Nisbat.AIMatrimonial
What goes in a profile

Assessment & evaluation framework

Exactly what is asked, and what it is read for.

Every question maps to one thing the profile reads out of the answer. Each row states what the model looks for, which part of the profile it fills in, and who would be able to see it. Nothing appears in a profile that is not on this page.

Phase 1 — Personality & Behaviour5 parameters

How you recharge, how you handle feelings, how you decide, and how you cope when life gets heavy.

#Parameter assessedQuestion askedWhat the model looks forProfile field it fillsVisible toWeight
P1Personality Type (Introvert / Extrovert / Ambivert)
  • Choice of activity type (solo vs social)
  • Energy language ('I need quiet' vs 'I love being around people')
  • Spontaneity of the answer
Personality ArchetypeClassification of personality type, self-awareness level, and growth orientation.Matched profiles + familiesStandard
P2Emotional Intelligence & Maturity
  • Empathy vocabulary
  • Self vs other focus
  • Emotional labelling accuracy
  • Response depth
Emotional Intelligence IndicatorsEmpathy vocabulary, emotional labelling, self-awareness signals.Matched profiles2× weight
P3Self-Awareness & Growth Mindset
  • Ability to identify a real weakness
  • Growth language vs deflection
  • Depth of self-reflection
Personality ArchetypeClassification of personality type, self-awareness level, and growth orientation.Matched profiles + familiesStandard
P4Confidence & Decision-Making Style
  • Assertiveness vs compliance language
  • Use of 'I decided' vs 'they convinced me'
  • Narrative ownership
Confidence & Presence ScoreBody language, eye contact, posture, vocal projection quality.Families + matched profilesStandard
P5Stress Management & Resilience
  • Coping strategies named
  • Emotional regulation vocabulary
  • Locus of control (internal vs external)
Behavioral Consistency ReportCross-question consistency of facts, values, and personality signals.Admin + user (private)Standard
Phase 2 — Communication & Relationship5 parameters

How you talk about hard things, how you listen, how you repair after conflict, and what you need to feel loved.

#Parameter assessedQuestion askedWhat the model looks forProfile field it fillsVisible toWeight
P6Communication Style
  • Direct vs avoidant language patterns
  • 'I' statements vs blame language
  • Outcome framing
Communication ProfileCommunication style, listening quality, conflict approach, emotional needs.Matched profiles + familiesStandard
P7Listening & Empathy
  • Active listening vocabulary
  • Willingness to be influenced
  • Empathy markers
Communication Effectiveness ScoreClarity, register appropriateness, etiquette, listening signals.Matched profilesStandard
P8Conflict Resolution
  • Accountability language ('I was wrong' vs 'they made me')
  • Resolution focus
  • Willingness to admit fault
Communication ProfileCommunication style, listening quality, conflict approach, emotional needs.Matched profiles + families2× weight
P9Relationship Expectations
  • Specificity of vision
  • Emotional vs transactional language
  • Realistic vs idealistic framing
Overall Relationship Potential AssessmentAggregate of phase signals — communication, authenticity, EI, respect.Matched profiles + familiesStandard
P10Love Languages & Emotional Needs
  • Love language identification (acts, words, quality time, gifts, touch)
  • Emotional needs vocabulary
Communication ProfileCommunication style, listening quality, conflict approach, emotional needs.Matched profiles + families2× weight
Phase 3 — Family, Values & Ethics7 parameters

Family involvement, faith, traditions, roles at home, and how respect shows up in the way you speak about people.

#Parameter assessedQuestion askedWhat the model looks forProfile field it fillsVisible toWeight
P11Family Values & Involvement
  • Joint vs nuclear preference markers
  • Boundary language
  • Resentment vs warmth signals
Family & Cultural Alignment ScoreFamily involvement preferences, cultural expectations, elder respect, tradition priorities.Families (primary audience)2× weight
P12Religious Beliefs & Practice
  • Depth of personal belief vs performative language
  • Emotional resonance on faith words
  • Consistency with stated practice
Religious & Values Alignment ProfileDepth of faith, practice level, value non-negotiables, gender role views.Families (primary audience)2× weight
P13Cultural Expectations & Traditions
  • Specificity of tradition
  • Emotional investment
  • Flexibility vs rigidity signals
Family & Cultural Alignment ScoreFamily involvement preferences, cultural expectations, elder respect, tradition priorities.Families (primary audience)Standard
P14Gender Roles & Household Responsibilities
  • Equity vs traditional framing
  • Use of 'together' vs default role assignment
  • Openness to negotiation
Religious & Values Alignment ProfileDepth of faith, practice level, value non-negotiables, gender role views.Families (primary audience)2× weight
P15Respect for Women — Education, Career & Independence
  • Autonomy language
  • Enabling vs restricting framing
  • Conditional support markers ('as long as…')
Respectfulness & Relationship Readiness IndicatorsLanguage about others, gender respect signals, elder respect.Families (primary audience)Standard
P16Empathy, Mutual Respect & Kindness
  • Qualities named reveal what the person values
  • Mutual respect markers
  • Warmth vs status-based admiration
Respectfulness & Relationship Readiness IndicatorsLanguage about others, gender respect signals, elder respect.Families (primary audience)Standard
P17Respect for Elders & Family
  • Balance language vs extreme loyalty
  • Problem-solving orientation
  • Boundary setting without disrespect
Family & Cultural Alignment ScoreFamily involvement preferences, cultural expectations, elder respect, tradition priorities.Families (primary audience)Standard
Phase 4 — Lifestyle Compatibility5 parameters

The shape of an ordinary day: your routine, your friends, how you look after your health, and what you do for pleasure.

#Parameter assessedQuestion askedWhat the model looks forProfile field it fillsVisible toWeight
P18Daily Routine & Lifestyle Habits
  • Structure vs spontaneity in how the day is described
  • Health habits disclosed without prompting
  • Social rhythm of an ordinary day
Lifestyle CompatibilityDaily routine, social life, health habits, hobbies, travel preferences.Matched profilesStandard
P19Social Life & Friend Circle
  • Dependence on peer group vs flexibility
  • Openness about friendships
  • Expected change to social life after marriage
Lifestyle CompatibilityDaily routine, social life, health habits, hobbies, travel preferences.Matched profilesStandard
P20Health, Fitness & Wellness
  • Health-priority language
  • Self-care vocabulary
  • Willingness to speak about mental health at all
Lifestyle CompatibilityDaily routine, social life, health habits, hobbies, travel preferences.Matched profilesStandard
P21Hobbies, Interests & Leisure
  • Authenticity of hobby disclosure
  • Passion language vs performed interest
  • Time the interest actually receives
Personality ArchetypeClassification of personality type, self-awareness level, and growth orientation.Matched profiles + familiesStandard
P22Travel & Adventure Preferences
  • Adventure vs comfort orientation
  • Family-centred vs independent travel
  • Realism about cost and time
Lifestyle CompatibilityDaily routine, social life, health habits, hobbies, travel preferences.Matched profilesStandard
Phase 5 — Career & Future Planning5 parameters

Where your work is going, how you hold it against personal time, how far you would move for it, and where you see yourself ending up.

#Parameter assessedQuestion askedWhat the model looks forProfile field it fillsVisible toWeight
P23Career Ambition & Professional Goals
  • Ambition–action alignment
  • Specificity vs vagueness of the goal
  • Ownership of the plan
Career & Future GoalsAmbition level, work-life balance, relocation openness, long-term life vision.Matched profilesStandard
P24Work-Life Balance Expectations
  • Priority sequencing language
  • Realistic vs idealistic framing
  • Awareness of the trade-off being made
Career & Future GoalsAmbition level, work-life balance, relocation openness, long-term life vision.Matched profilesStandard
P25Entrepreneurial vs Employment Mindset
  • Risk appetite language
  • Stability vs growth framing
  • Self-knowledge about which suits them
Career & Future GoalsAmbition level, work-life balance, relocation openness, long-term life vision.Matched profilesStandard
P26Relocation & Migration Openness
  • Flexibility vs rootedness
  • Awareness of the impact on family
  • Conditions placed on any move
Career & Future GoalsAmbition level, work-life balance, relocation openness, long-term life vision.Matched profiles + familiesStandard
P27Long-Term Life Vision
  • Integration of family, career and values in one picture
  • Concreteness of the scene described
  • Who else appears in the vision
Overall MatchmakingWeighted aggregate of every dimension above into one compatibility view.Both parties in a matchStandard
Phase 6 — Marriage & Family Planning5 parameters

Why marriage now, how soon, whether children are part of the picture, and the kind of parent you would want to be.

#Parameter assessedQuestion askedWhat the model looks forProfile field it fillsVisible toWeight
P28Marriage Objectives & Expectations
  • Internal vs external motivation language
  • Readiness markers
  • Realism of what marriage is expected to provide
Marriage Readiness ScoreInternal versus external motivation, desired timeline, readiness signals.Matched profiles + familiesStandard
P29Desired Marriage Timeline
  • Urgency vs deliberation signals
  • Precondition language
  • Flexibility of the stated timeline
Marriage Readiness ScoreInternal versus external motivation, desired timeline, readiness signals.Matched profiles + familiesStandard
P30Children & Parenting
  • Specificity of the parenting vision
  • Emotional warmth when the subject comes up
  • Clarity about timing
Parenting CompatibilityDesire for children, parenting style, family size vision.Matched profiles + families2× weight
P31Parenting Style Compatibility
  • Self-reflection on how they were raised
  • Warmth vs strictness balance
  • Willingness to break an inherited pattern
Parenting CompatibilityDesire for children, parenting style, family size vision.Matched profiles + familiesStandard
P32Family Size Preferences
  • Practicality vs romanticism
  • Integration of family size with finances
  • Whether a partner is included in the decision
Parenting CompatibilityDesire for children, parenting style, family size vision.Matched profiles + familiesStandard
Phase 7 — Financial Compatibility5 parameters

How you handle money day to day, whether you plan and save, and how you would expect finances to work between two people.

#Parameter assessedQuestion askedWhat the model looks forProfile field it fillsVisible toWeight
P33Spending vs Saving Behaviour
  • Financial personality type (spender / saver / investor)
  • First-instinct language
  • Awareness of their own habit
Financial MindsetSpending and saving behaviour, financial planning, shared-finance expectations.Families only (never matched profiles)Standard
P34Financial Responsibility & Planning
  • Financial discipline signals
  • Self-awareness of spending habits
  • Gap between the stated plan and the practice
Financial MindsetSpending and saving behaviour, financial planning, shared-finance expectations.Families only (never matched profiles)2× weight
P35Investment & Wealth-Building
  • Financial sophistication
  • Future-orientation
  • Risk literacy
Financial MindsetSpending and saving behaviour, financial planning, shared-finance expectations.Families only (never matched profiles)Standard
P36Shared Finances After Marriage
  • Financial partnership mindset
  • Control vs equity language
  • Expectations about transparency
Financial MindsetSpending and saving behaviour, financial planning, shared-finance expectations.Families only (never matched profiles)Standard
P37Financial Independence
  • Equity vs traditional framing
  • Conditional language ('as long as…')
  • Respect for a partner's own earnings
Financial MindsetSpending and saving behaviour, financial planning, shared-finance expectations.Families only (never matched profiles)2× weight

The profile itself

The 12 areas a reader opens a profile for

The rows above are how the answers are read. These are how the profile is written: 12 plain questions a person considering a match actually has, answered in prose about the person rather than as marks for the interview. Each area also states why a reader should care, because a fact without its consequence is a fact sheet rather than a profile.

What they are like

“What kind of person is this?”

Temperament and energy — quiet or sociable, steady or restless, planned or spontaneous. How they recharge, how they carry pressure, how much they understand about themselves, and whether they own their choices or drift with them.

Why it matters. Temperament is the thing a person lives with daily, long after the practical arrangements are settled.

Family

“What does family mean to them, and how much of it comes with them?”

Where they want parents in their daily life after marriage, and where the line sits. Living arrangements, who decides what, which traditions come into their own home, how they would handle a spouse and a parent pulling in opposite directions, and how they speak about elders.

Why it matters. Family involvement and the boundaries around it are among the most common sources of friction in an arranged match, and among the easiest to establish in advance.

What they want from marriage

“What do they expect married life to be like, day to day?”

What a healthy marriage looks like to them on an ordinary day rather than at a wedding. What makes them feel loved, what makes them feel taken for granted, and what they say they need from a partner. The qualities they admire in the people they respect.

Why it matters. Two people can agree on every practical arrangement and still want a completely different kind of companionship.

How they talk and disagree

“What would they be like to talk to, and to argue with?”

How they open a difficult conversation, whether they can be moved by someone else's point, what they do after an argument, and whether they take a share of the blame rather than assigning all of it.

Why it matters. How someone handles disagreement predicts more about living with them than how they behave when everything is going well.

How they handle feelings

“How do they feel things, and how much do they show?”

How much feeling is in the way they speak about people. Whether others appear in their stories as people with their own view, whether they can name an emotion, what they do when somebody close to them is upset, and how they steady themselves under strain.

Why it matters. Emotional availability is what a partner leans on in a hard year, and it is difficult to establish from a photograph or a biodata sheet.

Faith

“What place does faith have in their life, and how do they treat people?”

What their faith means to them personally, whether it is private or practised openly, and how much of their day it shapes. Alongside it, the values visible in how they speak about others: roles at home, and whether a wife's education or career is supported in practice and not only in principle.

Why it matters. Faith and the expectations that travel with it are often treated as a requirement rather than a preference, so vagueness here is worth resolving early.

How they think and decide

“How do they weigh things up and make a decision?”

How they reason. Whether they think in concrete steps and real examples or in generalities, whether they weigh consequences and other people, how they handle a decision their family disagrees with, how much risk they can carry, and whether their picture of the future joins up with what they are doing now.

Why it matters. A household runs on decisions, and how they get made matters as much as what gets decided.

When they want to marry

“Why marriage now, and how soon?”

What has made them ready and whether the reason is their own rather than external pressure. The timeline they want, what has to be settled first, and how firm or flexible any of it is.

Why it matters. Mismatched timelines and borrowed motivation are the two things most likely to stall an otherwise promising match.

Children

“Do they want children, when, and what kind of parent would they be?”

Whether they want children, how many, how soon, and how that fits their circumstances. What they would keep from their own upbringing and what they would deliberately do differently.

Why it matters. This is one of the few areas where a genuine difference is rarely negotiable, so it is better known now than later.

Daily life

“What would an ordinary week with them look like?”

The real shape of their days — hours, meals, sleep, work, who is around. How much their friendships matter and what they expect to change after marriage. How they look after their health. What they do purely for pleasure, and how they travel.

Why it matters. Daily rhythm is what two people actually share, and a mismatch in it is felt every week rather than once a year.

Work and the future

“Where is their work heading, and how far would they move for it?”

What they do, where they want it to go, and what they are actually doing about it now. How they hold work against personal time, how far they would relocate and on what conditions, and where they picture themselves in the long run.

Why it matters. Relocation and working hours reshape a household, and both are far easier to discuss before an attachment forms.

Money

“How do they handle money, and what would they expect at home?”

Whether they spend or save by instinct, whether a plan exists and whether they follow it, whether they are building anything, and how they would expect finances to work between two people. Report the habit and the expectation plainly.

Why it matters. Expectations about whose money is whose cause more trouble than the amount of it ever does.

What is sent off your device. The transcript of what you said, and the aggregate numbers on this page. Never the video, never the raw face or pose landmarks.
What this cannot do. It cannot detect honesty, personality, faith, mental state, or compatibility. Gaze and expression readings are camera proxies affected by lighting, glasses, screen position and accessibility needs.

Ready to record?

37 parameters, 37 questions, one continuous take.