USE CASES

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.

Finance

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.

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Sales

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.

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Operations

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.

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HR

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.

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Leadership

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.

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IT / Data

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.

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Procurement

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.

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Marketing

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.

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Audit

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.

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Scenario FAQs

Yes, natively. It makes fair period-over-period comparisons with a comparable store/branch set, isolating the effect of newly opened or closed locations. It's one of the most used modules among retail and F&B chains.

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In a 30-minute session, let's build one of these flows together on your own data sources.

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