Quick intro — Who's in the room?

• Tell us your role and the business unit we're focusing on for this engagement. Options: CHRO / Head of HR, Head of HR Analytics, FP&A Director / VP Finance, VP of HR Strategy, Business Unit Leader, CIO / IT, Other
• What is the primary objective you want this workforce plan to accomplish? Options: Board-ready cost scenarios, Support a CEO/CFO strategy request, Restructuring decisions, 3-year strategic workforce plan, Skills gap analysis for transformation, Hiring prioritization and budgeting, Other
• Who set the timeline and how urgent is this need? Options: CEO/CFO urgent (<1 month), This quarter (1-3 months), Next quarter (3-6 months), Longer-term (6-12 months), Open / Unsure
• Which tools or approaches are you currently using to produce headcount, cost, and scenario plans? Options: Spreadsheets (Excel/Sheets), HRIS planning module, FP&A / EPM tool (e.g., Anaplan, Adaptive), Data warehouse + BI tools, No formal tool / ad hoc
• Briefly describe the last time you tried to deliver this type of workforce plan — what succeeded and where did it break down?

If the board asked 'Is our workforce fit to win?', what would you answer?

• When the board asks whether your workforce can deliver the strategy, what's your honest one-sentence answer?
• How confident are you today that your available data and models would survive board-level scrutiny? Options: Very confident, Somewhat confident, Barely confident, Not confident at all
• Can you share an example where a workforce plan lost credibility with finance or the executive team? What happened and why?
• What do you believe are the root reasons your current workforce plans aren’t board-ready? Options: Inaccurate data, Rigid modeling, Lack of financial linkage, Stakeholder disagreement, Insufficient scenario fidelity, Other
• How frequently does the CFO or executive team ask for new scenarios or updated forecasts? Options: Weekly, Monthly, Quarterly, Ad-hoc only when issues arise, Rarely / never

Where your data suddenly trips you up

• Which specific data issues have caused a near-miss or failed rollout in the past?
• Which systems contain the authoritative headcount, cost, and skills data we should connect to? Options: Core HRIS (e.g., Workday), Payroll system, ERP / GL, Talent/Skills inventory, Org chart or directory, Custom data warehouse, Other
• Which data quality gaps matter most for modeling credibility? Options: Missing job codes / mappings, Inconsistent cost fields, Outdated org structure, Sparse skills tagging, Incomplete hire/attrition history, Other
• How often do you currently reconcile HR and finance data for planning purposes? Options: Weekly, Monthly, Quarterly, Ad-hoc / when needed, Never
• Who currently owns reconciliation and fixes when HR and Finance disagree? Options: HRIS team, Finance/FP&A, IT, HR Business Partners, Analytics team, No clear owner

Who really decides — and who's quietly blocking progress

• Who in your leadership could veto this project with a single email—and what would their reason likely be?
• Which formal decision roles matter for POC approval and enterprise rollout? Options: CHRO, CFO, Head of HR Analytics, VP HR Strategy, Business Unit Leaders, CIO / IT, Procurement, Legal / Compliance
• What is the usual decision timeline from pilot to enterprise sign-off in your organization? Options: Immediate (days), Weeks (2–8), A quarter (1–3 months), Multiple quarters, Unclear / dependent on outcomes
• What are the top executive concerns you hear around new workforce planning tools (e.g., credibility, integration, cost)? Options: Integration risk with HRIS/ERP, Model rigidity / lack of flexibility, Output credibility for CFO/board, Total cost of ownership, Change management / adoption, Security/compliance
• How have you successfully brought skeptics into the process before—what shifted them from skeptic to supporter?

What 'good' looks like for your CFO and board

• If the CFO walked into the boardroom with your POC, what three things would need to be visible to get a decisive nod?
• Which outputs are non-negotiable for executive sign-off? Options: Financial impact by scenario, Headcount & cost forecast by BU/team, Attrition forecasting and sensitivity, Hiring plan by role/skill, Skills gap heatmap tied to cost, Scenario comparison with assumptions appendix
• What forecast horizon does the CFO expect for strategic planning (select all that apply)? Options: 12 months, 24 months, 36 months, 48–60 months, Variable by initiative
• How tolerant is finance of model-driven assumptions (e.g., assumed attrition, productivity changes)? Options: High tolerance with transparency, Moderate — require strong justification, Low — prefer conservative defaults, Varies by finance leader
• What formats make the CFO comfortable—slides, tables, or an interactive dashboard? Options: Board-ready slide deck (PowerPoint), Printable Excel tables, Interactive dashboard (live), CSV/API extracts for FP&A systems, Combination

The scenarios that keep you up — and why they matter

• Which single 'what-if' scenario would force you to change hiring or restructuring plans tomorrow?
• Which scenario types should we prioritize for the POC? Options: Aggressive growth / headcount ramp, Restructuring / headcount reduction, Hiring freeze, Automation / FTE replacement, Attrition shock / retention crisis, Regulatory or market shock
• What real-world constraints must every scenario respect (budget caps, union rules, hiring lead times, location constraints)? Options: Budget ceilings, Headcount caps by team, Union/contract rules, Minimum staffing requirements, Geographic restrictions, Hiring lead-times
• Which assumptions are you most worried about being wrong (and would like to stress-test)?
• When a scenario indicates action, how quickly do you typically need to decide? Options: Immediately (days), Short (1–3 months), Medium (3–6 months), Long-term (>6 months)

What would make this POC an unambiguous win?

• What single measurable outcome from a 6–8 week POC would convince procurement and the CHRO to move forward?
• Which acceptance criteria must the POC meet for you to call it successful? Options: Validated data integration, Scenario fidelity matches business reality, CFO-ready deliverable produced, At least 1–2 validated scenarios, Clear runbook for ongoing use
• What minimum data access and samples must we have to execute the POC effectively? Options: Full anonymized HRIS extract, Payroll cost fields, Org structure and reporting lines, Skills/talent inventory, Financial GL mappings
• What enablement will your team need to adopt results after the POC? Options: Admin configuration workshops, End-user training sessions, Executive briefing / 1:1s, Documentation and runbooks, Ongoing managed services
• Who will own the POC outcomes and post-POC governance inside your organization? Options: HR (CHRO or HRBP), Finance (CFO/FP&A), Center of Excellence, IT, Shared HR + Finance

Red flags to flag now — let's prevent a crisis

• What's the single biggest risk you want us to identify and neutralize before it becomes a problem?
• Which security, compliance, or data residency constraints must we meet? Options: SOC 2, ISO 27001, GDPR / EU data rules, Local data residency, HIPAA, Other
• How would you rate the expected complexity of mapping your HRIS to finance cost structures? Options: Simple — 1:1 mappings, Moderate — some custom mapping, Complex — many custom rules and transforms, Unknown
• What SLAs or integration windows are non-negotiable for your IT/operations team? Options: 24–48 hours, 3–5 business days, Weekly batch only, Real-time / API required, Unsure
• If we find a blocker during onboarding, who should we escalate to and by which channel? Options: Project lead via email, Slack / Teams channel, Weekly steering call, Direct executive alert, Other

If we only had 30 minutes to convince your CFO, what would we demo?

• What is the single story or metric that will convince your CFO this platform is worth exploring?
• Which stakeholders must attend a short executive demo to make it meaningful? Options: CHRO, CFO, Head of HR Analytics, VP HR Strategy, Business Unit Leader(s), IT/Integration lead
• What demo data would feel most credible: anonymized production, synthetic but representative, or aggregated KPIs? Options: Anonymized production data, Synthetic representative dataset, Aggregated KPIs / summary data, We need all options available
• When would you realistically schedule that demo and who should own the follow-up actions? Options: Within 2 weeks, This month, Next quarter, Unsure / coordinate with stakeholders
• After the demo, which next steps would you expect from us (select all that apply)? Options: Technical integration call, Share commercial terms / pilot SOW, Send executive briefing materials, Begin data onboarding, Other

Show Me Your Source of Truth

• Which HRIS and finance/ERP systems hold your headcount and cost data today? Options: Workday, SAP SuccessFactors, Oracle HCM Cloud, ADP, UKG/UltiPro, SAP ERP / S4, Oracle EBS / Cloud ERP, NetSuite, Homegrown / Custom DB, Other
• Which single system (if any) do you consider the canonical record for active headcount and org structure? Options: HRIS (e.g., Workday), ERP/Finance, Payroll system, A master data warehouse, No single source — reconciliation required, Other
• How long have those systems been the primary source for headcount/cost reporting? Options: Less than 1 year, 1–2 years, 3–5 years, Over 5 years, Varies by business unit
• Who currently owns and signs off on the canonical employee data (name the roles/teams)? Options: HRIS team, Finance/FP&A, Payroll, Business unit HR leads, IT/Integration, Shared ownership, Other
• Can we get a sample export from those sources for the POC? If not, what blocks access today? Options: Yes — full access, Yes — limited/export only, No — security/compliance, No — no export capability, Need vendor/IT support, Other

Where the Numbers Lose Credibility

• If the CFO looked at your workforce numbers right now, what single inconsistency would make them call it into question?
• How often do you see mismatches between HRIS headcount, payroll costs, and general ledger payroll entries? Options: Almost always, Often, Occasionally, Rarely, Never
• Which data elements are the least reliable (choose all that apply)? Options: Job code/title, Cost center, Manager/organization, Salary/base pay, Bonus/variable pay, FTE status, Start/termination dates, Location, Skills/competencies, Other
• Give a recent example where a data discrepancy changed a hiring or budget decision. What happened and what was the consequence?
• What percentage of headcount rows would you estimate require manual reconciliation before you’d trust them for scenario modeling? Options: 0–5%, 6–15%, 16–30%, 31–50%, Over 50%

The Manual Squeeze Points

• Which recurring process still feels like ‘copy-paste-and-pray’ when it comes to workforce numbers? Options: Monthly payroll reconciliation, Headcount vs budget alignments, Org change consolidations, Cost center mapping, Hiring/hiring freeze tracking, Other
• Walk me through the last time you reconciled headcount to finance — who did what, step by step?
• How many people and how much time (approx. hours per cycle) are consumed by that reconciliation? Options: 1 person / <8 hours, Small team (2–4) / 8–24 hours, Cross-functional (5–10) / 2–5 days, Larger effort / 1+ weeks
• What tools or ad-hoc spreadsheets are used to patch gaps between systems? Options: Excel / Google Sheets, Custom ETL scripts, Integration middleware (MuleSoft, Boomi), Manual CSV exports, BI tool transformations, Other
• When manual fixes are made, how often are they recorded and retraced (audit trail)? Options: Always tracked, Sometimes tracked, Rarely tracked, Never tracked / informal

Mapping Chaos: How Roles, Costs, and Codes Collide

• Why do job codes, cost centers, or GL accounts fail to align across HR and Finance in your org?
• Which mapping relationships are defined today and which are missing (select all that apply)? Options: Employee → Job code/title, Employee → Cost center/department, Job code → GL account, Manager → Org hierarchy, Employee → Location/region, Skills → Role families, None of the above / ad-hoc
• How frequently do mapping rules change because of reorgs, acquisitions, or new reporting requirements? Options: Weekly, Monthly, Quarterly, Annually, On rare major events
• Tell me about one mapping rule that consistently breaks downstream reporting — what is it and how do you currently workaround it?
• Do you have documented transformation rules (e.g., field-level mappings, business logic) that we can consume for the POC? Options: Yes — fully documented, Partially documented, Not documented but can be extracted, No documentation

When Data Breaks, How Do You Fix It?

• When a workforce metric is wrong, what typically gets blamed first — the source system, integrations, or human error? Options: Source system, Integration/mapping, Manual processes/spreadsheets, Timing (latency), Other
• Describe your current incident and remediation process for data errors — who gets alerted and what steps follow?
• How long does it usually take from detecting a data issue to having it fully corrected and reflected in reports? Options: Same day, 1–3 days, A week, Several weeks, Depends / varies widely
• Which validation checks exist today (automated or manual) before numbers are published to stakeholders? Options: Row counts/record totals, Key field comparisons (salary, FTE, dates), Variance vs prior period, GL reconciliation, No formal checks, Other
• How much confidence (0–10) would you give your current published headcount and cost numbers for decision-making, and why? Options: 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10

Trust, Stories, and Board-Ready Numbers

• What is the single weakest link that prevents your workforce plan from being board-ready today?
• Which outputs does the CFO expect to see from a workforce model for it to be credible? Options: Headcount by role & cost, Scenario P&L impact, Hiring pipelines and timing, Attrition assumptions & sensitivity, Capital vs OPEX treatment, Workforce skill gaps
• Have workforce models been rejected or heavily revised in past governance reviews? If yes, what was the usual reason? Options: Data inconsistency, Methodology disagreement, Timing mismatch, Lack of scenario clarity, Political/organizational reasons, Never rejected
• What evidence (auditable trails, reconciliations, or sign-offs) would you need to confidently present workforce scenarios to executive leadership? Options: Row-level reconciliation, Audit logs of changes, Sign-offs from HR & Finance, Benchmarking / external validation, Simulation scenarios with sensitivity, Other
• How would you describe the emotional stakes for your HR/Finance team if a workforce forecast proved materially wrong at the board meeting?

Who's Owning What — and Why It Slows You Down

• If a workforce scenario produced by our platform diverges from your internal numbers tomorrow, who must be involved to resolve it? Options: HRIS lead, Head of FP&A, Payroll, Business unit HRBP, CIO/IT, COE/Analytics team, Other
• Do you have SLAs or a governance cadence for data fixes and model updates? If so, what are they? Options: Daily/near real-time, Weekly, Monthly, Quarterly, No formal SLA
• Where do decision rights break down — who signs the assumptions for attrition, promotions, and hiring pace? Options: HR leadership, Finance leadership, Business unit leaders, Central workforce planning team, Combination, No clear owner
• What political or organizational dynamics tend to slow consensus on workforce numbers (e.g., business unit protection, finance skepticism)?
• Would a RACI, weekly data sync, or a single point-of-contact be most effective to reduce friction for a POC? Which one do you prefer? Options: RACI + documented roles, Weekly data sync, Dedicated SPOC, Temporary war room during POC, Other

If We Could Fix One Thing in 48 Hours

• If we removed one data obstacle in 48 hours, which would unlock the most value for your POC and why?
• Which of the following would you prioritize for a rapid fix (pick up to two)? Options: Access to HRIS exports, Consistent job code mappings, GL → cost center reconciliation, Automating a reconciliation check, A sample dataset for board-ready outputs, Clear owner for data sign-off
• What internal approvals or security steps would we need to complete before we can ingest data for the POC? Options: Data sharing agreement, IT security review, Vendor access requests, CISO approval, None — ready to share, Other
• Realistically, how soon could you provide a minimally viable dataset (headcount + pay + org mapping) for the POC? Options: Immediately / same week, 1–2 weeks, 3–4 weeks, Longer than a month, Unsure / need to check
• What would success look like at the end of the POC from a data perspective (specific acceptance criteria)?

Quick Orientation: Where are we starting from?

• Which business unit or pilot scope are we validating in this POC, and what is the target go-live window? Options: Single business unit (name to follow), Multi-unit slice, Enterprise-wide sample
• Who will be the day-to-day point of contact for the pilot on your side (name and role)?
• Which HRIS, payroll, and finance systems currently hold the headcount and cost data we’ll need? Options: Workday, SAP SuccessFactors, Oracle HCM Cloud, UKG/UltiPro, ADP, Custom/Legacy system, Other
• How confident are you in the baseline data for the pilot (headcount, costs, current org structure)? Options: Very confident, Mostly confident with some gaps, Significant gaps, Unknown / haven’t assessed
• Is there an internal deadline (e.g., executive meeting, board review) that makes this POC time-sensitive? If yes, please describe.

Are we trusting a feed that’s already failing?

• When you think about your HRIS → analytics feed today, what keeps you up at night?
• Which types of data issues have you observed recently (select all that apply)? Options: Duplicate records, Stale termination dates, Missing cost or salary fields, Incorrect org codes, Inconsistent job titles/levels, Currency inconsistencies, No notable issues
• How frequently are master records (headcount, employee status, salary) updated in source systems? Options: Near real-time / daily, Weekly, Bi-weekly, Monthly, Ad hoc
• Have you previously attempted automated extracts or integrations from these sources? If so, what failed or succeeded?
• How would you rank the most critical data quality risk for the pilot (pick one): Options: Headcount accuracy, Cost mapping / payroll linkage, Organizational structure / reporting lines, Tenure / hire/termination dates, Skills/competency data

Whose keys are we borrowing — and will they open the door?

• Do you have a defined owner for granting system access and API credentials for each source system? Options: Yes — named owner(s), Yes — role-based owner(s), Not yet identified, External vendor manages access
• Which teams must approve access and how long does approval typically take? Options: HRIS/People Operations, IT/Security, Finance/FP&A, Legal/Compliance, Third‑party vendor
• What access model do you prefer for the POC (select the closest): Options: Platform connects directly via secure API, SFTP extract drops to an integration folder, Manual CSV uploads by our team, Hybrid approach
• Are there data classification or encryption requirements (e.g., PII, cross-border rules) that will affect how we integrate? Options: Yes — specific constraints (describe), No special requirements, Unsure — need to check
• If approvals are needed, what is the realistic earliest date we could have credentials in hand? Options: Within 1 week, 1–2 weeks, 2–4 weeks, More than a month, Not sure

Can the data tell finance what it needs to hear?

• How are employee costs currently mapped to financial dimensions (GL codes, cost centers, P&L lines)? Options: Direct mapping exists, Partial mapping with manual adjustments, Mapping done in spreadsheets, No consistent financial mapping
• Which of the following financial outputs must the pilot produce to be considered credible for the CFO/FP&A? Options: Headcount-to-cost bridge, FT/PT cost splits, Salary vs. benefits breakdown, Scenario-driven P&L impact, Run-rate and full-year forecasts
• Are there currency, chargeback, or intercompany allocation rules we must model from day one? Options: Yes — fully documented, Yes — partial documentation, No, Unsure
• Who on your finance team will validate mapping rules and acceptance of CFO‑level outputs? Options: VP/Director FP&A, Finance manager, Controller, No one assigned yet
• Describe any past instances where finance rejected a workforce model—what specifically lacked credibility?

What happens when the numbers disagree?

• Do you have a documented reconciliation policy between HRIS, payroll, and general ledger for headcount/costs? Options: Yes — documented and used, Drafted but not enforced, Ad hoc process, No policy exists
• When discrepancies surface, who is responsible for investigation and resolution? Options: HRIS team, Payroll, Finance/FP&A, Business unit operations, Joint task force
• How quickly do you require reconciliation issues to be resolved during the POC to maintain credibility? Options: 24–48 hours, 3–5 business days, Within the sprint (2 weeks), At end of month
• What tolerance threshold would you accept for discrepancies before pausing the POC (e.g., headcount variance %, cost variance %)?
• Would you be open to a lightweight daily reconciliation dashboard during the pilot to surface gaps early? Options: Yes, Maybe, No

If this POC breaks, who will we hear from first—and what will they say?

• Which past integrations created the biggest political or operational headaches and why?
• What internal objections do you expect from business leaders when model outputs change headcount or cost assumptions? Options: Distrust of assumptions, Fear of role consolidation, Loss of budget control, Timing concerns, Other
• Are there stakeholders who must be persuaded with a pre-approved narrative or artifact (e.g., audit, legal, union rep)? Options: Yes — list exists, Yes — ad hoc, No, Unsure
• What mitigation steps would make senior stakeholders comfortable moving forward despite data uncertainty? Options: Executive sign-off on assumptions, Parallel manual reconciliation, Conservative scenario guardrails, Phased rollout only to low-risk units
• How would failing fast versus delaying until perfect feel to your executive sponsors? Options: Prefer fail fast with rapid fixes, Prefer delay until low risk, Split views among sponsors, Unsure

How will success feel on Day 30, Day 90, and Day 180?

• What are the non-negotiable acceptance criteria for the POC (what must be true for you to call it successful)?
• Which validation checks should we run before handing outputs to your CFO (select all that apply)? Options: Headcount fidelity vs HRIS, Payroll cost reconciliation, Attrition forecast sanity checks, Scenario P&L alignment, Board-ready slide export verification
• Who on the executive team needs a technical walkthrough versus a high-level summary? Options: CFO — technical, CFO — summary, CHRO — technical, CHRO — summary, Other execs
• What cadence of checkpoints do you want during deployment (daily stand-ups, weekly steering, or milestone reviews)? Options: Daily stand-ups, Twice-weekly, Weekly, Bi-weekly, Milestone-only
• After the pilot, who will own ongoing data reconciliation and model maintenance? Options: HRIS team, Finance/FP&A, Center of Excellence (COE), Shared governance team, External vendor

Next steps we’ll commit to together

• Based on this conversation, what are the top three actions you expect our team to take before the first integration sprint?
• Which of the following integration timelines aligns with your expectations for a 6–8 week validation phase? Options: Start within 1 week, Start in 1–2 weeks, Start in 2–4 weeks, Start in 1+ months
• Who from your side will be responsible for signing off on credentials, data mapping, and final acceptance (name and role)?
• Are there any contractual, compliance, or procurement steps that could block integration if not started now? Options: Yes — procurement/signature, Yes — security/compliance review, No known blockers, Unsure
• Is there anything we haven’t asked that would keep this pilot from delivering board‑ready outputs? Please tell us now.

Starting Point: What Brought You Here?

• What's the immediate trigger that prompted this workforce planning effort? Options: CEO requested 3-year plan, Restructuring decision, Skills gap for transformation, Cost reduction target, Regulatory or compliance need, Other
• Who is the primary sponsor and who will champion this internally? Options: CHRO, CFO, Head of HR Analytics, VP HR Strategy, Business Unit Leader, Other
• Which timeline are you accountable to for initial POC outcomes? Options: 2–4 weeks, 4–8 weeks, 1 quarter, 2 quarters, Other
• What would a successful proof-of-concept look like to you in one short sentence?
• Which teams or roles will be the day-to-day users of the model? Options: HR Business Partners, HR Analytics, FP&A, Business Unit Leaders, Talent Acquisition, IT/Integrations, Other
• How confident are you that current headcount and cost numbers are accurate across systems? Options: Highly confident, Mostly confident, Somewhat confident, Not confident, We don’t know

Who Really Holds the Keys?

• If one stakeholder could stop this project with a single objection, who would it be and why? Options: CFO (credibility/accuracy concerns), CHRO (strategy alignment concerns), Business Unit Leader (trust in model), IT (integration/security), Legal/Compliance, Other
• Which stakeholders need board-ready outputs versus operational dashboards? Options: Board/C-suite, Finance leadership, HR leadership, Business unit leaders, People managers, Other
• What executive concerns have been voiced (e.g., credibility, integration risk, modeling rigidity)? Please list specific quotes or paraphrases if possible.
• How does your leadership prefer decisions presented—high-level scenarios, drillable models, live demos, or slide narratives? Options: High-level scenario summary, Interactive drillable model, Live demo with customer data, Slide-ready visual narratives, Combination
• When decisions are made, what approvals or governance steps are required afterward? Options: Finance sign-off, CHRO/CPO approval, Business unit sign-off, Board approval, No formal process, Other
• Thinking about past initiatives, what convinced skeptics to change their minds?

Are Your Data Foundations Ready—or Fragile?

• Imagine running a scenario in front of the CFO and HRIS, payroll, and GL disagree — how would that play out for you? Options: Minor embarrassment, quick fix, Would delay decision-making, Would require manual reconciliations, Could derail the POC, Not sure
• Which systems contain the master records we must integrate for the POC? Options: Primary HRIS (Workday/Workday Prism), Other HRIS (SuccessFactors/UKG), Payroll system, GL/ERP (SAP/Oracle/NetSuite), Talent/ATS, Workforce management, Other
• How complete and consistent is your mapping between HRIS roles, cost centers, and GL accounts? Options: Fully mapped and reconciled, Mostly mapped with gaps, Fragmented and inconsistent, No mapping exists, Not sure
• Where do you tend to get stuck when reconciling people data to financials? (e.g., contingent labor, benefits burden, shared services)
• How frequently are reconciliations run today and by whom? Options: Monthly by Finance, Quarterly by HR/Finance, Ad hoc by HRIS team, Never/rarely, Other
• List the top three known data quality issues that would affect model credibility (e.g., missing hire dates, mis-mapped cost centers, job code drift).

What Assumptions Are You Hiding?

• Which of your current assumptions about attrition, hiring speed, or compensation would embarrass you in a board meeting? Options: Attrition rates too optimistic, Hiring lead times underestimated, Comp compensation/benefits underestimated, Role-level cost granularity missing, Other
• How do you currently forecast attrition and internal mobility? Options: Statistical model (cohort/tenure), Simple historical average, Manager estimates, No formal approach, Other
• How accurate have your past workforce forecasts been—can you give an example of a miss and its impact?
• Which constraints are non-negotiable when modeling scenarios (e.g., hiring freeze, headcount cap, budget floors)? Options: Headcount caps, Budget limits, Hiring freezes, Required skill ratios, Minimum staffing levels, Other
• What hidden or variable costs do you worry are being omitted from workforce scenarios (recruiting, overtime, contractors, training)?
• Which workforce segments (by geography, function, skill) are most sensitive to modeling assumptions? Options: Sales/Revenue-facing, Engineering/Tech, Customer Support/Operations, Leadership/Executive, Contractors/Contingent workers, Other

If We Could Snap Our Fingers, What Would Change?

• If the model could prove one thing to your executive team tomorrow, what single insight would be most valuable?
• Describe the specific POC deliverables and acceptance criteria that would make this a clear success for Finance and HR.
• Which metrics must be CFO/board-ready (e.g., FTE cost by BU, total labor spend, cost per open role, cash flow impact)? Options: Total labor spend, FTE count by BU/role, Cost-per-hire and time-to-hire, Attrition-led cost impact, Scenario-driven cash flow impact, Other
• Which scenario types are essential for the POC (select all that must be supported)? Options: Restructuring/reductions, Growth/hiring ramp, Hiring freeze, Skill transition/upskilling, Geographic reallocation, Cost-optimization, Other
• What reporting cadence and formats will convince stakeholders (e.g., one-pager slides, interactive model, CSV exports)? Options: Slide-ready one-pager, Interactive model access, Detailed CSV/Excel exports, Dashboard snapshots, Combination

What's Standing Between Us and Adoption?

• What single failure mode would most likely cause this POC to be shelved after a strong demo? Options: Data credibility issues, Lack of stakeholder buy-in, Integration delays, Model inflexibility, No measurable ROI, Other
• Have you implemented workforce or planning technology before? What worked and what didn’t?
• Which stakeholder groups typically resist change and why (e.g., trust, perceived loss of control, workload)? Options: Finance (control), HR ops (workload), Business leaders (trust), IT (security), Managers (time), Other
• What governance, decision rights, or communication routines would make adoption feel safer to your sponsors?
• What training and enablement format will make your teams comfortable (select all that apply)? Options: Hands-on workshops, Train-the-trainer, Recorded micro-lessons, Guided runbooks, Office hours/support SLA
• How will you measure initial adoption success (e.g., model usage, forecast accuracy, decisions made from outputs)? Options: Model logins / usage, Forecast accuracy vs. baseline, Number of decisions influenced, Time to decision, Other

Practical Constraints: Data, IT, and Timeline

• If IT delays integrations by 4–6 weeks, can the POC still deliver meaningful outcomes? Why or why not? Options: Yes — we can use exports, Partially — limited scenarios, No — integrations required, Unsure
• Which data feeds can be made available within two weeks for the POC? Options: HRIS headcount snapshot, Payroll cost file, GL/ERP summary, Open requisitions/ATS, Skills/capability data, Other
• Do you have a sandbox or test environment we can use, or will we operate on production extracts? Options: Sandbox available, Production extracts only, We can provision a test environment, Unsure
• Are there security, compliance, or procurement steps we should factor into the timeline? Options: Security review required, Legal/contract review, Procurement/PO process, Data anonymization required, None
• What is your target go/no-go date for completing the POC and presenting to execs? Options: Within 4 weeks, 4–8 weeks, By end of quarter, Next quarter, Other
• Who will provide point-of-contact and FTE hours for integrations and validation during the POC?

The Proof That Will Convince Your CFO

• What is the single chart, table, or number that would most likely change the CFO’s mind?
• What financial mapping rules must be reflected for outputs to be accepted by Finance? Options: Benefit burden allocations, Shared services cost apportionment, Contractor vs employee treatment, Payroll timing adjustments, Capitalization rules, Other
• At what level of granularity does Finance require numbers (company, BU, cost center, role/job family, individual)? Options: Company level, Business Unit, Cost center, Role/job family, Individual
• What accounting or financial assumptions (e.g., FTE to cost multipliers, hiring ramp profiles) are non-negotiable for your financial models?
• What error tolerance or variance from current forecasts would be acceptable when presenting to the CFO? Options: <1%, <3%, <5%, <10%, Other/Not sure

Commitments & Next Steps

• What is the smallest, safe commitment you’re willing to make now that still protects your stakeholders? Options: Data extract only, Limited scope scenario, One business unit POC, Time-bound evaluation, Other
• Who must sign off to grant the team access to the necessary data and systems? Options: CHRO, CFO, IT Security, HRIS Owner, Finance Owner, Other
• How many internal hours per week can you realistically allocate from the HR/Finance/IT teams during the POC? Options: <5 hours, 5–10 hours, 10–20 hours, 20–40 hours, >40 hours
• What cadence of check-ins will keep stakeholders engaged without burning them out? Options: Weekly 30-min, Bi-weekly 60-min, Ad hoc milestones, Monthly steering committee, Other
• Are there any calendar blackout dates, board meetings, or budget cycles we should avoid for demos or approvals?
• Is there anything critical we haven’t asked that would materially affect whether this POC succeeds?