Intelletto.ai · Human Capital Intelligence starts with Job Description

Human Capital Intelligence
starts with Job Description.

The customer supplies the starting document. Intelletto supplies the company context, published standards, calibrated skills, questions, evidence trail, decision workspace — and the onboarding plan that carries it all into the first 90 days.

A customer job description enters a transparent evidence machine; company, skills, standards and governance signals feed into it; a recruiter receives a structured candidate dashboard and sealed evidence packet.
Customer brief in · company context, standards and evidence through the glass · human decision out
6company layers infused
16named standards anchored
3question families created
11résumé stages explained
29candidate views assembled
8onboarding views activated
00 — The whole journey
Before we open the machine

Seven acts. One continuous
chain of evidence.

Nothing below is a separate AI trick. Each act passes structured evidence to the next, so the interview question, the final score and the new hire’s first-90-day plan all point back to the same definition of the role.

01Infuse the JDCompany context joins the customer brief.
02Anchor itPublished standards constrain the rubric.
03Build skillsTaxonomies and credentials resolve the capability model.
04Create questionsRequirements become evidence-seeking prompts.
05Read résumésEvery claim is extracted, normalized and checked.
06DecideThe recruiter works from the full candidate workspace.
07OnboardHiring evidence becomes the new hire’s ramp.
01 — The customer job description
A brief is not yet a role definition

The customer writes the seed.
Intelletto grows the role.

A conventional ATS stores the JD and waits for keywords. Intelletto asks a harder question first: what does success in this role mean inside this company? The answer needs six company-wide sources the original document rarely contains.

01
Company mission

Why the organisation exists and what the role ultimately serves.

02
Product / platform overview

What the person will build, operate, sell or support.

03
Culture — ways of working

How decisions, collaboration and accountability happen in practice.

04
Benefits, EVP & soft skills

What the company offers and the behaviours it expects everywhere.

05
Company-wide hard skills

Shared tools, methods and technical capabilities that cut across roles.

06
Corporate pillars

The strategic commitments the role must move forward.

MISSIONPRODUCTCULTUREEVP + SOFTHARD SKILLSPILLARS CUSTOMER JD ROLE MODELVERSIONED · REVIEWABLE
The output is not a longer JD.

It is a structured, versioned role model: what matters, why it matters, how strongly it matters, and what evidence would demonstrate it.

The distinction: infusion does not let corporate language swamp the vacancy. It adds context around the customer’s requirements, keeps the sources separate, and makes every added requirement visible for review.
02 — Anchoring
The role model is not allowed to invent its own truth

Every calibrated value
answers to a standard.

The anchors serve different jobs. Some define occupations. Some govern assessment quality. Some constrain automated employment decisions. Together they stop the rubric becoming a confident opinion written by software.

16

Named reference systems. Stored with the role definition and carried into the evidence trail — not footnotes added after someone asks.

Capability language

  • O*NET-SOC
  • Lightcast Open Skills
  • CEFR
  • PMI

Assessment science

  • IPIP item pool
  • Item Response Theory
  • Schmidt–Hunter
  • ISO 10667

Employment governance

  • GDPR
  • EU AI Act
  • NYC Local Law 144
  • EEOC / Uniform Guidelines

Operating assurance

  • WCAG 2.2 AA
  • ISO 30414
  • ISO/IEC 42001
  • ISO/IEC 27001

What anchoring changes: the role’s skills, proficiency expectations, assessments, accessibility treatment and audit obligations all inherit an external point of reference.

03 — Skills construction
Not keyword extraction. Capability engineering.

Skills are triangulated,
resolved and calibrated.

A customer’s JD may say “cloud,” a certification may say “AWS Solutions Architect,” and an occupation taxonomy may say “cloud infrastructure design.” Intelletto has to decide whether those are the same capability, related capabilities, or evidence at different levels.

Source one

Skills databases

Canonical names, synonyms, occupations and adjacent capabilities.

Source two

Industry certifications

Professional bodies that encode recognised practice and role depth.

Source three

Vendor certifications

Product-specific proof, weighted for relevance in the role and market.

Resolved skill object · not a loose word

“Python” becomes a set of decisions.

Canonical identity

One skill ID across spelling, abbreviation and synonym variants.

Hard or soft

The capability type determines how evidence and questions work.

Required or useful

A role-critical need is not scored like a nice-to-have.

Expected proficiency

Awareness, working, advanced or expert — anchored to the role level.

Evidence routes

Résumé claims, work examples, certification, exam or interview proof.

Source provenance

Which JD line, taxonomy or credential justified its inclusion.

The result: a role-specific capability model that can generate questions, interpret résumé evidence, explain the score — and later, shape the new hire’s development plan — using the same vocabulary.

04 — Question creation
The role tells the interview what evidence to seek

Every question has
a reason for being there.

Questions do not “write themselves.” They are generated from a requirement that has already been infused, anchored and resolved. That lineage determines what is asked, who sees it and what a useful answer would demonstrate.

Required capability: lead a cross-functional platform migration with controlled operational risk.

ROLE MODEL → LEADERSHIP + DELIVERY + RISK → ADVANCED PROFICIENCY
01 · EVIDENCE RECOVERY

AI résumé question

“Your résumé mentions a platform migration. What changed, what did you own, and what was the measurable result?”

Closes an evidence gap before the interview and ties the answer to the original claim.

02 · INTERVIEW PROBE

Nice-to-know / depth

“Which risk did you deliberately accept, and which did you refuse to accept?”

Tests judgment and proficiency — not the presence of a keyword.

03 · WAYS OF WORKING

Culture-fit question

“How did you get product, engineering and operations to make one decision?”

Connects the company’s collaboration model to observable past behaviour.

The recruiter can see the source requirement beside the question. The question can be edited. The reason it exists is never hidden.

05 — Résumé processing
Read first. Interpret second. Score last.

A résumé is taken apart
before it is judged.

The eleven stages are not eleven gates. They are four different kinds of work. Each stage has a plain-English purpose, a defined output and a reason it must happen before the next one.

Act one · establish the document

Know what arrived.

Identity, duplication and readable page structure come before interpretation.

01

Registration

Give the file a permanent identity, owner and source fingerprint.

OUT → DOCUMENT RECORD
02

Duplicate check

Separate a new person from the same file — or same person — arriving twice.

Fail-closed check
03

Document read

Recover text plus pages, sections, columns and exact locations.

Coverage check
Act two · recover meaning

Turn pages into claims.

Noise is removed cautiously; AI extracts structure; vocabulary is resolved.

04

Text cleaning

Remove repeated headers and page noise without rewriting the candidate.

OUT → CLEAN TEXT + REMOVAL LOG
05

AI extraction

Find roles, dates, skills, education and achievements — with source spans.

Completeness check
06

Skill normalization

Resolve “Py,” “Python 3” and related evidence to the role’s canonical skill.

OUT → COMPARABLE SKILL RECORDS
Act three · test the evidence

Ask what is missing.

External context can add evidence; quality checks distinguish absent from unread.

07

Data enrichment

Bring in permitted external signals and preserve where each one came from.

OUT → CORROBORATED CONTEXT
08

Quality gates

Reject incomplete extraction, broken provenance and contradictory records.

Evidence integrity
09

Score preparation

Freeze the role, candidate evidence and rubric into one reproducible snapshot.

OUT → IMMUTABLE SCORE INPUT
Act four · explain the fit

Score, then show the work.

The number is computed from the frozen evidence and packaged for a human decision.

10

Composite scoring

Apply role-specific weights, proficiency expectations and bounded modifiers.

OUT → BUCKETS + CONTRIBUTIONS
11

Scorecard build

Assemble the explanation, gaps, probes, citations and audit record.

Finalization check
HUMAN

Recruiter decision

Intelletto organizes evidence. A person decides what happens to the person.

NO MACHINE REJECTION
06
06 — Candidate enrichment
The destination of everything above

The Candidate Dashboard is
where evidence becomes a decision.

Not a profile page. Not a score with tabs around it. Every act before this one exists to fill this workspace — so a recruiter can move from “what did the system calculate?” to “what do I need to understand before I decide?” in one place.

06.1 · Decision brief

One screen. The whole candidate.

Score, shape, and the next three questions a recruiter should ask — before opening a single tab.

Requisitions / Director of Platform Engineering / Alex Rivera
Evidence current
Decision briefSkills 9Why this scoreTrajectoryAssessmentsInterviewEvidence 42Audit
AR

Alex Rivera

Director of Platform Engineering · requisition-specific view

84Composite fit
JD alignment layer64 / 75
Role-normative layer20 / 25
Critical skills evidenced7 / 9
Green bandNo reject state exists3 priority probes

Capability shape · required vs evidenced

Architecture Delivery Reliability Stakeholders Org scale Cloud & data
Role requiresEvidencedLargest gap

What the recruiter needs next

Strong operating fit. Validate scale and succession depth.

The résumé establishes platform ownership and cross-functional delivery. The open question is whether the candidate has led through the organisational complexity this role requires.

1“Tell me about the largest leadership system you changed — not the largest technical system.”
2“Who did you develop into your successor, and how did you know they were ready?”
3“Walk me through a quarter where headcount doubled. What broke first?”
Snapshot frozen · rubric v4.2 · every number links to its source
Open evidenceSend probes to interviewAdvance to panel
06.2 · Why this score?

84 is a sum, not a mystery.

Every bucket shows its weight for this role, what the candidate earned, and which skills fed it.

Score contributions

Nine buckets, weighted for this requisition. Bright bar = earned. Faint bar = available.

Hard skillsweight 24
20
Experience depthweight 16
14
Leadershipweight 14
11
Domain knowledgeweight 12
8
Career trajectoryweight 10
8
Seniority normweight 10
6
Soft skillsweight 8
7
Education & credentialsweight 6
5
Culture fitweight 0 · by design
0
+3 verified certification+2 recency of core skillsModifiers are bounded
79 from buckets + 5 from modifiers= 84

Culture fit carries an honest zero: it is explored by people in the interview, never inferred by the scorer.

Skills proficiency

Outlined cells = level the role expects. Filled cells = level the evidence supports.

Canonical skillAwareness → ExpertState
Platform architecturep.1 · Head of Platform, 2021–
Evidenced
Cloud infrastructurecert · AWS SA Professional
Exceeds
Delivery leadershipp.1 · 3 programmes, 40 eng
Partial
Incident & risk mgmtp.2 · SRE programme
Evidenced
Org design at scaleno source span found
Gap → probe
Stakeholder managementp.1 · exec steering
Evidenced
Data platformp.2 · lakehouse migration
Exceeds
Python & automationp.2 · tooling lead
Exceeds
FinOpsp.1 · 28% cost reduction
Evidenced
EvidencedPartially evidencedGap — becomes an interview probe
06.3 · Career story

Not where they worked. How they climbed.

Tier progression, pace and distinctive markers — read as a trajectory rather than a list of jobs.

ICLeadManagerHeadDirector EngineerSenior engineerTech leadEng managerHead of PlatformThis role Conference talk · 2016Publication · 2019Advisory board · 2023 2008201420212026
4Tier promotions in 13 years
3.3 yrsAverage time per tier — steady, not hopping
+1 tierStep this role represents — a stretch, not a leap
3Distinctive markers beyond the job history
06.4 · Evidence & audit

Click any number. Land on the sentence.

Every claim keeps its page and span. Every score keeps its frozen inputs. Nothing is summarised out of existence.

Source span viewer

The original résumé, with each extracted claim highlighted where it was found.

PAGE 1 · §EXPERIENCE
Head of Platform Engineering
Northwind Payments · 2021 – present
Led the re-platforming of core payments onto a multi-region cloud architecture, owning a team of 40 engineers across three programmes. Introduced an SRE practice that cut P1 incidents by 61% in 18 months and delivered a 28% reduction in infrastructure cost through FinOps governance.
Present

Platform architecture · advanced

p1 · L3–4
Present

Delivery leadership · scale 40

p1 · L4
Present

FinOps · quantified outcome

p1 · L6
PRESENTFound, with a source span.
ABSENTRead fully — the candidate did not claim it.
EXTRACTION FAILEDNot read reliably. Never scored as zero.

Audit timeline

What happened to this candidate record, when, and under which versions.

  • 09:02:14 · registration
    Document fingerprinted sha256:7f3a…c91
  • 09:02:51 · extraction
    42 claims extracted · 0 extraction failures
  • 09:03:06 · quality gates
    Evidence integrity passed · provenance complete
  • 09:03:09 · score preparation
    Snapshot frozen · rubric v4.2 · flags hash 1b0e
  • 09:03:12 · scoring
    Composite 84 · Green band · 3 probes generated
  • 14:40:37 · recruiter
    M. Santos viewed evidence for “Org design at scale”
  • 14:46:02 · recruiter decision
    Advanced to panel · note attached · human decision recorded

Reproducible: re-running the frozen snapshot returns the same 84 — or the audit shows exactly why not.

06.5 · The full workspace

Twenty-nine views. One frozen evidence base.

Five families of views, each answering a different question a recruiter has to settle before deciding.

6

Fit & evidence

  • JD alignment
  • Hard & soft skills
  • Skills proficiency
  • Why this score?
  • Top gaps & red flags
  • Role-fit summary
6

Assessment

  • Psychometrics
  • Skills assessments
  • Cultural fit
  • Recruiter probes
  • Interview workspace
  • Recruiter notes
6

Career story

  • Career trajectory
  • Tier progression
  • Distinctive markers
  • Experience & education
  • Advisory roles
  • Project impact
6

Wider signal

  • Knowledge
  • Applications
  • Industries
  • Publications
  • External signals
  • Executive insights
5

Decision record

  • Data fusion & provenance
  • Recommendations
  • Recruiter timeline
  • Artifacts
  • Audit & compliance
0

Machine rejections. Ever. Candidates land in Green, Blue or Pool bands — there is no red state. Intelletto organises the evidence; a named person makes the call and that call is recorded.

07
07 — Employee enrichment
Onboarding Intelligence

The hire is not the finish line.
It is the handover.

Most platforms throw the hiring evidence away the day the offer is signed. Intelletto does the opposite. The strengths, gaps and probes that shaped the decision become the new hire’s first 90 days — a personal Employee Portal built from the same role model that started with the JD.

Candidate dashboard

What we learned

Strengths evidenced, gaps probed, interview answers, assessment summaries.

→
Hire confirmed

The handover moment

Hiring evidence is carried forward into a separate onboarding record.

→
Employee portal

What we do with it

Eight connected views that turn a hiring file into a development plan.

07.0 · The Employee Portal

Day 23. Ahead of plan. Knows what’s next.

What a new hire sees when they sign in — not an HR checklist, a plan built for them.

Employee portal / Alex Rivera
Manager-approved plan
Your first 90 daysEmployee recordYour strengthsEngagement planYour rampTeam normsSelf-assessmentsCultural journey
Good morning, Alex

Three weeks in — and ahead of plan.

Your plan was built from the role you were hired for and the strengths you showed us. Your manager, Priya, approved it on day one.

Each row is 30 daysOutlined squares = 30 · 60 · 90 reviews
23of 90 days
1Your first 90 daysPhased plan
2Employee record86% complete
3Your strengthsFrom hiring evidence
4Engagement planWho, when, why
5Your rampAhead of curve
6Team normsHow we work here
7Self-assessmentsYour view, too
8Cultural journey2 of 6 stations
1
07.1 · Onboarding intelligence

Your first 90 days

Three phases, each with a purpose. Milestones are generated from the role model, then reviewed and approved by the manager — never auto-published.

30In progress

Learn the system

Understand the platform, the people and the constraints before changing anything.

  • Platform architecture walkthroughRole model · Architecture
  • 1:1s with all eight direct reportsRole model · Leadership
  • Map incident history for the last 12 monthsRole model · Reliability
  • Present “what I see” memoMilestone · Day 30
60Next

Earn trust

Deliver one visible win and agree the operating rhythm with peers.

  • Ship one reliability improvementStrength · Incident & risk
  • Agree platform roadmap with productRole model · Stakeholders
  • Draft team structure optionsDevelopment · Org design
  • 60-day reviewMilestone · Day 60
90Later

Own the direction

Set the plan for the next four quarters and name a successor path.

  • Publish 12-month platform strategyPillar · Scalable foundations
  • Implement agreed org designDevelopment · Org design
  • Identify two successor candidatesInterview probe #2
  • 90-day review & plan sign-offMilestone · Day 90
Every milestone shows why it exists — the role requirement, strength or gap it came from.Approved by Priya Nair · Day 1
2
07.2 · Onboarding intelligence

Employee record

Self-service completion of the fields HR actually needs — with an acknowledgement that locks the record, and a controlled route for anything that changes later.

86%Profile complete

Three required fields left. HR-confidential fields are never shown here.

Update my informationSomething changed?
Legal nameIdentity✓
Date of birthIdentity✓
Home addressContact✓
Mobile numberContact✓
Emergency contact *SafetyMissing
Tax identification *StatutoryMissing
Bank details for payroll *PayrollMissing
Government IDsStatutory✓

At 100%, I confirm this information is complete and correct.

Type your full name
1 · CompleteRequired fields only
2 · AcknowledgeCheckbox + typed name
3 · LockSaved as a record HR can view
4 · ChangeRequest via “Something changed?”
3
07.3 · Onboarding intelligence

Your strengths

The strengths that got you hired — each with the evidence behind it. And the gaps, reframed honestly as development priorities rather than hidden in a file.

Platform architectureExpert
Hiring evidence · résumé p1 · panel interview · skills exam 92%
Incident & risk leadershipAdvanced
Hiring evidence · 61% P1 reduction · interview probe answered
Cost-conscious engineeringAdvanced
Hiring evidence · 28% infra cost reduction · FinOps governance
Stakeholder alignmentAdvanced
Hiring evidence · culture-fit question · exec steering role

Use them early: your 30-day plan puts these strengths to work first, so your first wins come from what you already do well.

Development priority 1

Org design at scale

Build the structure for a team growing past 60. Paired with an internal mentor who has done it.

From · hiring gap + interview probe #1
Development priority 2

Succession depth

Identify and develop two leaders who could step into your role.

From · interview probe #2

Gaps are shared with the employee and manager only — and only to shape development.

4
07.4 · Onboarding intelligence

Your engagement plan

Who you’ll meet, how often, and why — scheduled from day one so the rhythm of support doesn’t depend on anyone remembering.

35Planned touchpoints across 13 weeks
9 / 9Completed on time so far
Week 4You are here — first pulse check this week
5
07.5 · Onboarding intelligence

Your ramp

An expected time-to-productivity curve for this role and level — so “how am I doing?” has an answer that isn’t guesswork, for the new hire and the manager.

0%50%100% Today · day 2336% · plan 30% D0D30D60D90 LearnContributeLead Expected curve
+6 ptsAhead of the expected curve for this role and level
Day 74Projected to reach full contribution (plan: day 90)
3Signals behind the curve: milestones met, touchpoints completed, self-assessment trend
6
07.6 · Onboarding intelligence

Team norms

The unwritten rules, written down. Set by the team, owned by the manager — so nobody learns them by getting them wrong.

Rhythm

Meetings have a job

Standup Tue & Thu, 15 minutes. Anything longer gets an agenda or doesn’t happen.

Set by the platform team · reviewed quarterly
Decisions

Written before spoken

Proposals start as a one-page doc. Decisions and owners are recorded where everyone can find them.

Linked to culture · ways of working
Response

Urgent means paged

Chat is for same-day. Email is for this week. A page is for right now — and is never used for anything else.

Set by the platform team
Hours

Two time zones, one overlap

Manila and Singapore share core hours 10:00–16:00. Outside that, nobody is expected to reply.

Set by the manager
Feedback

Direct, early, private

Feedback goes to the person first, within the week, and never lands as a surprise in a review.

Linked to corporate pillars
Incidents

Blameless by default

Post-incident reviews ask what the system allowed, not who slipped. Findings are shared across teams.

Set by the platform team
7
07.7 · Onboarding intelligence

Self-assessments

The new hire rates themselves against the same skills the role was hired for. Placed beside the hiring evidence and the manager’s view, the differences become conversations — not verdicts.

Skill
1 · Awareness2345 · Expert
What it suggests
Platform architectureCore
Aligned
Incident & riskCore
Aligned
Org design at scaleDevelopment priority
Talk about this
Stakeholder alignmentCore
Underrating self
Succession depthDevelopment priority
Worth a check-in
Your self-assessmentHiring evidenceManager viewRepeats at day 28, 58 and 88
8
07.8 · Onboarding intelligence

Cultural journey

Remember the six company layers infused into the JD in Section 01? They come back here — as six stations every new hire travels through, in their own words and on their own schedule.

1 2 3 4 5 6
STATION 1

Mission

Why we exist — and where your role fits in it.

Complete
STATION 2

Product

What we build and who it serves, hands-on.

Complete
STATION 3

Ways of working

How decisions really get made here.

In progress
STATION 4

EVP & benefits

What we offer, and how to use it.

Week 6
STATION 5

Shared skills

The tools and methods every team uses.

Week 8
STATION 6

Corporate pillars

The commitments your work moves forward.

Week 11
Flows forward

Hiring → onboarding

  • Evidenced strengths and their sources
  • Gaps, reframed as development priorities
  • Interview probes and answers
  • Assessment summaries released by a practitioner
Never flows back

Onboarding ↛ hiring

  • Performance and ramp data
  • Self-assessment ratings
  • Engagement and pulse responses
  • None of it ever re-scores a candidate
Who sees what

Scoped by design

  • Employee — their whole portal
  • Manager — plan, ramp, norms, reviews
  • HR — the locked employee record
  • Customer — only what the tenant permits
The point of the whole machine

The JD that defined the role now defines the ramp.

One role model, carried from the first line of a job description to day 90 of a new colleague’s career. That continuity is what makes it Human Capital Intelligence — not just hiring software.

Job description Role model Candidate dashboard Human decision Employeeportal One role one evidence chain
intelletto.ai · Human Capital Intelligence PlatformField Notes · Q3 2026 · The Intelletto 101