft is displayed for review or automated delegation.

Benefits

• Drastically reduces time between idea and actionable proposal.

• Removes subjective interpretation and forces standardization.

• Makes governance accessible for institutions unfamiliar with Web3 norms.

• Ensures every proposal is contextually scored before it reaches voters.

Governance starts with clarity. The Proposal Engine ensures that from the first step, decisions are precise, compliant, machine-readable, and ready for execution.