Utilizing the AI agent Esko in the analysis

Prompt library for analyzing ZEF surveys

1. General

These two reports should be requested from Esko for every survey:

  • Create a report for the management team including an action plan based on development areas and strengths. Explain what we should do next to improve our operations and increase customer/employee satisfaction.
  • Conduct a foresight analysis based on this survey.

Additional prompts:

  • Highlight individual responses that include criticism or development ideas.
  • How are development areas reflected in open feedback?
  • Create material for the CEO focusing only on ROI.
  • Create a report for the marketing team on how they can utilize the results.
  • Create a report for sales on how they should sell our services based on this survey.
  • Create an individual report for each manager (X people), including their team’s responses. Highlight strengths, development areas, and direction. Do not ask follow-up questions—complete everything in one go.

2. Employee surveys

Root causes and deep understanding

  • Analyze open responses and identify key root causes behind low satisfaction or risk signals. Group findings into themes and explain their drivers.
  • Why did respondents answer as they did? What deeper factors explain the responses?
  • What are the biggest hidden issues not explicitly stated but inferred from responses?

Risks and employee turnover

  • Identify early warning signs related to engagement, wellbeing, or turnover. What might escalate if not addressed?
  • Which factors are most strongly linked to turnover risk?
  • What requires immediate action vs. later attention?

Segmentation and employee insight

  • Compare responses across groups (teams, roles, locations). What differences or trends emerge?
  • Where is the greatest variation, and what does it indicate?

Employee experience and strengths

  • Where does the organization perform best from the employee perspective, and why?

Actions and prioritization

  • Suggest 3–5 high-impact actions and justify expected outcomes.
  • If leadership could act on only one thing, what should it be and why?

Changes and trends

  • Compare results to previous surveys. What improved, declined, or remained stable—and why?

Summary and reporting

  • Summarize key themes from open feedback for leadership.
  • Which individual comments best illustrate key issues or successes?

Beyond numbers

  • What insights are not visible from numerical data alone?

3. Customer surveys

Root causes and deep understanding

  • Analyze open feedback and identify root causes of satisfaction or dissatisfaction.
  • Why did customers respond as they did? What deeper drivers explain this?
  • What hidden issues can be inferred?

NPS and drivers

  • What drives willingness to recommend? What explains differences between promoters and detractors?
  • What insights are not revealed by NPS alone?

Risks and churn

  • Identify early warning signs of churn. What might escalate?
  • What factors are linked to churn risk?

Segmentation and insight

  • Compare responses across segments (countries, tenure, etc.).
  • Who are least satisfied and why?
  • Define the Ideal Customer Profile (ICP).

Customer journey

  • Where does the experience break down and why?
  • Where do we succeed best and why?

Actions and prioritization

  • Suggest 3–5 key improvements and expected business impact.
  • If only one action is possible, what should it be?

Changes and trends

  • Compare to previous results.

Summary and reporting

  • Summarize key themes.
  • Highlight representative comments.

Business impact

  • How does customer experience link to revenue, loyalty, upsell?

Sales & marketing

  • How should we communicate our strengths?
  • Create reports for sales and marketing teams.

4. Cross-analysis (customer + employee)

  • Identify shared root causes across both datasets
  • Detect risks and early warning signals
  • Compare segments and highlight differences
  • Analyze alignment vs. gaps between employee and customer experience
  • Identify actions that improve both simultaneously
  • Link insights to business outcomes
  • Provide leadership summary and recommendations

5. Sales surveys

  • Identify root causes behind sales success and challenges
  • Detect risks impacting conversion and relationships
  • Compare teams, roles, and segments
  • Highlight strengths and competitive advantages
  • Suggest prioritized actions to improve performance
  • Track changes over time
  • Provide clear summary for sales leadership

6. Marketing surveys

Includes:

Event surveys

  • Analyze success, friction points, and participant experience
  • Identify improvements and impact

Market research

  • Identify needs, segments, and buying drivers
  • Analyze competition and positioning

Brand research

  • Understand brand perception, strengths, and weaknesses

Messaging tests

  • Evaluate clarity, effectiveness, and audience fit

Content & channel surveys

  • Identify most effective content and channels

Campaign feedback

  • Evaluate campaign performance and improvements

Website & digital experience

  • Identify usability, clarity, and conversion barriers

Customer insight surveys

  • Define ICP, motivations, and buying readiness

7. Leadership self-assessment

  • Identify root causes behind leadership strengths and weaknesses
  • Detect risks in decision-making and trust
  • Compare leadership alignment
  • Highlight strengths and development areas
  • Suggest prioritized actions
  • Track changes over time
  • Provide leadership report

8. Strategy development surveys

  • Identify root causes behind strategy clarity and challenges
  • Detect strategic risks and misalignment
  • Evaluate shared understanding across the organization
  • Highlight strengths and opportunities
  • Suggest prioritized actions
  • Track development trends
  • Provide leadership-level summary and recommendations