Understanding AI System Prompts

Published on 28 July 2025

Last updated on 10 August 2025

What Are System Prompts?

System prompts are the foundational instructions that define how an AI assistant behaves, communicates, and approaches tasks. Think of them as the comprehensive briefing you would give to a new team member before they start working with your clients or creating content on your behalf. They establish the AI's personality, expertise, boundaries, and working methods, ensuring consistent, high-quality outputs that align with your specific needs and brand standards.

Unlike the individual questions or requests you send to an AI (called user prompts), system prompts operate in the background, providing the stable framework that shapes every interaction. They transform a generic AI model into a specialised assistant that understands your industry, speaks in your voice, and follows your preferred working methods.

OnVerb's system prompt library allows you to create, store, and share these powerful instructions, turning your expertise into reusable AI configurations that deliver consistent results across your team and projects.


How System Prompts Work

The Architecture of AI Communication

Every AI interaction involves two types of instructions working together:

System Prompts (The Foundation):

  • Define the AI's role, personality, and expertise
  • Establish communication style and tone
  • Set boundaries and operational constraints
  • Provide context and background knowledge
  • Remain consistent across multiple interactions

User Prompts (The Specific Request):

  • Contain your immediate question or task
  • Provide specific context for the current interaction
  • Build upon the foundation established by system prompts
  • Change with each new request or conversation

The Power of Combination

When system prompts and user prompts work together effectively, you get:

  • Consistent Quality: Every response maintains your standards and approach
  • Brand Alignment: All outputs reflect your organisation's voice and values
  • Expertise Integration: AI responses incorporate your industry knowledge and best practices
  • Efficiency Gains: Reduced need to repeat instructions or provide context in every interaction
  • Scalable Excellence: Your expertise can be applied consistently across unlimited interactions

Types of System Prompts

Professional Role-Based Prompts

Marketing Consultant

You are a senior marketing consultant specialising in digital strategy for SMEs. Your approach is data-driven yet practical, focusing on actionable recommendations that small businesses can implement with limited resources. Always provide step-by-step guidance and consider budget constraints in your suggestions.

Legal Assistant

You are a legal research assistant with expertise in UK commercial law. Provide accurate information whilst clearly stating that your responses constitute general information only and not legal advice. Always recommend consulting a qualified solicitor for specific legal matters.

Educational Content Creator

You are an experienced educator creating learning materials for adult professionals. Use clear, accessible language and include practical examples. Structure content with clear learning objectives and provide opportunities for reflection and application.

Industry-Specific Prompts

Healthcare Administration

You are a healthcare administrative specialist familiar with NHS procedures and patient communication standards. Maintain professional empathy whilst providing clear, accurate information. Always respect patient confidentiality and direct clinical questions to appropriate medical professionals.

Financial Services

You are a financial services professional providing general information about banking and finance. Ensure all communications comply with FCA guidelines, include appropriate risk warnings, and clearly distinguish between general information and regulated financial advice.

Communication Style Prompts

Executive Communication

Communicate in a professional, executive-level style. Be concise yet comprehensive, focusing on strategic implications and business impact. Use clear headings, bullet points for key information, and always conclude with specific recommendations or next steps.

Customer Service Excellence

You are a customer service representative committed to exceptional service. Show genuine empathy for customer concerns, provide clear solutions, and always go the extra mile to ensure customer satisfaction. Maintain professionalism even when dealing with difficult situations.


Creating Effective System Prompts

The OnVerb System Prompt Framework

OnVerb provides a structured approach to system prompt creation:

1. Context and Background

  • Define the AI's role and primary purpose
  • Establish relevant industry knowledge and expertise
  • Provide necessary background information
  • Set the overall scope of responsibilities

2. Specific Information and Constraints

  • Detail what the AI should and shouldn't do
  • Establish quality standards and expectations
  • Define escalation criteria and boundaries
  • Include compliance and regulatory requirements

3. Intent and Objectives

  • Clarify the primary goals and success metrics
  • Establish priorities when objectives conflict
  • Define the target audience and their needs
  • Align with broader business or project objectives

4. Expected Input Types

  • Describe the typical requests and scenarios
  • Provide guidance for handling different input types
  • Establish protocols for unclear or incomplete requests
  • Define appropriate response formats

5. Example Outputs

  • Demonstrate the desired style and approach
  • Show appropriate level of detail and structure
  • Illustrate brand voice and personality
  • Provide templates for common scenarios

Best Practices for System Prompt Development

Be Specific and Clear

  • Use precise language that leaves no room for ambiguity
  • Provide concrete examples rather than vague descriptions
  • Define technical terms and industry-specific language
  • Establish clear priorities when multiple objectives exist

Establish Appropriate Boundaries

  • Clearly define what the AI can and cannot do
  • Set escalation criteria for complex or sensitive issues
  • Include compliance requirements and ethical guidelines
  • Respect professional and legal limitations

Integrate Your Brand Voice

  • Embed your organisation's personality and values
  • Establish consistent tone and communication style
  • Include preferred terminology and language choices
  • Align with existing brand guidelines and standards

Plan for Different Scenarios

  • Consider various types of requests and contexts
  • Provide guidance for handling edge cases
  • Establish protocols for incomplete or unclear inputs
  • Include contingency approaches for challenging situations

System Prompts in Practice

Real-World Applications

Content Marketing Agency A digital marketing agency creates system prompts for each client, encoding their unique brand voice, target audience, and messaging guidelines. This ensures that all AI-generated content maintains consistency across different team members and projects.

Result: 60% reduction in content revision cycles and improved client satisfaction

Legal Practice A commercial law firm develops system prompts for different practice areas, incorporating relevant legal frameworks, standard procedures, and client communication protocols.

Result: Consistent document quality across all fee earners and 40% reduction in document preparation time

Educational Institution A university creates system prompts for different academic departments, ensuring that AI-assisted course materials maintain appropriate academic standards and pedagogical approaches.

Result: Improved consistency in course quality and 50% faster curriculum development

Team Collaboration Benefits

Shared Expertise

  • Senior team members can encode their knowledge into system prompts
  • Junior staff benefit from expert guidance in every AI interaction
  • Best practices are automatically applied across all team activities
  • Knowledge is preserved and shared even when team members are unavailable

Quality Assurance

  • Consistent outputs regardless of who is using the AI
  • Reduced need for extensive review and revision cycles
  • Automatic compliance with organisational standards
  • Improved client satisfaction through consistent quality

Efficiency Gains

  • Reduced time spent providing context and instructions
  • Faster onboarding of new team members
  • Streamlined workflows and reduced repetitive tasks
  • More time available for high-value strategic work

Advanced System Prompt Techniques

Conditional Logic and Adaptability

Context-Aware Responses

When responding to technical queries, assess the user's apparent expertise level:

  • For beginners: Use simple language and provide step-by-step guidance
  • For intermediate users: Include relevant technical details and alternatives
  • For experts: Focus on advanced considerations and strategic implications

Multi-Scenario Handling

Adapt your approach based on the type of request:

  • For urgent issues: Prioritise immediate solutions and follow-up steps
  • For strategic planning: Focus on long-term implications and alternatives
  • For routine queries: Provide efficient, standardised responses

Integration with OnVerb Features

Document Management Integration

  • System prompts can reference uploaded documents and files
  • Consistent analysis approaches across different document types
  • Automated formatting and style application
  • Integration with team collaboration workflows

CSV Processing Enhancement

  • Specialised prompts for data analysis and interpretation
  • Consistent reporting formats across different datasets
  • Industry-specific analysis frameworks
  • Automated insight generation and recommendations

Team Sharing and Collaboration

  • Shared prompt libraries across team members
  • Version control and update management
  • Permission-based access to sensitive prompts
  • Collaborative prompt development and refinement

Managing Your System Prompt Library

Organisation and Structure

Categorisation Strategies

  • By Role: Marketing, Legal, Finance, Operations
  • By Client: Different prompts for different clients or projects
  • By Purpose: Content creation, analysis, customer service
  • By Complexity: Basic, intermediate, advanced applications

Naming Conventions

  • Use descriptive, searchable names
  • Include version numbers for iterative improvements
  • Add tags for easy filtering and discovery
  • Include creation date and last modified information

Version Control

  • Track changes and improvements over time
  • Maintain backup versions of successful prompts
  • Document the reasoning behind major changes
  • Enable rollback to previous versions when needed

Testing and Optimisation

Performance Monitoring

  • Track the effectiveness of different system prompts
  • Monitor user satisfaction with AI outputs
  • Analyse common issues and improvement opportunities
  • Compare performance across different prompt variations

Iterative Improvement

  • Regular review and refinement of existing prompts
  • A/B testing of different approaches and styles
  • Integration of user feedback and suggestions
  • Continuous alignment with evolving business needs

Quality Assurance

  • Regular testing with typical use cases and scenarios
  • Validation against brand guidelines and standards
  • Compliance checking for regulatory requirements
  • Performance benchmarking against industry best practices

System Prompts for Different Industries

Professional Services

Accounting and Finance

  • Client communication templates with appropriate disclaimers
  • Regulatory compliance integration (FCA, HMRC guidelines)
  • Technical accuracy requirements and verification protocols
  • Professional boundary establishment and escalation procedures

Consulting and Advisory

  • Framework-based analysis approaches (SWOT, Porter's Five Forces)
  • Client-specific customisation and confidentiality requirements
  • Deliverable formatting and quality standards
  • Stakeholder communication protocols

Education and Training

Higher Education

  • Academic writing standards and citation requirements
  • Research methodology integration and ethical considerations
  • Student communication protocols and accessibility requirements
  • Assessment criteria and feedback frameworks

Corporate Training

  • Learning objective alignment and competency frameworks
  • Adult learning principles and engagement strategies
  • Assessment and evaluation methodologies
  • Compliance training requirements and documentation

Healthcare and Wellbeing

Healthcare Administration

  • Patient communication standards and empathy requirements
  • Confidentiality and data protection protocols
  • Clinical boundary establishment and referral procedures
  • Regulatory compliance (CQC, NICE guidelines)

Mental Health and Wellbeing

  • Sensitive communication approaches and crisis recognition
  • Professional boundary maintenance and referral protocols
  • Evidence-based practice integration
  • Safeguarding requirements and escalation procedures

Security and Privacy Considerations

Data Protection

Encryption and Security

  • All system prompts are encrypted using AES-256-GCM encryption
  • Secure storage and transmission of sensitive prompt information
  • Access controls and permission management
  • Regular security audits and compliance verification

Confidentiality Management

  • Client-specific information protection
  • Intellectual property safeguarding
  • Competitive advantage preservation
  • Regulatory compliance maintenance

Compliance Integration

Industry Regulations

  • Automatic integration of relevant regulatory requirements
  • Compliance checking and validation protocols
  • Regular updates to reflect regulatory changes
  • Audit trail maintenance and documentation

Professional Standards

  • Integration with professional body requirements
  • Ethical guideline implementation and monitoring
  • Quality assurance and professional development
  • Continuing professional development alignment

Getting Started with System Prompts

Your First System Prompt

Step 1: Define Your Role Start by clearly defining what you want the AI to be:

  • What is their primary function or expertise?
  • What industry or domain knowledge should they have?
  • What level of authority or decision-making capability?

Step 2: Establish Communication Style Determine how the AI should communicate:

  • Formal or conversational tone?
  • Technical or accessible language?
  • Brief or detailed responses?
  • Specific formatting preferences?

Step 3: Set Boundaries and Constraints Define what the AI should and shouldn't do:

  • What topics or tasks are outside their scope?
  • When should they escalate to human expertise?
  • What compliance or ethical requirements apply?
  • What quality standards must be maintained?

Step 4: Test and Refine Try your system prompt with typical scenarios:

  • Does it produce the expected results?
  • Is the tone and style appropriate?
  • Are the boundaries respected?
  • What improvements could be made?

Building Your Prompt Library

Start Simple

  • Begin with basic prompts for your most common tasks
  • Focus on clarity and effectiveness over complexity
  • Test thoroughly before expanding or sharing
  • Document what works well and what doesn't

Expand Strategically

  • Add prompts for different roles or scenarios as needed
  • Develop client-specific or project-specific variations
  • Create team-shared prompts for collaborative work
  • Build complexity gradually based on experience and success

Maintain and Improve

  • Regular review and updating of existing prompts
  • Integration of user feedback and performance data
  • Alignment with evolving business needs and standards
  • Sharing of best practices across team members

Measuring Success with System Prompts

Key Performance Indicators

Quality Metrics

  • Accuracy and relevance of AI outputs
  • Consistency across different users and scenarios
  • Alignment with brand guidelines and standards
  • User satisfaction with AI-generated content

Efficiency Metrics

  • Time saved in content creation and analysis
  • Reduction in revision cycles and quality issues
  • Faster onboarding and training of new team members
  • Increased productivity across AI-assisted tasks

Business Impact

  • Improved client satisfaction and retention
  • Enhanced quality and consistency of deliverables
  • Reduced operational costs and resource requirements
  • Competitive advantage through AI-enhanced capabilities

Continuous Improvement Process

Regular Review Cycles

  • Monthly assessment of prompt performance and effectiveness
  • Quarterly strategic review of prompt library and organisation
  • Annual comprehensive evaluation and strategic planning
  • Ongoing integration of user feedback and suggestions

Performance Optimisation

  • A/B testing of different prompt approaches and styles
  • Data-driven refinement based on usage analytics
  • Best practice sharing across teams and departments
  • Integration of new AI capabilities and features

Support and Resources

Getting Help

Documentation and Guides

  • Comprehensive system prompt development guides
  • Industry-specific templates and examples
  • Best practice recommendations and case studies
  • Video tutorials and step-by-step instructions

Community Support

  • User community forums and discussion groups
  • Peer-to-peer learning and experience sharing
  • Regular webinars and training sessions
  • Expert-led workshops and masterclasses

Professional Support

  • Dedicated customer success team assistance
  • Custom prompt development and consultation services
  • Training and onboarding programmes for teams
  • Strategic guidance for enterprise implementations

Advanced Features

Enterprise Capabilities

  • White-label system prompt solutions
  • API integration for custom applications
  • Advanced analytics and performance monitoring
  • Dedicated support and service level agreements

Integration Options

  • Connection with existing business systems and workflows
  • Custom development and implementation services
  • Third-party tool integration and connectivity
  • Scalable deployment across large organisations

System prompts represent the bridge between your expertise and AI capabilities, enabling you to create consistent, high-quality outputs that reflect your knowledge, values, and standards. Whether you're an individual professional looking to enhance your productivity or a large organisation seeking to scale your expertise across teams, OnVerb's system prompt capabilities provide the foundation for effective AI collaboration.

Ready to get started? Create your free OnVerb account today and begin building your system prompt library. With 50 free credits, you can experiment with different approaches and discover how system prompts can transform your AI interactions from generic responses to tailored, professional outputs that truly serve your needs.


Need assistance? Our customer success team is available to help you develop effective system prompts for your specific industry and use cases. Contact us at support@onverb.co.uk or explore our comprehensive knowledge base for detailed guidance and examples.