October 2025
GenSearch Customer Panel: Where are they now?, Behind the Report: How customer feedback shaped the Cornerstone Content Report
October 23 - GenSearch Customer Panel: Where are they now?
Meetup Highlights:
Panelists Represented:
- Rod (Aria Systems)
- Matt & Aliya (Model N)
- Heather (Nelnet)
- Adam (NetSmart)
๐ 1. GenSearch Launch Recaps
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- Aria Systems launched to all customers in August after internal testing and feedback.
- Model N launched in September with a phased rollout and strong internal collaboration.
- Nelnet & NetSmart launched in July, both supporting internal and external audiences.
๐ฃ 2. Communication & Awareness Strategies
- Internal Rollouts included webinars, town halls, and phased testing with support teams.
- Customer Communication varied
- Model N used in-app messaging via Pendo and a company-wide town hall.
- Nelnet & NetSmart showcased GenSearch at their user conferences with live demos.
- Aria launched a quarterly newsletter focused on findability and GenSearch tips.
๐ง 3. Training & Adoption Tactics
- Tips for Asking Better Questions were embedded in the UI to guide users from keyword searches to full queries.
- Pendo Tooltips & Feedback Forms helped teams gather insights on why responses were marked unhelpful.
- Model N created walkthroughs and resource centers to onboard users effectively.
- NetSmart added instructional sidebars and tracked behavior patterns to improve search outcomes.
๐งน 4. Content Strategy & Cleanup
- Common exclusions included:
- Release notes (to avoid contradictory answers)
- Large tables and code-heavy articles
- Sensitive healthcare content
- Nelnet used banners to bridge legacy terminology with new naming conventions.
- Model N leveraged tagging and permissioning to tailor content by product and release version.
๐ 5. Feedback & Metrics
- Most teams reported low feedback volume (~1–2%), with a mix of helpful and unhelpful ratings.
- Key insight: Negative feedback often pointed to vague queries or gaps in documentation—not GenSearch itself.
- Completions reports were used to identify content gaps and improve documentation.
๐ก 6. Lessons Learned
- Turn GenSearch on by default when possible, with a toggle for opt-out.
- Educate users continuously—training doesn’t stop at launch.
- Tailor strategies to your audience—some groups may need more guidance or prefer opt-in experiences.
- Community collaboration matters—panelists praised the Expert community for shared learning and support.

October 28 - Behind the Report: How customer feedback shaped the Cornerstone Content Report
๐ Meetup Highlights:
Presented by Jackie Pines, Product Manager at Expert
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Purpose of the Session
- Jackie introduced the Cornerstone Content Report and explained how customer feedback directly influenced its development.
- The goal: Help teams identify high-priority content and support AI-powered workflows like Gen. search.
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How Reports Are Prioritized
- Reports are shaped by cross-functional collaboration, especially with engineering, data analysts, and the Product Engagement & Strategy team.
- Jackie’s background as a Customer Success Manager helped her bring real-world customer insights into product development.
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Key Features of the Cornerstone Content Report
- Combines metrics from multiple existing reports (Page Views, Session Insights, Search Insights).
- Includes Gen. search engagement data to reflect how content is surfaced in AI responses.
- Filters allow users to drill down by:
- Date range
- User type (internal vs. external)
- Page location (based on site architecture)
- Engagement channel (e.g., search, referral)
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Use Cases
- Identify cornerstone content for different audiences.
- Prioritize articles for Gen. search adoption.
- Support content audits with update status indicators.
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Demo Walkthrough
- Jackie showed how to use filters to isolate content by category, subcategory, and engagement type.
- Explained how update status is calculated (e.g., edited within the past year).
- Highlighted how Gen. search metrics may differ from traditional page views.
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Customer Feedback & Future Enhancements
- Requests for:
- Reverse search insights (see what terms led users to specific pages).
- Better tracking of reusable content updates.
- Visibility into pages with zero views.
- A potential “audit event” to distinguish meaningful updates from minor edits.
- Jackie confirmed these ideas are being considered for future iterations.
- Requests for:
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Report Availability
- Enabled on all customer production sites as of October.
- Data starts from September 2025 (can be backfilled upon request).
- Updates nightly with a 24-hour refresh cycle.


