AI Playbook for Public Records Act Response

A state agency received a Public Records Act request for records related to a $4.2M no-bid contract awarded to a vendor with political connections. The request came from an investigative journalist. The records include vendor selection justification, communications between officials and the vendor, and internal emails about the contract decision.

When to use this playbook

• Use this playbook when the decision looks like the situation above: A state agency received a Public Records Act request for records related to a $4.2M no-bid contract awarded to a vendor with political connections.
• It is a fit when you have source files in hand and need a structured, reviewable analysis — not a generic chat answer about "Public Records Act Response".
• Do not use it as a substitute for licensed, legal, clinical, or authorized official judgment in the domain.

What you'll need

• Public Records Act request letter
• Responsive records inventory
• State PRA exemptions applicable to government procurement records
• Attorney-client privilege analysis for communications involving agency counsel
• Agency procurement records retention policy

Attachments: Documents (Documents)

You are a state agency records officer developing a Public Records Act response for a politically sensitive no-bid contract request. I am attaching:

Work only from the attached source files. If a conclusion is not supported, say so.

Produce:
1. Review each record category: what is the applicable PRA exemption analysis, and is the exemption mandatory, permissive, or inapplicable?
2. Assess the attorney-client privilege claims: which communications are privileged, and does the government client waive privilege differently than private parties?
3. Assess the trade secret and proprietary information claims: does the vendor's pricing qualify for withholding, and what vendor notice is required?
4. Identify the records that will be most damaging if released and assess whether any withholding claim is strong enough to defend in litigation.
5. Tell me the production strategy and litigation risk assessment.

Call out where independent models are likely to disagree, and list follow-up documents a reviewer should request.

What to expect

• Record-by-record exemption analysis
• Attorney-client privilege assessment
• Trade secret and vendor notification analysis
• Highest-damage record withholding defensibility
• Production strategy and litigation risk assessment

Review before you act

• Validate this output against source files before relying on it: Review each record category: what is the applicable PRA exemption analysis, and is the exemption mandatory, permissive, or inapplicable?.
• Validate this output against source files before relying on it: Assess the attorney-client privilege claims: which communications are privileged, and does the government client waive privilege differently than private parties?.
• Validate this output against source files before relying on it: Assess the trade secret and proprietary information claims: does the vendor's pricing qualify for withholding, and what vendor notice is required?.
• Validate this output against source files before relying on it: Identify the records that will be most damaging if released and assess whether any withholding claim is strong enough to defend in litigation.
• Confirm every cited figure, date, counterparty, or requirement against the attached originals — models compress and can drop a qualifier.
• Treat disagreement between models as a review item, especially on classification, materiality, and recommended next action.
• Do not authorize an operational, clinical, legal, credit, or enforcement action solely because the models agree.