01
Clearer
business decisions
Connect financial and workforce information to build an evidence base for headcount and pay decisions.
Decisions guided mainly by habitReview evidence and scenarios
Workforce Decision Intelligence
Diagnose with data. Solve with job-based HR.
Connect financial and workforce evidence to company-specific job architecture. Extend it into AI-assisted drafts and selected HR workflows across hiring, assessment, development and rewards, with expert review before important decisions.
Tier 1 insight → Tier 2 job architecture & HR operations → Tier 3 prediction & action. Current development and validation status is disclosed below.
SATURNLAB / Executive insight · synthetic example
ILLUSTRATIVE EXECUTIVE VIEW
SAMPLE ONLYFinance, workforce & job decisions
Annual revenue$14.8M
People cost$2.4M
Operating profit$1.7M
The leadership question
How can a workforce insight turn into better HR operations?
Move beyond the report: connect findings to job-level standards and repeatable HR processes.
People-cost trend · mock data
Year 1Year 2Year 3Year 4
01 · UNDERSTANDFinancial + workforce context
02 · COMPARETrends, assumptions, options
03 · INTERPRETDecision-focused analysis
04 · CONFIRMExpert review before action
WHAT CHANGES WITH SATURNLAB
Better decisions. Smarter HR operations.
More than a dashboard. Connect workforce evidence, job-based standards and AI-assisted workflows to decisions your team can explain and act on.
Clearer
02
More deliberate
workforce costs
Compare how pay and labour-cost assumptions affect costs and profitability before deciding.
Understand the impact afterwardCompare scenarios in advance
03
More consistent
HR standards
Use a company-specific job architecture to connect hiring, assessment, development and pay.
Different standards across HRShared job-based standards
04
Less repetition,
more judgement
AI assists with document drafts and repeatable tasks, while people review consequential decisions.
Recreate documents and criteriaAI-assisted drafts + human review
These are intended benefits, not guaranteed improvements. Actual results depend on data quality, scope and implementation, and should be measured after adoption.
THE SATURNLAB SERVICE ARCHITECTURE
Diagnose the issue. Design around the job. Connect HR operations.
SATURNLAB is more than a labour-cost calculator. Tier 1 examines workforce, pay, and cost-efficiency questions. Tier 2 connects the findings to company-specific job standards and HR operations. Tier 3 extends the evidence into future scenarios and expert-reviewed actions.
TIER 01MODEL VALIDATION
Insight
DIAGNOSE · What is happening?
Headcount direction, pay-cost scenarios and human-capital efficiency in one integrated executive assessment.
Explore Tier 1
TIER 02DESIGN & TEST
Decision
DESIGN & OPERATE · What should change?
Define jobs around your company, then connect diagnostic issues to hiring, performance, development, rewards, and exit workflows.
Explore Tier 2
TIER 03FUTURE MODULES
Predict + Action
PREPARE · What comes next?
Talent-fit insights, workforce scenarios, conflict-risk analysis and AI-drafted plans requiring expert approval.
Explore Tier 3
Tier 1 · Diagnose→Tier 2 · Design & operate→Tier 3 · Predict + Action
ALL TIERS · AI-POWERED WORKFLOWSAI-assisted insights & HR workflows
Data & ML analysis→AI drafts & workflow support→Expert review & sign-off
AI supports all three tiers rather than forming a separate service tier. Actual automation coverage depends on product development and validation.
The value begins after the diagnosis.Tier 2 combines two complementary tracks: resolving workforce findings and operating job-based HR workflows.
SUPPORTING HR OPERATIONSMonthly Labour Advisory
For Korean operations, ongoing HR management is supported by the existing labour advisory practice through a monthly retainer. Consultations support day-to-day decisions; on-site assessments depend on the agreed scope.
Explore advisory ↗TIER 01 / INSIGHT
See where your workforce stands today.
“Are our workforce direction, pay decisions and people costs sustainable?”
Tier 1 is one integrated diagnostic service—not three separate calculators. It joins headcount direction, compensation scenarios and human-capital efficiency into an executive report. Financial and workforce data are reviewed at the company level, with expert sign-off before customer release.
- 01Headcount direction — expand, maintain or reduce; no exact employee-count prediction
- 02Pay-cost scenario — compare total labour-cost changes at 0%, 2%, 3% and 5%
- 03Human-capital efficiency — industry reference points, HCROI trends and an efficiency assessment
- 04Integrated report — a management-facing summary with Tier 2 follow-through and expert review
Korean methodology: four input datasets (financial statements, P&L, headcount, payroll summary), generally five years / minimum three. Global benchmarks and ML performance require separate validation.
SATURNLAB / TIER 01 INSIGHTSYNTHETIC EXAMPLE
Integrated workforce assessment
Sample executive overview · not a live predictive result
Workforce directionREVIEW
Cost scenarios0–5%
Efficiency trendHCROI
Total people-cost scenarios ILLUSTRATION
0% · baseline
$2.40M
2% · increase
$2.45M
3% · increase
$2.47M
5% · increase
$2.52M
Direction + scenarios + efficiency → integrated report → expert confirmation
SATURNLAB / TIER 02 DECISIONCONCEPT · SYNTHETIC
Job-based HR operations · concept preview
The same job reference supports two complementary workflows
FOUNDATION
Shared foundation · job description
Adapt NCS references to company roles, subject to expert confirmation.
Production Operations · example job profileSAMPLE · IN REVIEW
Role purposeCoordinate production schedules and process operations
Key standardsRole capabilities and observable criteria
Job levelExpert-selected NCS level (1–8, Korea)
NCS referenceCompany tailoringExpert review
TRACK A
Track A · Resolve Tier 1 issues
Link the numerical diagnosis to job-level questions, not automatic decisions.
Tier 1 finding→Relevant job review→Improvement agenda
Example: declining people-cost efficiencySAMPLE
Review role requirements and whether development, deployment or hiring standards need attention.
Output: Job-level improvement questions and expert review trail
TRACK B
Track B · Support HR operations
Reuse one approved job definition across HR activities.
HiringJob posts, interview and scoring-form drafts
AssessmentBehavioral standards and results records
DevelopmentCapability-gap learning suggestions
RewardsJob-level pay bands
ExitChecklists, deadlines and document templates
AI-ASSISTED HR · CONCEPT PREVIEW
Turn job descriptions into HR workflow drafts
Reduce repetitive document work. Important people decisions are never automatically approved.
01 INPUT · Approved job description
Job purpose · capabilities · performance standards become the shared reference.
02 AI-assisted drafting and workflow support
Job posting draftInterview question draftAssessment criteria draftDevelopment suggestions
03 HR and expert review before use
Review, adapt and approve drafts before they inform hiring, assessment or development.
* Illustrative workflow concept, not evidence of launched automation or automatic approval.
Concept-only workflow, not a live product demonstration. Release and automation scope require expert and operational validation. AI workflow previews are illustrative; launch scope remains subject to testing.
TIER 02 / DECISION
Build standards for solutions. Put them to work in HR.
“Which jobs, capabilities, and HR processes can address what the data reveals?”
Tier 2 starts with company-specific job architecture and job descriptions. Experts design and confirm the standards; HR teams then use them across hiring, assessment, development, rewards and exit processes. AI-assisted drafts, recommendations and selected workflow automation are being designed; HR and experts review outputs before use.
TRACK A · ISSUE RESOLUTIONTurn findings into action areas
Map Tier 1 workforce, pay, and efficiency findings to relevant jobs, capabilities, and process-improvement questions.
TRACK B · HR OPERATIONSConnect job-based HR workflows
Reuse approved job descriptions for recruiting drafts, assessment criteria, learning suggestions and job-level pay bands.
SHARED FOUNDATION: NCS reference → company-specific job architecture → job descriptions → expert confirmation
NCS levels 1–8 apply to the Korean design. No individual salary or Compa-Ratio analysis. International job mapping requires separate local validation.
One job framework becomes a shared HR reference.
Tier 2 at a glance
01Job mapping
02Job profiles
03Hiring
04Assessment
05Learning
06Rewards
07Exit
Explore capabilities — expand only what interests you
Adapt the Korean NCS reference to real company jobs, with expert approval.
Structure job purpose, capability units, levels and observable criteria.
Prepare job-based vacancy posts, interview questions and assessment-form drafts.
Experts design behavioral criteria; teams keep results from their own assessment process.
Recommend training using gaps between required and observed capability levels.
Support job-level pay bands and progression criteria using NCS levels 1–8 in Korea.
Support checklists, deadlines and template documents; no automated legal judgements.
TIER 03 / PREDICT + ACTION
Prepare for tomorrow. Act with review.
“What could happen next—and what should leadership review now?”
Tier 3 is the future extension of the job and workforce evidence created by earlier stages. It is designed to examine talent fit, organizational scenarios and conflict risks, and then prepare action-plan drafts for expert confirmation—not to automate employee-level decisions.
- 01Talent fit & capability patterns — following performance/assessment results
- 02Organizational & workforce scenarios — after Tier 1 and job architecture are ready
- 03Conflict and organizational risk — following the relevant survey, with a separately validated instrument
- 04Action-plan drafts — AI prepares; experts confirm every action before customer release
Future capability concept. No individual attrition probability, no individual compensation modelling, and no unapproved automatic actions.
SATURNLAB / TIER 03 ACTIONFUTURE CONCEPT
Decision preparation board
Illustrative areas of analysis · no actual prediction displayed
01
Talent & capability fitReview readiness and role alignment after evaluation results
02
Workforce scenariosExplore organization structure and 12-month planning assumptions
03
Conflict & organizational riskUse approved surveys; separate observation from prediction
DATA & CONDITIONS → AI DRAFT → EXPERT SIGN-OFF → CUSTOMER VIEW
Each capability opens only when its prerequisite data and professional review requirements are satisfied.
TIER 01 · INTERACTIVE SAMPLE
Try one example from the broader Tier 1 diagnosis.
This interactive arithmetic example illustrates people-cost scenarios only. SATURNLAB’s broader architecture connects Tier 1 integrated diagnosis, Tier 2 job-based HR operations, and Tier 3 scenarios and reviewed actions.
EXAMPLE BUSINESS / BASELINE
Not a live diagnosisHow much margin could a cost increase absorb?
All other revenues and expenses remain unchanged in this simplified illustration.
Management question: If total annual people costs increase, what does that mean for operating profit and margin?
Annual revenue$14.80MFixed in all four scenarios
Baseline annual people costs$2.40MIllustrative base
Baseline operating profit$1.70M11.5% operating margin
Choose a total people-cost increase
Click a scenario to update the impact
Annual people costs
Additional annual cost+$72,000
Illustrative impact
Operating profit$1.63M
Operating margin11.0%
At a 3% increase, annual people costs rise by $72,000, reducing operating profit by the same amount if all other factors stay constant.
How it is calculated: new people cost = $2.4M × (1 + selected rate); illustrative operating profit = $1.7M − added cost; margin = illustrative profit ÷ $14.8M. There is no causal prediction, industry benchmark, tax adjustment or workforce-size recommendation in this demo. Source figures are fictional.
This numerical explorer illustrates only the total people-cost scenario portion of Tier 1. It does not calculate the other two diagnoses or represent an approved ML model.
THE FOUNDATION OF STEADY HR OPERATIONS
Monthly labour advisory is part of ongoing HR support.
Alongside data-led diagnosis and job-based HR operations, SATURNLAB brings in the existing Korean labour advisory practice through a monthly retainer. Expert guidance helps keep day-to-day HR decisions and processes on a sound footing.
L-2 / MONTHLY RETAINER
Ongoing expert consultation
Korean labour professionals respond to questions on employment contracts, pay, working time and other routine issues. SATURNLAB supports consultation intake and records without replacing professional judgement.
L-1 / ON-SITE WHEN AGREED
On-site labour-risk assessment
Practitioner-led visits cover 12 areas of Korean employment and labour risk. Visits and detailed scope depend on company size and contractual arrangements.
Monthly advisory coverage and inclusion of on-site assessments are confirmed in the service agreement. Korean professional credentials do not constitute a licence to advise on other countries’ employment laws.
The executive challenge
People decisions are also business decisions.
Hiring, compensation, and workforce design shape the financial future of a company. But too often, the figures and the management decisions live in different conversations.
Can we sustain the next increase in workforce costs?
Test the financial consequences of cost growth instead of relying on one headline percentage.
For the CFOIs our workforce direction aligned with performance?
Connect trends in revenue, operating results and company-level headcount before deciding what to review.
For the CEOHow do we make an HR recommendation credible?
Make data definitions, assumptions, limitations and expert review visible to the leadership team.
For the CHROThe goal is not a more crowded dashboard. It is a clearer, better-supported executive decision.
Explore our new approachA NEW ERA OF PEOPLE MANAGEMENT
The next chapter of HR, built together.
We are not here to add one more tool to an old routine. We want to bring workforce data, job architecture and AI-assisted workflows together—and shape a better way of managing people with the companies we serve.
01
Move beyond habit with evidence
Connect business, finance and workforce data so experience is backed by clearer reasoning.
02
Connect HR around the work itself
Build company-specific job architecture to link hiring, performance, development and rewards.
03
Use AI to reshape everyday HR work
Let AI assist with drafts and repetitive tasks, while people review consequential decisions.
AN INVITATION TO SHAPE WHAT'S NEXT
Not a finished playbook. A better way, built together.
This is a new path for SATURNLAB, too. Every company faces different challenges, and no single template fits them all. We want to start with real business questions, refine job standards together and learn how AI can make HR work better—one practical improvement at a time.
- Start with the decisions your business actually faces
- Co-design job standards and practical HR workflows
- Introduce AI assistance and automation step by step
- Review results, learn from limits and keep improving
Data and AI outputs remain subject to human review. The global SaaS is still in development and validation; country-specific applicability must be assessed separately.
Common questions
Clear expectations, from the start.
We believe readiness, coverage and data boundaries should be explicit before anyone makes a purchasing decision.
Is SATURNLAB's global SaaS available to purchase today?
This page presents the international product direction and an illustrative scenario. SATURNLAB's full global SaaS functionality, regional benchmarks and predictive models require validation before public commercial availability. You can contact us to discuss your needs and potential evaluation opportunities.
Does the sample calculate the right number of employees?
No. It only demonstrates how four hypothetical changes in total annual people costs affect operating profit under stated assumptions. Our Tier 1 direction framework does not claim to predict an exact number of employees.
Does it replace our HRIS, payroll or finance systems?
The product direction is to use relevant financial and HR data without replacing existing systems. Actual integrations and supported file formats depend on implementation and security review.
What information would a future assessment need?
The Korean Tier 1 design combines four sources: financial statements, an income statement, headcount information and payroll records. Analysis is based on company-level aggregates. Before using any real customer records, data processing, minimisation, access and retention arrangements must be agreed.
Can SATURNLAB advise on employment law outside Korea?
Not on the basis of Korean professional credentials alone. For Korean operations, monthly labour advisory is provided within the agreed service scope. Local laws, benchmarking sources and professional requirements must be reviewed separately for each new country.
Why does SATURNLAB emphasise expert review?
Financial and people data do not provide all the context needed for workforce decisions. In SATURNLAB's service design, experts review assumptions, exceptions and recommendations before they are released as confirmed results.
Start a conversation
Go beyond the analysis. Connect decisions to HR operations.
Tell us whether your need is a workforce-cost diagnosis, job architecture, or connected hiring and performance processes. We will clarify service availability and validation before discussing a pilot.