Scenarios used in the field
These are not brochure scenarios; they are the cockpits teams open every morning. In each of the nine flows you see three things: the numbers being tracked, the typical flows, and the real question asked to the AI assistant, with its answer.
KPI & budget vs. actual consolidation
Finance teams stop rebuilding the same BvA packs in spreadsheets: semantic KPIs stay consistent from consolidation to business partnering.
Typical flows
- Monthly budget vs. actual cockpit with bridges, top drivers, and entity roll-ups.
- Working-capital and cash-flow tiles alongside P&L for treasury and FP&A reviews.
- AI Assistant for ad-hoc questions such as variance by region, quarter, or cost pool, with query trail.
- Forecast and simulation hooks when you want to stress-test price, volume, or FX assumptions before committee.
Region / mix visibility and pipeline health
Revenue operations and sales leadership align on one metric fabric, from funnel aging to quota attainment.
Typical flows
- Funnel and stage-aging views by owner, territory, or segment.
- Product and regional mix with attach rates and discount bands.
- Quota attainment vs. commit and forecast bands for QBRs.
- What-if on pipeline conversion or seasonality using the simulation module.
Inventory, SLA, and capacity dashboards
Operations and supply-chain teams see SLA risk early, not after the customer impact.
Typical flows
- SLA breach heatmaps, backlog trends, and incident correlation.
- Inventory coverage, slow-mover alerts, and safety-stock signals.
- Capacity vs. demand views to support capex or staffing decisions.
- Mobile-friendly snapshots for floor or field managers.
Headcount, turnover, and cost-center reporting
People analytics stays tied to the same dimensions finance uses for planning cycles.
Typical flows
- Headcount and FTE roll-ups by department, location, or legal entity.
- Turnover, hiring funnel, and time-to-fill alongside budgeted roles.
- People cost absorption vs. budget with variance commentary.
- Self-service cuts for managers within role-based access policies.
Single-page executive briefing
Executives get a stable briefing layout that updates automatically as underlying data refreshes.
Typical flows
- Strategy or board prep cockpit with RAG or milestone status.
- Mobile snapshot before meetings, same semantic model as the web cockpit.
- Drill from a headline metric to operational root-cause dashboards.
- Optional AI Assistant for last-minute “what changed this week?” questions.
Adoption, quality, and model observability
Data and platform owners monitor health of the reporting estate, not only business KPIs.
Typical flows
- Dashboard adoption, refresh SLAs, and top consumers by workspace.
- Data freshness, job failures, and quality checks surfaced as operational tiles.
- Assistant usage patterns with governance flags for sensitive paths.
- Evidence for data office reviews without exporting raw logs manually.
Supplier scorecards & contract KPIs
Procurement negotiates and operates from shared scorecards instead of ad-hoc slide decks.
Typical flows
- Vendor scorecards tied to SLAs, penalties, and renewal dates.
- Spend by category, contract, and business unit with concentration risk.
- OTIF and quality metrics side by side for operational reviews.
- Scenario views when reallocating volume across approved suppliers.
Campaign ROI and channel efficiency
Marketing leadership connects spend to outcomes with repeatable definitions, not one-off exports.
Typical flows
- CAC, ROI, and ROAS by channel, campaign, or region.
- Budget pacing vs. target with threshold alerts.
- Funnel metrics from first touch to closed revenue where data allows.
- Compare reallocation scenarios before committing the next media plan.
Compliance trails and control reporting
Internal audit and compliance teams sample and trace without destabilizing production tools.
Typical flows
- Segregation-of-duties or access-pattern exception lists.
- Journal and configuration-change trails formatted for sampling.
- Read-only cockpits for external auditors with clear data scope.
- Export or snapshot patterns that align with your retention policy.