Labor relations specialists operate at the intersection of law, negotiation, and human dynamics — a field where precision and preparation can make or break outcomes. Whether you're heading into collective bargaining, managing a grievance, or drafting workplace policy, AI can serve as a powerful thinking partner to sharpen your strategy and documentation. These 35 prompts are built for the real demands of the role, giving you a ready-made starting point for every major challenge you face.
Contract Negotiation Preparation
Prompt 1: Benchmarking Wage Proposals
I am preparing for an upcoming collective bargaining session. Our union is requesting a 6% wage increase over two years. Help me research and summarize industry wage benchmarks, cost-of-living trends, and comparable settlements in [industry/sector] so I can develop a data-backed counter-proposal.
Prompt 2: Drafting a Negotiation Strategy Brief
Act as a senior labor relations consultant. Help me draft a negotiation strategy brief for an upcoming contract renewal with [union name]. Include sections on our key priorities, areas of flexibility, likely union demands, potential trade-offs, and red lines management will not cross.
Prompt 3: Analyzing Existing Contract Language
Review the following contract clause and identify any ambiguities, risks, or areas that could lead to grievances or arbitration disputes. Suggest clearer alternative language that protects management's operational flexibility while remaining fair to employees: [paste clause here]
Prompt 4: Preparing for Tough Bargaining Topics
We anticipate the union will raise concerns about mandatory overtime, subcontracting, and job security in the next round of bargaining. Help me prepare management's position on each issue, including supporting rationale, likely union objections, and possible compromise language.
Prompt 5: Creating a Bargaining Timeline and Checklist
Help me build a detailed bargaining preparation checklist and timeline for a contract that expires in 90 days. Include steps for internal alignment, data gathering, proposal drafting, legal review, and team briefings. Format as a project plan with suggested deadlines.
Grievance and Dispute Resolution
Prompt 6: Drafting a Grievance Response
A union has filed a grievance alleging that management violated Article [X] of the collective bargaining agreement by [describe the alleged violation]. Help me draft a formal Step 2 grievance response that addresses the allegation, cites relevant contract language, and states management's position clearly and professionally.
Prompt 7: Identifying Grievance Patterns
I have the following list of grievances filed over the past 12 months: [list grievances by type, department, and outcome]. Analyze this data to identify recurring patterns, high-risk departments, and underlying issues that may be driving grievance activity. Suggest proactive measures to reduce future filings.
Prompt 8: Preparing for a Grievance Meeting
I have a Step 3 grievance meeting scheduled regarding a termination for cause. The employee was dismissed for [reason]. Help me prepare a meeting script, anticipate the union's arguments, and outline the evidence and documentation management should present to defend the decision.
Prompt 9: Evaluating a Grievance for Merit
Act as an impartial labor relations advisor. Based on the following facts and contract language, evaluate whether this grievance has merit and estimate the likelihood of a union prevailing if it goes to arbitration. Facts: [describe situation]. Relevant contract language: [paste clause].
Prompt 10: Writing a Grievance Settlement Agreement
The parties have agreed to resolve a grievance involving [brief description] on the following terms: [list agreed terms]. Help me draft a clear, professional settlement agreement that documents the resolution, includes a without-prejudice clause, and prevents the issue from being relitigated.
Labor Law Compliance and Documentation
Prompt 11: NLRA Compliance Review
Review the following management policy or practice and identify any potential violations of the National Labor Relations Act, including risks related to protected concerted activity, interference with union organizing, or unlawful surveillance: [describe policy or practice].
Prompt 12: Drafting a Disciplinary Action Letter
Help me draft a formal disciplinary action letter for an employee who has received two prior written warnings for [issue] and is now being issued a final written warning. The letter should document the policy violated, prior warnings, the specific incident, the consequence of further violations, and any corrective action required.
Prompt 13: Documenting a Labor Relations Incident
Help me write a factual, legally defensible incident summary for the following situation, which may become relevant in a grievance or arbitration proceeding: [describe the incident, dates, parties involved, and actions taken]. Use clear, objective language and avoid conclusions or opinions.
Prompt 14: Summarizing Recent Labor Law Changes
Summarize the most significant recent changes or developments in U.S. federal labor law, including NLRB rulings, regulatory changes, and court decisions, that a labor relations specialist should be aware of heading into 2025 collective bargaining. Focus on issues affecting [industry or sector].
Prompt 15: Building a Compliance Audit Checklist
Create a comprehensive labor relations compliance audit checklist for a mid-sized manufacturing company with a unionized workforce. Include areas such as contract administration, grievance procedure adherence, supervisor conduct, documentation practices, and NLRA obligations.
Union and Management Communication
Prompt 16: Drafting a Management Communication to Employees
Help me draft a factual, professional communication to all employees regarding the status of contract negotiations. Management wants to share its perspective on progress without making statements that could be construed as bad-faith bargaining or interference with union representation. Key points to convey: [list points].
Prompt 17: Writing a Letter to the Union
Draft a formal letter to the union's business agent acknowledging receipt of their latest proposal on [subject], requesting clarification on [specific points], and confirming the next scheduled bargaining session. The tone should be professional, collaborative, and without prejudice to management's position.
Prompt 18: Preparing Talking Points for a Supervisor Briefing
I need to brief frontline supervisors on what they can and cannot say to employees during an active union organizing campaign. Create a clear, practical talking points document covering lawful communication, prohibited conduct, responding to employee questions, and reporting obligations.
Prompt 19: Responding to a Union Information Request
The union has submitted an information request asking for [list of requested documents/data]. Help me draft a response that acknowledges the request, identifies which items we will provide, which we are objecting to and why, and sets a timeline for production. Ensure the response reflects our good-faith bargaining obligation.
Prompt 20: Crafting a Joint Communication to the Workforce
Management and the union have reached a tentative agreement. Help us draft a joint communication to employees that announces the agreement, highlights key changes from the prior contract, expresses appreciation for both parties' efforts, and outlines next steps for ratification.
Arbitration and Mediation Support
Prompt 21: Building an Arbitration Case Outline
I am preparing management's case for an arbitration hearing involving [brief description of the dispute]. Help me build a case outline that includes a statement of the issue, relevant contract language, a chronology of events, key evidence and witnesses, management's argument, anticipated union arguments, and our rebuttal strategy.
Prompt 22: Drafting an Opening Statement for Arbitration
Help me draft a concise, persuasive opening statement for management in an arbitration proceeding. The dispute involves [describe situation]. Our core argument is that [summarize position]. The statement should preview our evidence and frame the issue favorably for management without overstating facts.
Prompt 23: Preparing Witness Examination Questions
I need to prepare direct examination questions for [role of witness] who will testify on management's behalf in an arbitration concerning [subject of dispute]. The witness has knowledge of [relevant facts]. Draft a set of clear, open-ended questions that will help establish the key facts supporting our position.
Prompt 24: Evaluating Arbitration Award Implications
An arbitrator has issued the following award in a grievance case: [summarize or paste the award]. Analyze the implications of this decision for our ongoing contract administration, identify any contract language we should seek to clarify in the next round of bargaining, and flag any compliance actions we need to take immediately.
Prompt 25: Preparing for a Mediation Session
We have a federal mediation session scheduled to help resolve a bargaining impasse on [issue]. Help me prepare by identifying our best alternative to a negotiated agreement (BATNA), possible creative solutions that could bridge the gap, concession sequencing strategies, and the interests — not just positions — that are driving each side's stance.
Policy Development and Workplace Agreements
Prompt 26: Drafting a New Workplace Policy
Help me draft a workplace policy on [topic, e.g., remote work, drug testing, social media use] that is consistent with our existing collective bargaining agreement, complies with applicable labor law, and is written in clear language accessible to all employees. Highlight any areas where union consultation or bargaining may be required before implementation.
Prompt 27: Developing a Labor-Management Partnership Agreement
Draft a framework agreement for a joint labor-management committee focused on improving workplace safety and productivity. Include the committee's purpose, membership, meeting structure, decision-making process, scope of authority, and how its recommendations will be considered by management and the union.
Prompt 28: Reviewing a Proposed Policy for Labor Law Risk
Management is considering implementing the following new policy: [describe policy]. Identify any potential labor law concerns, including whether this constitutes a mandatory subject of bargaining, risks under the NLRA, and any notice or consultation obligations we may have with the union before rolling it out.
Prompt 29: Writing a Side Letter or Memorandum of Understanding
Help me draft a memorandum of understanding (MOU) between management and the union addressing [specific topic, e.g., a temporary scheduling change, a pilot program, a one-time benefit]. The MOU should be clear, time-limited if appropriate, and include language clarifying that it does not set a precedent or modify the underlying collective bargaining agreement.
Prompt 30: Creating a Progressive Discipline Policy
Draft a progressive discipline policy for a unionized workplace that is consistent with just cause principles commonly applied in labor arbitration. Include the steps of discipline, documentation requirements, employee and union rights at each stage, and examples of conduct that may warrant skipping steps.
Training and Strategic Advisory
Prompt 31: Designing a Supervisor Labor Relations Training Module
Create an outline for a half-day supervisor training module on labor relations fundamentals. Topics should include the basics of the collective bargaining agreement, how to handle employee complaints and grievances, what supervisors can and cannot do under labor law, and when to escalate issues to HR or labor relations. Include suggested exercises and discussion scenarios.
Prompt 32: Advising on a Union Organizing Response Strategy
Management has learned that a union organizing campaign may be underway in our [department/location]. Act as a strategic advisor and help me develop a lawful, ethical response strategy. Address early warning signs, permissible communication with employees, actions to avoid, and how to address legitimate workplace concerns that may be fueling organizing interest.
Prompt 33: Conducting a Labor Relations Risk Assessment
Help me conduct a labor relations risk assessment for our organization heading into the next fiscal year. Consider factors such as contract expiration dates, pending grievances or arbitrations, employee relations climate indicators, recent discipline trends, and external labor market conditions. Summarize key risks and recommended mitigation actions.
Prompt 34: Preparing an Executive Briefing on Bargaining Outcomes
We have just concluded contract negotiations with [union name]. Help me draft a concise executive briefing summarizing the key changes from the prior contract, estimated cost impact, significant wins and concessions for each side, implementation steps required, and any ongoing risks or unresolved issues to monitor.
Prompt 35: Building a Long-Term Labor Relations Strategy
Act as a senior labor relations strategist. Help me develop a three-year labor relations strategy for a company with [number] unionized employees across [number] bargaining units in [industry]. Address goals for relationship quality, contract stability, grievance reduction, supervisor training, and proactive employee engagement. Include key performance indicators for measuring progress.
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