Use Cases
Bruin for dashboards
Dashboard questions answered instantly, from executive reporting to engineering velocity, marketing funnels to financial planning.
Operations & Efficiency
34 use casesEmployee Attrition Rate Dashboard
Build me a dashboard showing monthly voluntary and involuntary attrition rates by department — with a rolling 12-month average and a target of under 15% annualized voluntary attrition.
Cloud Cost Optimization Dashboard
I need a dashboard showing cloud spend by service — compute, storage, networking, database — with idle resource identification and potential monthly savings exceeding $500.
Incident Management Metrics Dashboard
Show me a dashboard tracking all production incidents — severity distribution, MTTD, MTTR, incidents per week, and root cause categories — with a target MTTR of under 1 hour for P1 incidents.
Procurement and Vendor Management Dashboard
Build me a dashboard showing all active vendor contracts — value, renewal date, owner, and utilization rating — flag contracts renewing within 90 days that have not started the review process.
Office Space Utilization Tracker
I need a dashboard showing daily office occupancy rates by floor and zone — with peak utilization times and a comparison of actual vs maximum capacity to inform space planning.
Recruiting Pipeline Dashboard
Show me the recruiting pipeline — applications received, phone screens, interviews, offers extended, and offers accepted — by department with conversion rates and average time in each stage.
Accounts Payable Aging Report
Build me a dashboard showing AP aging — current, 30-day, 60-day, and 90-plus day buckets — with total outstanding, largest payables, and early payment discount opportunities.
IT Security Posture Dashboard
I need a dashboard showing security posture — open vulnerabilities by severity, patch compliance rate, MFA adoption, and phishing simulation results — with a target of 100% MFA and zero critical vulnerabilities.
Employee Diversity and Inclusion Metrics
Show me a quarterly dashboard with workforce diversity metrics — gender, ethnicity, and age distribution — by department and management level with YoY trend comparisons.
System Uptime and Availability Dashboard
Build me a real-time dashboard showing service uptime for each microservice — current status, 30-day uptime percentage, and incidents this month — with a target of 99.95% availability.
Process Automation ROI Tracker
I need a dashboard tracking each automation we have deployed — estimated hours saved per week, error rate before vs after, and cumulative cost savings — with total automation ROI this year.
New Employee Onboarding Efficiency
Show me a dashboard tracking new hire onboarding — checklist completion rate, days to full system access, manager satisfaction score, and 90-day retention rate — with a target of 100% checklist completion by day 5.
SaaS Tool Stack Utilization Report
Build me a dashboard showing all SaaS tools — monthly cost, number of licensed seats vs active users, and last login date per user — flag tools with less than 50% seat utilization.
Cross-Team Dependency Tracker
I need a dashboard showing all cross-team engineering dependencies — requesting team, blocking team, priority, age in days, and impact on release timeline — flag any dependency older than 2 sprints.
Payroll and Compensation Summary Dashboard
Show me a monthly payroll summary — total payroll cost, average compensation by department, benefits cost as percentage of payroll, and headcount-adjusted cost per employee trend.
Release Management Dashboard
Build me a dashboard showing release history — version, date, features included, rollback count, and post-release incident rate — with a target of zero rollbacks per month.
Support Cost Per Ticket Analysis
I need a dashboard showing fully-loaded cost per support ticket — by channel (email, chat, phone) and tier (L1, L2, L3) — with volume trends and a target of under $15 per L1 ticket.
Infrastructure Capacity Planning Forecast
Show me a dashboard projecting infrastructure capacity needs — CPU, memory, storage, and bandwidth — based on current growth rate with alerts when projected utilization exceeds 75% within 30 days.
Internal Communication Metrics Dashboard
Build me a dashboard tracking internal communication health — Slack message volume by channel, email volume, response times, and after-hours communication percentage — with alerts when after-hours messaging exceeds 20% for any team.
Project Profitability Dashboard
I need a dashboard showing profitability for each customer project — revenue, direct costs, allocated overhead, and margin — flag any project with margin below 30%.
Data Warehouse Cost Attribution by Team
Show me a monthly dashboard attributing data warehouse compute and storage costs to each team — based on query patterns and data owned — with the top 10 most expensive queries.
Compliance Training Completion Tracker
Build me a dashboard showing compliance training completion rates — security awareness, harassment prevention, data privacy — by department with overdue employee lists and a 100% target.
Change Management Request Tracker
I need a dashboard tracking all change requests — submitted, approved, in-progress, completed, and rolled back — with approval cycle time and success rate by category.
Time Tracking and Utilization Report
Show me a weekly utilization dashboard — billable vs non-billable hours by employee and team — with a target of 75% billable utilization and alerts when any team drops below 60%.
Third-Party API Integration Health Monitor
Build me a real-time dashboard monitoring all third-party API integrations — response time, error rate, uptime, and data sync freshness — alert when any integration exceeds 500ms p95 response time or drops below 99% uptime.
Travel and Expense Report Dashboard
I need a monthly dashboard showing T&E spend by department and category — travel, meals, software, equipment — with policy compliance rate and average expense report processing time.
Documentation Coverage and Freshness
Show me a dashboard tracking internal documentation — total pages, pages updated in last 90 days, orphaned pages with no views in 6 months, and coverage gaps by product area.
On-Call Rotation Burden Tracker
Build me a dashboard showing on-call burden by engineer — pages received, after-hours interruptions, time spent on incidents, and rotation fairness score — with a target of fewer than 5 pages per on-call shift.
Quarterly Operations Business Review
I need a quarterly operations review dashboard — covering system uptime, incident trends, cost efficiency, team utilization, and process improvement metrics — with red/amber/green status for each area.
Knowledge Base Effectiveness Dashboard
Show me a dashboard tracking knowledge base effectiveness — article views, search success rate, user ratings, and ticket deflection rate — with the top 10 most-viewed and bottom 10 lowest-rated articles.
Business Continuity Readiness Dashboard
Build me a dashboard tracking business continuity readiness — backup test success rates, disaster recovery drill results, RTO/RPO compliance, and plan review dates — flag any plan not reviewed in the last 12 months.
Facilities and Operational Cost Tracker
I need a monthly dashboard showing facilities costs — rent, utilities, maintenance, and supplies — by location with cost per employee and a 12-month trend to identify cost reduction opportunities.
Sprint Planning Accuracy Dashboard
Show me a dashboard comparing sprint commitments vs completions — planned story points vs delivered, carry-over rate, and planning accuracy percentage — with a target of 85% accuracy over the last 10 sprints.
Revenue Operations Funnel Health
Build me an end-to-end RevOps dashboard — from marketing spend to lead to MQL to SQL to opportunity to close — with stage velocity, conversion rates, and bottleneck identification across the entire funnel.
Forecasting & Planning
30 use casesRevenue Forecast vs. Actual Accuracy
Build me a dashboard showing monthly revenue forecast vs. actual results for each sales region, with forecast accuracy percentage and bias analysis (over-forecast vs. under-forecast) over the last 12 months.
Demand & Capacity Planning Model
I need a dashboard projecting demand (customer growth, API call volume, support tickets) for the next 6 months against current capacity, highlighting when each resource constraint will be hit.
Pipeline-Weighted Forecast Dashboard
Build me a dashboard showing the pipeline-weighted revenue forecast for the current and next 2 quarters, with stage-based probability weighting and comparison to quota targets by rep and team.
Headcount Planning & Cost Model
I need a dashboard that models the financial impact of our hiring plan, showing projected headcount by department, fully-loaded cost per hire, and total payroll impact across 3 growth scenarios for the next fiscal year.
Churn Prediction Early Warning
Build me a dashboard showing predicted churn probability for each customer based on usage trends, support ticket patterns, and engagement scores, with alerts for any account exceeding 70% churn risk.
Quarterly Business Review Forecast Pack
Can I get a QBR-ready dashboard package showing actuals vs. plan for revenue, expenses, and headcount YTD, plus a rolling 4-quarter forecast with confidence intervals?
Marketing Budget Allocation Optimizer
I need a dashboard that models the expected ROI of different marketing budget allocation scenarios across channels (paid search, social, content, events), showing projected pipeline and CAC for each scenario.
13-Week Cash Flow Projection
Build me a rolling 13-week cash flow forecast showing projected inflows, outflows, and ending cash position each week, with variance against the prior week's projection.
ARR Growth Scenario Modeler
Can I get a dashboard that projects ARR growth over the next 12 months under 3 scenarios, varying new logo acquisition rate, expansion rate, and churn rate independently?
Seasonal Demand Pattern Analyzer
I need a dashboard that overlays the last 3 years of monthly data (sales, support volume, sign-ups) to identify seasonal patterns, with the current year tracked against historical patterns.
Infrastructure Scaling Forecast
Build me a dashboard projecting infrastructure resource needs (compute, storage, bandwidth) for the next 6 months based on user growth trends, with cost estimates and scaling trigger points.
Renewal Forecast & Risk Assessment
Can I get a dashboard showing all upcoming renewals for the next 90 days with predicted renewal likelihood, risk level (based on usage, NPS, support), and total ARR at risk?
Sales Hiring Impact Revenue Model
I need a dashboard modeling the revenue impact of adding new sales reps, showing projected ramp time, expected quota attainment by month, and breakeven point for each new hire based on historical ramp data.
Product Launch Readiness Scorecard
Build me a dashboard that tracks readiness for upcoming product launches across engineering, marketing, sales, and support — showing completion percentage per workstream and a projected launch date confidence score.
Expansion Revenue Opportunity Forecast
Can I get a dashboard identifying expansion revenue opportunities based on product usage patterns, showing which customers are approaching plan limits, feature adoption triggers, and projected expansion ARR for the next quarter?
Support Staffing Forecast Model
I need a dashboard that forecasts support ticket volume for the next quarter based on customer growth and historical patterns, then calculates the required agent headcount to maintain SLA targets.
Market Opportunity TAM/SAM/SOM Dashboard
Build me a dashboard showing our TAM, SAM, and SOM with current market penetration percentage, competitive share estimates, and growth rate of our addressable market over the last 3 years.
Deal Velocity & Close Rate Predictor
Can I get a dashboard that predicts close probability for each open deal based on historical velocity patterns, engagement signals, and deal characteristics, with expected close date ranges?
Budget Spend Rate & Year-End Projection
I need a dashboard showing the current spend rate against annual budget by department, projecting year-end spend based on current trajectory, and flagging departments that will exceed their budget by more than 5%.
Product Usage Growth Forecast
Build me a dashboard projecting DAU, WAU, and MAU growth for the next 6 months based on current acquisition and activation trends, with scenario toggles for different viral coefficient assumptions.
Vendor Contract Renewal Planning
Can I get a dashboard showing all vendor contracts expiring in the next 180 days, with current vs. projected usage, negotiation leverage scores, and estimated renewal costs at different usage tiers?
Revenue Cohort LTV Projection
I need a dashboard that projects customer lifetime value by acquisition cohort, showing LTV curves at 12, 24, and 36 months, with comparison across cohorts and extrapolation for newer cohorts.
Scenario-Based Hiring Freeze Impact
Build me a dashboard that models the impact of a partial or full hiring freeze, showing projected headcount, capacity gaps by department, revenue impact from unfilled sales roles, and extended runway.
Pricing Change Revenue Impact Model
Can I get a dashboard that models the revenue impact of potential pricing changes, showing projected churn uplift, expansion impact, new logo conversion changes, and net revenue effect across customer segments?
Win/Loss Pattern Forecast Adjustment
I need a dashboard that analyzes recent win/loss patterns (by deal size, industry, competitor) and suggests forecast adjustments based on whether current pipeline composition matches high-win or low-win historical patterns.
Feature Adoption Leading Indicator Dashboard
Build me a dashboard tracking early adoption metrics for recently launched features (7-day, 14-day, 30-day adoption curves) and predicting long-term adoption based on historical feature launch patterns.
Engineering Capacity Allocation Planner
Can I get a dashboard showing projected engineering capacity for the next quarter, broken down by team, with allocation across features, tech debt, bugs, and on-call, and highlighting any team with less than 20% capacity buffer?
Net Dollar Retention Forecast
I need a dashboard projecting NDR for the next 4 quarters, decomposed into gross retention, expansion, and contraction components, with sensitivity analysis on churn rate changes.
Marketing-Sourced Pipeline Forecast
Build me a dashboard that forecasts marketing-sourced pipeline for the next quarter based on current MQL generation rates, MQL-to-SQL conversion, and average deal size, with channel-level breakdowns.
Geographic Market Expansion Forecast
Build me a dashboard modeling potential revenue from entering new geographic markets, showing estimated TAM per region, competitive density, regulatory requirements, and projected time-to-revenue for the top 5 target markets.
Executive Reporting
29 use casesBoard-Ready Monthly KPI Summary
Build me a dashboard showing our top 12 KPIs — revenue, burn rate, headcount, NRR, CAC, LTV, runway, ARR growth, logo churn, NPS, pipeline coverage, and gross margin — with month-over-month trends for the last 6 months.
Weekly CEO Pulse Dashboard
I need a real-time view of our weekly pulse — new deals closed, revenue booked, support tickets opened vs resolved, and deployment uptime — all on one screen with red/yellow/green status indicators.
Quarterly Investor Update Metrics
Build me a report that tracks quarterly ARR, net revenue retention, gross margin, and cash runway with comparison to plan and prior year — formatted for investor updates.
Company-Wide OKR Progress Tracker
Show me a dashboard with all team OKRs and their completion percentage — flag any objective below 40% progress with more than 60% of the quarter elapsed.
13-Week Cash Flow Forecast
I need a report that tracks our rolling 13-week cash flow forecast — showing inflows, outflows, and net position by week with variance against last month's forecast.
Department Budget vs Actual Spend
Build me a dashboard showing each department's monthly budget vs actual spend, with a drill-down into top 5 line items driving any variance greater than 10%.
Headcount Plan vs Actual Hiring Pace
Show me a weekly breakdown of planned headcount additions vs actual hires by department — highlight any team more than 3 weeks behind their hiring plan.
Strategic Initiative Status Report
Can I get a dashboard that shows the status of our top 10 strategic initiatives — with milestones completed, budget consumed, and a red/amber/green health rating updated weekly?
Unit Economics by Customer Segment
Build me a report that tracks LTV, CAC, LTV/CAC ratio, and payback period by customer segment — updated monthly with 12-month rolling averages.
Cross-Functional Weekly Scorecard
I need a weekly scorecard showing 3 key metrics per department — sales, marketing, product, engineering, support, and finance — with week-over-week trends and target attainment.
Annual Planning Scenario Model Dashboard
Build me a dashboard with 3 revenue scenarios — base, upside, and downside — showing projected ARR, headcount, and burn rate for each quarter of next year.
Executive Risk Register Dashboard
Show me a dashboard of our top 20 operational risks ranked by likelihood and impact — with owner assignments and mitigation status updated monthly.
Board Meeting Data Pack
I need an automated board data pack — ARR waterfall, net new ARR by source, logo churn, NRR, burn multiple, and rule of 40 — refreshed 48 hours before each board meeting.
Customer Revenue Concentration Report
Build me a report showing what percentage of total revenue comes from our top 5, top 10, and top 20 customers — alert me if any single customer exceeds 15% of ARR.
Executive NPS Trend by Segment
Show me a quarterly NPS trend broken down by customer segment — enterprise, mid-market, and SMB — with response rates and verbatim highlights for any segment below 30.
Revenue Per Employee Benchmark
I need a dashboard tracking revenue per employee by department and overall — compared to industry benchmarks — updated monthly with a 12-month trend line.
Product Roadmap Execution Health
Build me a dashboard showing roadmap delivery rate — features shipped vs planned each quarter — with average delay in days and top 3 reasons for slippage.
Monthly ARR Waterfall Chart
Can I get a monthly ARR waterfall showing new business, expansion, contraction, and churn — with each component as a percentage of beginning ARR?
Team Satisfaction Pulse Dashboard
Show me a dashboard with monthly employee pulse survey results — eNPS, engagement score, and top 3 concerns — broken down by department with trend lines.
Compliance and Audit Status Dashboard
Build me a dashboard showing compliance status across SOC 2, GDPR, and HIPAA — with open findings count, remediation due dates, and days overdue for any item past deadline.
Market Share and Competitive Position Tracker
I need a quarterly dashboard showing our estimated market share, win/loss rates against top 5 competitors, and average deal displacement rate over the last 4 quarters.
Data Quality Scorecard for Executives
Show me a dashboard with data quality scores for our top 10 reporting tables — completeness, freshness, and accuracy — with alerts when any score drops below 95%.
Geographic Revenue Distribution
Build me a dashboard showing revenue distribution by region — North America, EMEA, APAC, and LATAM — with quarter-over-quarter growth rates and a world map visualization.
Partner Channel Performance Summary
I need a monthly report on partner-sourced revenue — total partner ARR, number of partner-sourced deals, average deal size, and partner satisfaction score — compared to direct sales.
Cloud Sustainability and Cost Metrics
Build me a quarterly dashboard tracking cloud carbon footprint estimates, cost per compute unit, and infrastructure efficiency ratio compared to last year.
Top Vendor Spend Analysis
Show me a dashboard with our top 25 vendors by annual spend, contract renewal dates, and spend growth rate — flag any vendor whose spend grew more than 30% year-over-year.
Key Account Health for Leadership
I need a dashboard showing health scores for our top 30 accounts by ARR — combining product usage, support ticket trends, NPS, and contract renewal date into a single composite score.
Meeting Load and Effectiveness Tracker
Build me a dashboard showing average meeting hours per employee per week by department — flag any team averaging more than 20 hours of meetings weekly.
Sales Efficiency Magic Number Dashboard
Show me our SaaS magic number — net new ARR divided by prior quarter S&M spend — trended over the last 8 quarters with a target line at 0.75.
Revenue & Sales
29 use casesSales Pipeline Coverage Dashboard
Build me a dashboard showing pipeline coverage by rep, team, and segment — flag any rep with less than 3x coverage against their quarterly quota.
Deal Velocity by Pipeline Stage
I need a report that tracks average days in each pipeline stage — discovery, demo, proposal, negotiation, closed — with a comparison to our 30-day target per stage.
Win/Loss Analysis by Competitor
Show me a quarterly win/loss analysis broken down by competitor — win rate, average deal size won vs lost, and top 3 loss reasons per competitor.
Weekly Sales Forecast Accuracy
Build me a dashboard comparing weekly commit forecast to actual closed revenue — track forecast accuracy percentage over the last 12 weeks with a target of plus or minus 10%.
Rep Activity Leaderboard
I need a real-time leaderboard showing each rep's calls made, emails sent, meetings booked, and demos completed this week — ranked by total activity score.
New Business vs Expansion Revenue Split
Show me a monthly dashboard splitting net new ARR into new logo revenue and expansion revenue — with a target of 40% coming from expansion by end of year.
Average Deal Size Trend by Segment
Build me a dashboard showing average closed-won deal size by segment — SMB, mid-market, enterprise — trended monthly for the last 12 months with YoY comparison.
Sales Cycle Length by Lead Source
I need a report comparing average sales cycle length by lead source — inbound, outbound, partner, event — over the last 6 months with a target of under 45 days for inbound.
Quota Attainment by Sales Team
Show me current quarter quota attainment by team and individual rep — highlight anyone below 50% attainment with more than 60% of the quarter gone.
Discount Rate and Margin Impact Analysis
Build me a dashboard showing average discount percentage by deal size bucket — under $25K, $25K-$100K, over $100K — and the estimated margin impact of discounts given this quarter.
Outbound Prospecting Conversion Funnel
I need a funnel dashboard for outbound — emails sent to replies to meetings booked to opportunities created to closed-won — with conversion rates between each stage this quarter.
90-Day Renewal Forecast
Show me all renewals coming up in the next 90 days — grouped by health score (green, yellow, red) — with total ARR at risk and assigned CSM.
Inbound Lead Response Time Tracker
Build me a real-time dashboard tracking average time from inbound lead submission to first sales touch — alert me if average response time exceeds 5 minutes.
Upsell and Cross-Sell Opportunity Map
I need a dashboard identifying customers using less than 50% of their licensed seats or features — ranked by expansion revenue potential and contract renewal date.
Deal Slip Rate by Quarter
Show me the percentage of deals that slipped from their original projected close date to the next quarter — trended over the last 4 quarters with a breakdown by deal size.
Revenue Recognition Waterfall
Build me a monthly revenue recognition dashboard — showing deferred revenue balance, recognized revenue, and new bookings impact — aligned with ASC 606 requirements.
New Rep Ramp Time Analysis
I need a dashboard showing time to first deal and time to full quota attainment for each new hire — benchmarked against target ramp of 3 months to first deal and 6 months to full quota.
Territory Performance Heat Map
Show me a heat map of sales performance by territory — showing quota attainment, pipeline coverage, and win rate — to identify underperforming and white-space territories.
Contract Value Distribution Analysis
Build me a dashboard showing the distribution of active contract values in $10K buckets — with median, mean, and 90th percentile highlighted and a 12-month trend of how the distribution is shifting.
Multi-Year Deal Tracker
I need a report showing all multi-year contracts — total value, annual breakdown, billing schedule, and remaining commitment — with alerts for any contract entering its final 6 months.
Proposal to Close Conversion Rate
Show me the conversion rate from proposal sent to closed-won — broken down by proposal value tier and deal type — with average negotiation time for deals that closed.
Channel Attribution Revenue Report
Build me a dashboard showing closed-won revenue attributed to each marketing channel — organic search, paid search, social, email, events, referrals — using first-touch and last-touch models side by side.
Late-Stage Pipeline At Risk
Can I get a real-time view of all deals in negotiation or verbal commit stage that have had no activity in more than 7 days — sorted by deal value?
Sales Commission Payout Tracker
Build me a monthly dashboard showing commission payouts by rep — base vs accelerator earnings, total payout, and commission as a percentage of revenue closed — with a comparison to budget.
Free Trial Activation Funnel
I need a dashboard showing the free trial funnel — signups to activation to engagement to conversion — with daily cohort tracking and a target of 8% trial-to-paid conversion within 14 days.
Pricing Tier Migration Analysis
Show me a Sankey diagram of customer movements between pricing tiers — downgrades, upgrades, and unchanged — over the last 4 quarters with net revenue impact per migration path.
Partner Deal Registration Pipeline
Build me a dashboard tracking partner deal registrations — submitted, approved, in-progress, and closed — with average partner deal cycle time and partner-sourced revenue this quarter.
Annual Contract Value Growth Dashboard
I need a dashboard showing average ACV for new deals closed each month — with a 12-month rolling trend line and a breakdown of ACV by industry vertical and deal source.
Sales Email Sequence Performance
Show me a dashboard tracking performance of each sales email sequence — open rates, reply rates, meeting book rates by sequence step — with a target of 5% reply rate on step 1 and 2% meeting book rate overall.
Marketing Performance
29 use casesFull-Funnel Marketing Conversion Rates
Build me a dashboard showing visitor to lead to MQL to SQL to opportunity to closed-won conversion rates — with month-over-month trends and benchmarks for each stage.
Paid Campaign ROAS by Channel
I need a weekly report showing return on ad spend for Google Ads, LinkedIn Ads, and Facebook Ads — with cost per MQL, cost per SQL, and cost per closed deal by channel.
Content Marketing Performance Dashboard
Show me a dashboard tracking our top 50 blog posts by organic traffic — with conversion rate to email signup, MQL generation, and average time on page over the last 90 days.
Email Campaign Performance Overview
Build me a dashboard showing open rate, click rate, unsubscribe rate, and revenue influenced for every email campaign sent this month — with benchmarks of 25% open and 3% click rate.
SEO Keyword Ranking Tracker
I need a weekly dashboard tracking our top 100 target keywords — current ranking, ranking change, search volume, and estimated traffic — flag any keyword that dropped more than 5 positions.
Event Marketing ROI Dashboard
Show me the ROI of each marketing event this year — total cost, leads generated, pipeline created, and deals closed — with a cost-per-lead comparison across events.
Marketing Budget Spend Tracker
Build me a real-time dashboard showing marketing spend by category — paid, content, events, tools, headcount — against quarterly budget with burn rate and projected overspend warnings.
Social Media Engagement Dashboard
I need a weekly dashboard showing impressions, engagement rate, follower growth, and top-performing posts across LinkedIn, Twitter, and YouTube — with week-over-week trends.
Website Conversion Rate Optimization Dashboard
Show me conversion rates for our top 10 landing pages — with A/B test results, form completion rate, and bounce rate — flag any page with conversion below 2%.
MQL to SQL Handoff Quality Score
Build me a dashboard tracking MQL to SQL acceptance rate by lead source — with average time from MQL to SQL and sales feedback scores — target 60% acceptance rate.
Webinar Performance Analytics
I need a report on each webinar — registrants, attendees, attendance rate, engagement score, and pipeline generated — with a target of 45% attendance rate and 10% MQL rate.
Demand Gen Pipeline Contribution Report
Show me marketing-sourced vs marketing-influenced pipeline this quarter — broken down by campaign type — with a target of 50% marketing-sourced pipeline.
Brand Awareness Tracking Dashboard
Build me a quarterly dashboard tracking branded search volume, direct website traffic, social mentions, and share of voice — with quarter-over-quarter trends.
ABM Target Account Engagement Scorecard
I need a dashboard showing engagement scores for our top 50 ABM target accounts — website visits, content downloads, ad impressions, and email opens — ranked by engagement heat.
MQL Volume and Quality Trend
Show me a 12-month trend of monthly MQL volume, MQL to opportunity conversion rate, and average lead score — with a target of 500 MQLs per month at 15% conversion.
Paid Search Keyword Performance Report
Build me a dashboard showing cost per click, conversion rate, and cost per acquisition for our top 75 paid keywords — flag any keyword with CPA above $200.
Customer Acquisition Channel Mix
I need a quarterly dashboard showing the percentage of new customers acquired through each channel — organic, paid, referral, partner, events — with CAC by channel and trend over 4 quarters.
Marketing Experiment Results Log
Show me a dashboard of all marketing experiments run this quarter — hypothesis, sample size, statistical significance, lift percentage, and decision taken.
Referral Program Performance Dashboard
Build me a dashboard tracking referral program metrics — referrals sent, referrals converted, reward payouts, and referred customer LTV — compared to non-referred customers.
Podcast and Video Content ROI
I need a monthly report on podcast downloads and video views — with subscriber growth, engagement duration, and attributed leads per episode over the last 6 months.
Multi-Touch Attribution Model Dashboard
Show me a multi-touch attribution dashboard comparing linear, time-decay, and position-based models — with revenue credit by channel and campaign for closed deals this quarter.
Competitor Ad Spend Intelligence
Build me a quarterly dashboard estimating competitor ad spend on Google and LinkedIn — with share of voice comparison and our relative position for top 20 keywords.
Google Ads Quality Score Tracker
Build me a dashboard tracking quality scores for our top 50 Google Ads keywords — with expected CTR, ad relevance, landing page experience, and CPC trends — flag any keyword with quality score below 6.
Lead Scoring Model Accuracy Dashboard
I need a dashboard evaluating lead scoring model accuracy — predicted vs actual conversion rates by score decile, model precision, recall, and F1 score — updated monthly.
Landing Page A/B Test Results Dashboard
Show me all active landing page A/B tests — control vs variant conversion rates, traffic split, statistical significance, and estimated revenue impact — with auto-notifications when a winner is declared.
Influencer Partnership ROI Dashboard
Build me a dashboard tracking each influencer partnership — impressions delivered, clicks generated, leads captured, cost per lead, and pipeline attributed — ranked by ROI.
Marketing Operations Campaign Velocity
I need a dashboard showing campaign execution velocity — average days from brief to launch, campaigns in each production stage, and bottleneck identification — with a target of under 10 business days brief-to-launch.
Product Launch Marketing Impact Dashboard
Show me the marketing impact of each product launch — pre-launch signups, launch day traffic spike, media mentions, social engagement, and pipeline generated in the first 30 days post-launch.
Email Deliverability Health Dashboard
Build me a dashboard monitoring email deliverability — inbox placement rate, bounce rate, spam complaint rate, and domain reputation score — with alerts when bounce rate exceeds 2% or spam complaints exceed 0.1%.
Finance & Budgeting
29 use casesMonthly P&L Variance Dashboard
Build me a dashboard showing monthly P&L with line-by-line variance analysis against budget, highlighting any line item that deviates more than 10% from plan.
Cash Burn Rate & Runway Tracker
I need a real-time view of our monthly cash burn rate and remaining runway in months, updated weekly with actuals from our bank accounts and projected at 3 different growth scenarios.
Department Budget vs. Actual Spend
Can I get a dashboard that breaks down budget vs. actual spend by department for each quarter, with drill-down into top 5 expense categories per team?
Accounts Receivable Aging Dashboard
Build me a dashboard showing AR aging buckets (0-30, 31-60, 61-90, 90+ days) with total outstanding amounts per bucket and a list of the top 20 overdue accounts by dollar value.
Vendor Spend Consolidation Dashboard
I need a report that tracks total spend by vendor over the last 12 months, ranked by annual cost, with month-over-month change percentages and contract renewal dates.
SaaS Subscription Cost Tracker
Build me a dashboard that lists every SaaS subscription we pay for, the monthly cost, number of active users vs. licensed seats, and flags any tool with under 40% seat utilization.
Cloud Infrastructure Cost Allocation
Can I get a dashboard that allocates cloud infrastructure costs (AWS/GCP/Azure) to each engineering team and service, showing daily spend trends and alerting when any service exceeds 120% of its monthly budget?
Revenue Recognition Schedule Dashboard
I need a dashboard showing recognized vs. deferred revenue by month for the current fiscal year, broken down by contract type, with ASC 606 compliance indicators.
Expense Approval Workflow Metrics
Build me a report tracking average expense approval time by department, percentage of expenses approved vs. rejected, and total reimbursements processed per week over the last 6 months.
Gross Margin by Product Line Dashboard
Can I get a dashboard showing gross margin percentage for each product line over the last 8 quarters, with COGS breakdown and trend lines showing margin expansion or compression?
Tax Liability & Compliance Tracker
I need a dashboard that tracks our tax liabilities by jurisdiction, upcoming filing deadlines within the next 90 days, and estimated quarterly tax payments vs. actual payments made.
Operating Expense Ratio Trends
Build me a dashboard that shows our operating expense ratio (OPEX/Revenue) monthly for the last 2 years, broken down by R&D, S&M, and G&A as percentages of revenue.
Working Capital & Liquidity Monitor
Can I get a real-time dashboard showing current ratio, quick ratio, and working capital balance, with alerts when any liquidity metric drops below industry-standard thresholds?
CapEx vs. OpEx Classification Dashboard
I need a report that categorizes all technology and infrastructure spend into CapEx vs. OpEx, showing the split by quarter and flagging any items over $50K that may be misclassified.
Invoice Processing Cycle Time
Build me a dashboard tracking average invoice processing time from receipt to payment, broken down by vendor category, with a goal of keeping 90% of invoices under 15 business days.
Unit Economics & Cost Per Customer
Can I get a dashboard showing fully-loaded cost per customer by segment, including support, infrastructure, and onboarding costs, updated monthly with a 12-month trailing average?
Payroll Cost Breakdown by Function
I need a dashboard showing total payroll cost by function (Engineering, Sales, Marketing, G&A) as both absolute amounts and percentage of total, compared against industry benchmarks.
Financial Close Progress Tracker
Build me a dashboard that tracks the monthly financial close process, showing completion status of each close task, days elapsed vs. target close date, and any blocking items for the last 6 close cycles.
Multi-Entity Consolidation Dashboard
Can I get a consolidated financial dashboard that rolls up P&L and balance sheet across all legal entities, showing intercompany eliminations and currency translation adjustments?
Fundraising & Board Metrics Package
I need a board-ready dashboard with ARR, net burn, runway, gross margin, NDR, and headcount growth — all on one page with sparkline trends for the last 12 months.
Cost of Revenue Driver Analysis
Build me a dashboard that decomposes cost of revenue into hosting, support, onboarding, and third-party API costs, showing each as a percentage of revenue and trending over 8 quarters.
Procurement Savings Tracking Dashboard
I need a report that tracks negotiated savings vs. original vendor quotes across all procurement activities this year, with cumulative savings and top 10 savings contributors.
Billing Errors & Credit Memo Tracker
Build me a dashboard tracking the number and dollar value of credit memos issued monthly, categorized by root cause (billing error, service credit, goodwill), with a target of keeping billing errors under 0.5% of total invoiced.
Subscription Billing Reconciliation
Can I get a dashboard that reconciles subscription billing amounts between our billing system and general ledger, flagging any discrepancies over $100 for the current month?
Customer Payment Method Distribution
I need a dashboard showing the distribution of payment methods (credit card, ACH, wire, invoice) across our customer base, with average processing fees per method and failed payment rates.
Intercompany Transaction Ledger
Build me a dashboard showing all intercompany transactions for the current quarter, with balances per entity pair, unreconciled amounts, and aging of open intercompany items beyond 30 days.
Financial KPI Benchmark Comparison
Can I get a dashboard comparing our key financial KPIs (Rule of 40, Magic Number, Burn Multiple, Hype Ratio) against peer company benchmarks at our revenue stage?
Budget Reforecast Scenario View
I need a dashboard that shows our original annual budget alongside 3 reforecast scenarios (bear, base, bull) with toggle controls to compare any two scenarios side by side for the remaining fiscal year.
Foreign Exchange Exposure Monitor
Build me a dashboard that tracks our FX exposure by currency pair, unrealized gains/losses on foreign-denominated receivables and payables, and alerts when exposure in any single currency exceeds $500K.
Engineering & DevOps
29 use casesDORA Metrics Engineering Performance
Build me a dashboard showing all 4 DORA metrics — deployment frequency, lead time for changes, change failure rate, and mean time to recovery — per team, with weekly trends over the last 3 months.
Deployment Frequency & Rollback Rate
I need a real-time view of deployments per day by environment (staging, production), with rollback percentage and a target of keeping rollbacks under 5% of total deployments.
Incident Response Time by Severity
Build me a dashboard showing mean time to acknowledge (MTTA) and mean time to resolve (MTTR) broken down by incident severity (P1-P4), with alerting when P1 MTTR exceeds 60 minutes.
CI/CD Pipeline Success Rate Dashboard
Can I get a dashboard showing CI/CD pipeline success rate by repository, average build time, and the top 10 most flaky tests that have failed more than 3 times in the last 14 days?
Service Uptime & Availability SLA
I need a real-time dashboard showing uptime percentage for each production service over rolling 30-day and 90-day windows, with red/yellow/green indicators against our 99.95% SLA target.
Pull Request Review Cycle Time
Build me a dashboard tracking average PR review cycle time (open to merge) by team, with distribution histograms and a target of keeping 80% of PRs under 24 hours.
Infrastructure Resource Utilization
Can I get a dashboard showing CPU, memory, and disk utilization across all production clusters, with alerts when any node exceeds 85% utilization for more than 15 minutes?
API Latency & Error Rate Monitor
I need a real-time dashboard showing P50, P95, and P99 API response latencies by endpoint, with error rates (4xx, 5xx) and alerts when P95 latency exceeds 500ms on any critical endpoint.
Technical Debt Backlog Health
Build me a dashboard showing the ratio of tech debt tickets to feature tickets completed per sprint, with aging of open tech debt items and a breakdown by debt category (code, infrastructure, testing).
Database Query Performance Tracker
Can I get a dashboard showing the top 25 slowest database queries by average execution time, their frequency, and which application services trigger them, updated every hour?
On-Call Rotation Load & Burnout Metrics
I need a dashboard showing on-call page volume per engineer per week, after-hours page count, and time-to-acknowledge trends, with alerts when any individual exceeds 10 pages in a single on-call shift.
Feature Flag Adoption & Cleanup Dashboard
Build me a dashboard listing all active feature flags with their creation date, rollout percentage, and usage count, flagging any that have been at 100% rollout for more than 30 days as cleanup candidates.
Security Vulnerability Remediation SLA
I need a dashboard tracking open security vulnerabilities by severity (Critical, High, Medium, Low), days since detection, and remediation SLA compliance — Critical must be patched within 48 hours.
Microservice Dependency Health Map
Can I get a dashboard that maps all service-to-service dependencies with real-time health status, showing error rates and latency for each dependency edge, and highlighting any degraded connections?
Sprint Velocity & Completion Rate
Build me a dashboard showing sprint velocity (story points completed) per team over the last 10 sprints, with completion rate percentage and carryover story points each sprint.
Container Image Build & Scan Status
I need a dashboard showing the status of all container image builds in the last 7 days, vulnerability scan results per image, and any images running in production with known Critical CVEs.
Infrastructure Cost per Request
Can I get a dashboard that calculates the infrastructure cost per API request for each service, trending weekly, so we can identify which services have the highest marginal cost?
Code Coverage & Test Health Dashboard
Build me a dashboard showing code coverage percentage by repository, test suite execution time, and coverage trend over the last 90 days, with a minimum threshold of 75% for all production repos.
Release Changelog & Impact Summary
I need a dashboard that shows each production release with its changelog (PRs included), affected services, and post-release error rate comparison (30 min before vs. 30 min after deployment).
Error Budget Burn Rate Dashboard
Can I get a real-time dashboard showing error budget consumption rate for each SLO, with projected budget exhaustion date and alerts when burn rate exceeds 2x the sustainable rate?
Deployment Environment Drift Detector
I need a dashboard that compares configuration state between staging and production environments, flagging any drift in environment variables, secrets, or infrastructure configs that could cause deployment failures.
Third-Party Dependency Update Status
Build me a dashboard listing all third-party dependencies across our repositories with their current version, latest available version, and days since last update, flagging any dependency more than 2 major versions behind.
Post-Incident Action Item Tracker
Can I get a dashboard tracking the completion status of all post-incident action items from the last 6 months, with aging of open items and assignee accountability?
Service Level Objective Overview
I need a dashboard showing all defined SLOs with their current compliance status, historical compliance over 30/60/90 day windows, and which SLOs are at risk of breaching this month.
Developer Experience Survey Metrics
Build me a dashboard tracking developer experience scores from internal surveys, showing satisfaction with tooling, CI/CD, documentation, and on-call, with quarter-over-quarter trends.
Change Management Lead Time Breakdown
Can I get a dashboard that breaks down lead time for changes into its component phases (coding, review, testing, deployment queue, deployment), identifying which phase contributes most to total lead time?
Autoscaling Efficiency & Waste Dashboard
I need a dashboard showing autoscaling events by service, provisioned vs. utilized capacity, and estimated monthly waste from over-provisioned resources that remain below 30% utilization for more than 24 hours.
Repository Health & Contribution Metrics
Build me a dashboard showing commit activity, unique contributors, issue resolution rate, and documentation freshness for each active repository, flagging repos with no commits in 60+ days.
DNS & Certificate Expiry Monitor
Can I get a dashboard that tracks all SSL/TLS certificate expiration dates and domain registration renewals, alerting 30 days before any expiration to prevent service outages?
HR & People
29 use casesHiring Funnel Conversion by Role
Build me a dashboard showing hiring funnel conversion rates from application to offer acceptance, broken down by role type (Engineering, Sales, Marketing, G&A), with stage-by-stage drop-off over the last 6 months.
Headcount Plan vs. Actual Tracker
I need a dashboard comparing planned headcount vs. actual headcount by department and quarter, showing open reqs, filled positions, and variance against the annual hiring plan.
Employee Attrition Rate by Tenure
Build me a dashboard showing monthly voluntary attrition rate segmented by tenure bucket (0-6 months, 6-12, 1-2 years, 2-5, 5+), with regrettable vs. non-regrettable departure classification.
DEI Representation Metrics Dashboard
I need a dashboard showing workforce representation by gender, ethnicity, and level (IC vs. Manager vs. Director+) across all departments, with year-over-year trend lines and hiring pipeline diversity ratios.
Time-to-Fill by Department & Level
Can I get a dashboard showing average time-to-fill in days by department and seniority level, with a goal of keeping engineering roles under 45 days and all other roles under 35 days?
Employee Engagement Survey Trends
Build me a dashboard showing employee engagement scores by question category (growth, management, culture, compensation) over the last 4 survey cycles, with department-level breakdowns and eNPS trending.
Compensation Equity Analysis View
I need a dashboard showing compensation distribution by role, level, gender, and ethnicity, highlighting any pay gaps exceeding 5% for comparable roles and tenure.
New Hire Onboarding Completion Rate
Build me a dashboard tracking onboarding task completion rates for new hires in their first 30, 60, and 90 days, broken down by department, with average time-to-productivity metrics.
Performance Review Calibration Overview
Can I get a dashboard showing the distribution of performance ratings by department and manager, with forced ranking curves and flags for managers whose distributions deviate more than 15% from company norms?
PTO Utilization & Burnout Risk
I need a dashboard showing PTO utilization by department, with a list of employees who have taken fewer than 5 days off in the last 6 months and their average weekly hours worked.
Internal Mobility & Promotion Rate
Build me a dashboard showing internal transfer rate, promotion rate by department, and average time-in-role before promotion, compared against a target of 15% annual internal mobility.
Offer Acceptance & Decline Reasons
Can I get a dashboard showing offer acceptance rate by role and department, with a breakdown of decline reasons (compensation, competing offer, role fit, timing) over the last 12 months?
Recruiter Productivity & Pipeline
I need a dashboard showing each recruiter's active pipeline (candidates by stage), monthly hires, sourcing channel effectiveness, and average days per stage for their requisitions.
Learning & Development Participation
Build me a dashboard showing L&D program participation rates by department, training hours per employee, course completion rates, and budget utilization against the annual L&D budget.
Remote vs. Office Workforce Distribution
Can I get a dashboard showing workforce distribution by work arrangement (remote, hybrid, in-office) per department, with office space utilization rates and badge-in frequency for hybrid employees?
Manager Span of Control Analysis
I need a dashboard showing average span of control (direct reports per manager) by department and level, flagging any manager with fewer than 3 or more than 12 direct reports.
Employee Referral Program Effectiveness
Build me a dashboard tracking referral submissions per month, referral hire rate vs. other sourcing channels, referral retention at 12 months, and total referral bonuses paid out this year.
Workforce Demographics: Age & Tenure Map
Can I get a dashboard visualizing our workforce by age band and tenure band as a heat map, with department overlays and upcoming retirement eligibility projections for the next 5 years?
Contractor vs. FTE Ratio Tracker
I need a dashboard showing the contractor-to-FTE ratio by department, total contractor spend vs. equivalent FTE cost, and contract expiration dates for the next 90 days.
Exit Interview Theme Analysis
Build me a dashboard that categorizes exit interview feedback into recurring themes (management, compensation, growth, culture, work-life balance), showing frequency of each theme by department and quarter.
Benefits Enrollment & Utilization
Can I get a dashboard showing benefits enrollment rates by plan type (medical, dental, vision, 401k), utilization rates, and per-employee cost trends over the last 3 open enrollment cycles?
Absenteeism Rate by Department
I need a dashboard showing unplanned absence rate by department and month, with day-of-week patterns and comparison against a 3% organizational target.
Skills Gap Analysis by Department
I need a dashboard mapping current team skills against required competencies by department, with gap severity scores and recommended training or hiring actions for the top 10 skill gaps.
New Hire 90-Day Retention Dashboard
Build me a dashboard showing 90-day new hire retention rate by department and hiring source, with early departure reasons and cost-of-turnover calculations for each early exit.
Overtime & Workload Balance Tracker
Can I get a dashboard showing overtime hours by department and individual, with alerts when any employee exceeds 10 overtime hours in a single week or 30 hours in a month?
Succession Planning Readiness Matrix
I need a dashboard showing succession readiness for all director-and-above roles, with identified successors, their readiness level (ready now, 1-2 years, 2+ years), and any critical roles with no identified successor.
Hiring Source ROI & Quality Metrics
Build me a dashboard comparing hiring sources (job boards, referrals, agencies, direct sourcing) by cost-per-hire, time-to-fill, 1-year retention rate, and performance ratings of resulting hires.
1:1 Meeting Cadence Tracker
Can I get a dashboard showing which managers are consistently holding weekly 1:1s with their direct reports, with compliance rates by department and flags for any manager who has missed 3+ consecutive weeks?
Interview Panel Diversity Tracker
I need a dashboard showing the diversity composition of interview panels for each open role, with alerts when any panel lacks gender or ethnicity representation against our diversity guidelines.
Support & Service
29 use casesSupport Ticket Volume & Resolution Time
Build me a dashboard showing daily ticket volume, average first response time, and average resolution time by priority level, with alerts when P1 ticket first response exceeds 15 minutes.
CSAT & NPS Trend by Channel
I need a dashboard showing CSAT scores and NPS by support channel (email, chat, phone, self-service) over the last 12 months, with response rate per survey and verbatim tag clouds.
SLA Compliance by Tier & Priority
Build me a dashboard showing SLA compliance rates for first response and resolution by customer tier (Enterprise, Business, Starter) and ticket priority, with a target of 95% compliance across all tiers.
Agent Performance Leaderboard
Can I get a dashboard ranking support agents by tickets resolved, CSAT score, average handle time, and first-contact resolution rate, with weekly trends for the last quarter?
Ticket Backlog Aging Report
I need a dashboard showing the current open ticket backlog broken into aging buckets (0-24h, 1-3 days, 3-7 days, 7+ days), with priority overlay and escalation status for all tickets older than 3 days.
Self-Service Deflection Rate Dashboard
Build me a dashboard showing what percentage of support inquiries are resolved through self-service (knowledge base, chatbot, FAQ) without human intervention, trending weekly with top 20 deflected topics.
Ticket Categorization & Trend Analysis
Can I get a dashboard showing ticket distribution by category (bug, feature request, how-to, billing, account) with weekly trends, highlighting any category that spikes more than 25% week-over-week?
Escalation Rate & Resolution Path
I need a dashboard showing what percentage of tickets are escalated from Tier 1 to Tier 2 or Tier 3, average time spent at each tier, and resolution rates per escalation level.
Customer Effort Score Dashboard
Build me a dashboard tracking Customer Effort Score (CES) by interaction type, with correlation to churn risk and comparison of CES across customer segments over the last 6 months.
Live Chat Queue & Wait Times
Can I get a real-time dashboard showing current live chat queue depth, average wait time, active agent count, and a heatmap of peak chat hours over the last 30 days?
Knowledge Base Article Effectiveness
I need a dashboard showing which knowledge base articles are most viewed, their helpfulness ratings, and which articles lead to the highest and lowest ticket-to-view ratios.
Product Bug to Support Ticket Correlation
Build me a dashboard that links engineering bug tickets to related support tickets, showing ticket volume generated by each active bug, with the top 10 bugs by support impact this month.
Support Cost per Ticket Analysis
Can I get a dashboard calculating fully-loaded cost per support ticket (agent salary, tooling, overhead) by channel and tier, trending quarterly with a target of reducing cost per ticket by 10% YoY?
Customer Onboarding Support Load
I need a dashboard showing the number of support tickets generated during the first 90 days of each customer's lifecycle, categorized by onboarding phase and compared against customers who completed onboarding successfully vs. those who churned.
Multi-Channel Support Volume Comparison
Build me a dashboard comparing support volume, resolution time, and CSAT across all channels (email, chat, phone, social, community forum) with staffing recommendations based on volume forecasts.
First Contact Resolution Improvement
Can I get a dashboard showing first-contact resolution (FCR) rate by category and agent, with the top 15 ticket types that most frequently require follow-ups or reopens?
Support Queue Staffing Optimization
I need a dashboard showing hourly ticket arrival patterns by day of week, current queue wait times, and recommended agent staffing levels to maintain a 5-minute average wait time target.
Repeat Contact Rate & Root Cause
Build me a dashboard tracking the percentage of customers who contact support more than once within 7 days for the same issue, with root cause analysis of why first resolution failed.
Customer Health-Driven Support Prioritization
Can I get a dashboard that overlays customer health scores on open support tickets, automatically flagging high-value at-risk accounts with open P1/P2 tickets for expedited handling?
Support Sentiment Analysis & Trending
I need a dashboard that performs sentiment analysis on all support conversations, showing weekly sentiment trends, emerging negative themes, and correlations between sentiment drops and product releases.
Chatbot Containment & Handoff Rate
Build me a dashboard showing AI chatbot containment rate (conversations resolved without human), handoff rate by intent, and CSAT comparison between bot-resolved vs. human-resolved conversations.
Warranty & Returns Support Tracker
Can I get a dashboard showing warranty claim volume, approval rates, average processing time, and return reason categorization with monthly cost impact trends?
VIP Account Support Experience
I need a dashboard dedicated to our top 50 accounts by ARR, showing their support ticket history, CSAT trends, resolution times, and any open issues — with alerts when VIP wait time exceeds 5 minutes.
Customer Satisfaction by Product Area
Build me a dashboard breaking down CSAT scores by product area or feature, showing which parts of the product generate the most dissatisfaction and the trend over the last 6 months.
Support Ticket Reopen Rate Analysis
I need a dashboard tracking ticket reopen rates by agent, category, and time-since-close, with a target of keeping the overall reopen rate below 8% and identifying the root causes of reopens.
Proactive Outreach Impact on Tickets
Can I get a dashboard measuring whether proactive customer outreach (email campaigns, in-app guides, webinars) reduces subsequent support ticket volume for targeted topics?
Support Agent Training Effectiveness
Build me a dashboard comparing agent performance metrics (CSAT, FCR, handle time) before and after completing training programs, showing which training modules have the most measurable impact.
Macros & Canned Response Effectiveness
I need a dashboard showing which support macros and canned responses are most used, their associated CSAT scores, and reopen rates, identifying macros that lead to poor outcomes and should be updated.
Localization & Language Support Coverage
Can I get a dashboard showing support ticket volume by customer language, agent language coverage, and any language with more than 50 monthly tickets but no native-speaking agent on the team?
Data Quality & Governance
29 use casesData Pipeline Freshness Monitor
Build me a real-time dashboard showing the freshness of every critical data pipeline, with last successful run time, expected schedule, and alerts when any pipeline is more than 2 hours stale.
Data Quality Score by Source System
I need a dashboard showing data quality scores (completeness, accuracy, consistency, timeliness) for each source system feeding our data warehouse, with trend lines over the last 90 days.
Schema Change Detection Log
Build me a dashboard that detects and logs schema changes (added/removed/renamed columns, type changes) across all source tables, with impact analysis showing which downstream models are affected.
Data Lineage Coverage Dashboard
Can I get a dashboard showing what percentage of our data models have complete lineage documentation, broken down by domain (finance, marketing, product, sales), with a target of 95% coverage?
Null Rate & Anomaly Detection
I need a dashboard monitoring null rates for critical columns across key tables, with statistical anomaly detection that alerts when any column's null rate deviates more than 3 standard deviations from its 30-day average.
dbt Model Run Performance Tracker
Build me a dashboard showing dbt model run times, test pass/fail rates, and build duration trends by model, flagging any model whose run time increased more than 50% compared to its 7-day average.
Data Access Audit Trail Dashboard
Can I get a dashboard showing who accessed sensitive data tables in the last 30 days, query frequency by user, and any access from unauthorized roles or IP ranges?
Duplicate Record Detection Across Systems
I need a dashboard that identifies potential duplicate records (customers, contacts, accounts) across CRM, billing, and support systems, with confidence scores and estimated revenue impact of duplicates.
Data Warehouse Query Cost Attribution
Build me a dashboard showing data warehouse compute costs attributed to each team, user, and dashboard, with the top 25 most expensive queries and recommendations for optimization.
PII Exposure & Masking Compliance
Can I get a dashboard that scans for PII (email, phone, SSN, credit card) exposure across all data warehouse tables, showing masking compliance rate and flagging any unmasked PII in non-production environments?
Data Catalog Adoption & Coverage
I need a dashboard showing what percentage of tables and columns in our data warehouse are documented in the data catalog, catalog search usage stats, and the top 50 most-queried but undocumented tables.
Data Test Coverage & Failures
Build me a dashboard showing the number of data quality tests per model, test coverage ratio, daily test pass/fail rates, and a log of all test failures with their associated models and owners.
Cross-System Data Reconciliation
Can I get a dashboard that reconciles key metrics (revenue, customer count, ticket volume) between source systems and the data warehouse, flagging discrepancies exceeding 1% for any metric?
ETL Pipeline Failure & Retry Log
I need a dashboard showing all ETL pipeline failures in the last 30 days, categorized by failure type (timeout, schema error, API limit, connectivity), with retry counts and mean time to resolution.
Data SLA Compliance for Stakeholders
Build me a dashboard tracking whether each critical report and dashboard receives fresh data by its committed SLA time (e.g., executive dashboard by 8 AM, sales report by 9 AM), with breach history.
Row Count & Volume Anomaly Tracker
Can I get a dashboard monitoring daily row counts for all critical tables, with anomaly detection that alerts when row counts drop below 80% or exceed 150% of the 14-day rolling average?
Data Ownership & Stewardship Map
I need a dashboard showing data ownership assignments for every data domain, with gaps where no owner is assigned, and a stewardship activity log showing when owners last reviewed their data assets.
GDPR Data Subject Request Tracker
Build me a dashboard tracking GDPR data subject requests (access, deletion, portability) by type, average processing time, and compliance with the 30-day response deadline.
Metric Definition Consistency Audit
Can I get a dashboard that compares metric definitions (e.g., how 'active user' or 'revenue' is calculated) across different reports and dashboards, flagging any inconsistent definitions?
Source System API Health Monitor
I need a real-time dashboard monitoring the health of all source system API connections (CRM, billing, HRIS, etc.), showing response times, error rates, and rate limit utilization with downtime alerts.
Data Contract Compliance Tracker
Build me a dashboard tracking compliance with data contracts between producer and consumer teams, showing contract violations, schema conformance, and SLA adherence per data product.
Data Freshness Impact on Decisions
Can I get a dashboard showing which executive dashboards are using stale data (more than 4 hours old), how often this occurs, and the average staleness duration per critical business report?
Data Warehouse Storage Growth Forecast
I need a dashboard showing data warehouse storage usage by schema and table, growth rate trends over 6 months, projected storage costs, and tables eligible for archival (not queried in 90+ days).
Data Incident Response & Postmortem Log
Build me a dashboard logging all data incidents (pipeline failures, quality issues, outages), their severity, time to detection, time to resolution, and postmortem completion status.
Data Model Dependency Impact Graph
Build me a dashboard that visualizes the full dependency graph of our data models, showing which downstream dashboards and reports would be affected if any given source table or model fails.
Data Retention Policy Compliance
I need a dashboard tracking compliance with our data retention policies, showing which tables have data older than their defined retention period and estimated storage cost of retained-beyond-policy data.
Semantic Layer Usage & Adoption
Can I get a dashboard tracking how many reports and queries use our semantic layer vs. raw tables, with adoption rate trends and a list of teams still querying raw tables directly?
Data Freshness by Business Domain
Build me a dashboard showing data freshness for each business domain (sales, marketing, finance, product), with the oldest data point in each domain and SLA compliance per domain.
Data Platform User Adoption Metrics
I need a dashboard showing DAU/WAU/MAU for our data platform (BI tool, data catalog, SQL editor), with adoption by department, most active users, and the ratio of data consumers to data producers.
Customer Health
28 use casesCustomer Health Composite Score Dashboard
Build me a dashboard showing a composite health score for every customer — combining product usage (40%), support ticket trends (20%), NPS (20%), and billing health (20%) — with red/yellow/green thresholds.
Churn Risk Early Warning System
I need an alert dashboard that flags accounts showing 3 or more churn signals — declining usage, open escalations, missed payments, NPS below 6, or no executive sponsor — with total ARR at risk.
Customer Onboarding Progress Tracker
Show me a dashboard tracking onboarding progress for all accounts signed in the last 90 days — milestones completed, days since kickoff, and accounts stuck for more than 14 days on any step.
Support Ticket Volume and Resolution Dashboard
Build me a dashboard showing daily ticket volume, average first response time, average resolution time, and CSAT score — with targets of 2-hour first response and 90% CSAT.
Customer Escalation Tracker
I need a real-time dashboard showing all open escalations — severity level, days open, assigned owner, account ARR, and next action due date — sorted by severity and ARR.
NPS Detractor Follow-Up Tracker
Show me a dashboard of all NPS detractors from the last 90 days — with their verbatim feedback, account ARR, CSM assigned, and follow-up status — flag any detractor not contacted within 48 hours.
Customer Usage Decline Alert Dashboard
Build me an alert dashboard that flags any account whose weekly active users dropped more than 25% compared to their 4-week rolling average — with trend lines and CSM assignment.
Customer Lifetime Value by Cohort
I need a dashboard showing average LTV by quarterly signup cohort — with revenue curves at 3, 6, 12, and 24 months post-signup — comparing the last 8 cohorts.
CSM Portfolio Workload Balance
Show me each CSM's portfolio — number of accounts, total ARR managed, number of red accounts, upcoming renewals in 60 days, and open escalations — to identify overloaded CSMs.
Customer Expansion Readiness Score
Build me a dashboard scoring each account's expansion readiness — based on seat utilization above 80%, feature adoption above 60%, NPS above 40, and no open escalations.
Time to Value by Customer Segment
I need a dashboard showing median time to value — defined as first meaningful workflow completion — by customer segment and onboarding method, with a target of under 7 days for SMB and under 21 days for enterprise.
Support Topic Trend Analysis
Show me a dashboard of support tickets categorized by topic — with volume trends over 12 weeks, average resolution time per topic, and spike detection when any topic exceeds 2x its 4-week average.
Customer Advocacy Program Dashboard
Build me a dashboard tracking advocacy program participation — references completed, case studies published, reviews written, and referrals made — by account with total program engagement score.
Self-Service Resolution Rate Dashboard
I need a dashboard showing self-service resolution rate — knowledge base views that did not result in a ticket within 24 hours — with top 10 articles by deflection rate and articles with the lowest satisfaction ratings.
Contract Health and Renewal Risk Matrix
Show me a matrix of all contracts renewing in the next 6 months — plotted by health score vs ARR — with quadrant labels: secure, monitor, at-risk, and critical.
Customer Sentiment from Call Analysis
Build me a dashboard showing sentiment scores extracted from customer call transcripts — with trending sentiment by account, flagging any account with negative sentiment in 3 consecutive calls.
Implementation Timeline Tracker
I need a dashboard tracking all active customer implementations — planned vs actual timeline, milestones completed, blockers logged, and projected go-live date — flag any implementation more than 2 weeks behind schedule.
Customer Payment Health Tracker
Show me a dashboard of payment health — invoices outstanding, days past due distribution, failed payment attempts, and total AR aging — alert when any account exceeds 60 days past due.
QBR Preparation Dashboard
Build me a per-account QBR dashboard — showing usage trends, ROI metrics, support history, health score changes, and key milestones achieved — auto-generated 2 weeks before each account's QBR date.
Customer Journey Touchpoint Map
I need a dashboard visualizing every customer touchpoint — sales calls, onboarding meetings, support tickets, feature releases, QBRs, and billing events — on a timeline for any selected account over its lifetime.
Gross Revenue Retention Trend
Show me monthly and quarterly gross revenue retention — excluding expansion — trended over 8 quarters with a target of 92% and breakdown by customer segment.
Champion and Stakeholder Tracking Dashboard
Build me a dashboard tracking key stakeholder changes at customer accounts — executive sponsor moves, champion departures, and new decision-maker onboarding — alert when a champion leaves a top-50 ARR account.
Support SLA Compliance Dashboard
I need a dashboard showing SLA compliance by priority level — P1 (1-hour response), P2 (4-hour), P3 (8-hour), P4 (24-hour) — with breach count, average response time, and compliance percentage this month.
Customer Product Stickiness Score
I need a dashboard computing a stickiness score for each account — based on daily return rate, feature breadth, data stored, and integrations connected — correlated with 12-month retention outcomes.
Customer ROI Calculator Dashboard
Show me a per-account ROI dashboard — estimated time saved, cost reduction, and revenue impact — based on product usage patterns with a benchmark comparison to similar-sized accounts.
Multi-Product Adoption Matrix
Build me a matrix dashboard showing which product modules each customer has adopted — with cross-sell white space highlighted and revenue potential for each unadopted module by account.
Customer Communication Frequency Tracker
I need a dashboard showing last meaningful touchpoint date for every managed account — email, call, meeting, or QBR — flag any account with no CSM touchpoint in the last 30 days.
Customer Cohort Revenue Curves
Show me revenue curves for each quarterly customer cohort — cumulative revenue at 3, 6, 12, 18, and 24 months — with the ability to compare any two cohorts side by side.
Product & Usage
26 use casesFeature Adoption Rate Dashboard
Build me a dashboard showing adoption rate for each major feature — percentage of active accounts using it, time to first use after signup, and weekly active usage — for the last 90 days.
Daily Active Users Trend Dashboard
I need a real-time dashboard showing DAU, WAU, and MAU — with DAU/MAU stickiness ratio trended over 90 days and a target stickiness of 25%.
User Onboarding Funnel Drop-Off Analysis
Show me the onboarding funnel — signup to profile complete to first action to aha moment — with drop-off rates at each step and median time between steps.
Product Error Rate Monitoring Dashboard
Build me a real-time dashboard showing error rates by endpoint — 4xx and 5xx errors — with a spike detection alert when any endpoint exceeds 1% error rate over a 15-minute window.
Page Load Performance Tracker
I need a dashboard showing p50, p95, and p99 page load times for our top 20 pages — trended weekly with alerts when p95 exceeds 3 seconds.
User Retention Cohort Analysis
Show me a cohort retention table — monthly signup cohorts with week 1, week 4, week 8, and week 12 retention rates — highlight any cohort with week 4 retention below 40%.
Feature Request Prioritization Matrix
Build me a dashboard showing feature requests ranked by number of requesting accounts, total ARR of requesting accounts, and average customer health score — with a RICE score calculation.
API Usage and Rate Limit Dashboard
I need a real-time dashboard showing API call volume by endpoint and customer — with rate limit hits, average response time, and alerts when any customer exceeds 80% of their rate limit.
Mobile vs Desktop Usage Split
Show me a dashboard comparing mobile and desktop usage — sessions, feature usage, conversion rates, and session duration — with a monthly trend to track mobile adoption growth.
Sprint Velocity and Burndown Chart
Build me a dashboard showing sprint velocity — story points completed vs committed — with a burndown chart and a 6-sprint rolling average velocity of 45 points.
Product Usage Heatmap by Time of Day
I need a heatmap showing product usage by hour of day and day of week — with peak usage windows highlighted and user count overlaid.
DORA Metrics Dashboard
Show me our DORA metrics — deployment frequency, lead time for changes, change failure rate, and mean time to recovery — trended weekly with elite performance benchmarks.
User Session Depth Analysis
Build me a dashboard showing average actions per session, session duration distribution, and pages viewed per session — segmented by user tier (free, pro, enterprise) over the last 30 days.
Search and Navigation Effectiveness
I need a dashboard tracking in-app search usage — queries per session, zero-result rate, click-through rate on results, and top 25 search queries — with a target zero-result rate below 5%.
Infrastructure Cost Per Active User
Show me a monthly dashboard tracking infrastructure cost per active user — broken down by compute, storage, and bandwidth — with a target of under $2.50 per user per month.
Feature Flag Rollout Tracker
Build me a dashboard showing all active feature flags — rollout percentage, error rates for flagged-on vs flagged-off users, and key metrics comparison between groups.
User Feedback Sentiment Analysis
I need a dashboard aggregating user feedback from in-app surveys, support tickets, and app store reviews — with sentiment score, trending topics, and volume by channel over the last 30 days.
Data Pipeline Health Dashboard
Show me a real-time dashboard of all data pipelines — run status, last successful run time, row counts processed, and duration — alert on any pipeline that has not run in 2x its normal schedule.
Product Adoption by Account Tier
Build me a dashboard comparing feature adoption rates across account tiers — starter, professional, enterprise — with usage depth scores and accounts below 30% feature utilization.
Technical Debt Tracker Dashboard
I need a dashboard showing technical debt story points — total backlog, points addressed per sprint, age of oldest items, and debt ratio as percentage of total sprint capacity — with a target to keep debt below 20% of capacity.
A/B Test Results Dashboard
Show me all running A/B tests — sample size, conversion rate by variant, statistical significance level, and estimated days to reach 95% confidence — with auto-alerts when tests reach significance.
User Permission and Role Audit Dashboard
Show me a dashboard listing all user roles and permissions — with accounts having admin users who have not logged in for 60 days and any permission escalations in the last 30 days.
Integration Marketplace Adoption Dashboard
Build me a dashboard showing integration marketplace usage — installs by integration, active connections, error rates per integration, and top requested integrations not yet built.
Product Performance by Plan Tier
I need a dashboard comparing key product metrics across plan tiers — sessions per user, features used, support tickets filed, and satisfaction score — to identify where tier experiences diverge.
Real-Time Concurrent Users Monitor
Show me a real-time dashboard of concurrent active users — with a 24-hour trend overlay, peak concurrency this week, and alerts when concurrent users exceed 85% of our tested capacity threshold.
Workflow Completion Rate Analysis
Build me a dashboard showing completion rates for the top 10 user workflows — with step-by-step drop-off, average time to complete, and error rates at each step — flag any workflow with under 70% completion.
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