Science-backed compatibility for high-achieving Indian professionals
Educated Indian professionals endure a bruising, years-long search for compatible spouses because traditional matchmaking is fundamentally broken.
MatchMetrics replaces superficial biodata with a rigorous psychometric assessment and AI engine that scores compatibility across 15+ dimensions including intellectual values, career trajectories, family expectations, and cultural nuances. Educated users receive only high-scoring matches with detailed explanations, dramatically shortening the painful multi-year search. The platform is purpose-built for PhDs, consultants, tech executives and NRIs who make data-driven decisions everywhere else in life.
Highly educated Indian professionals and NRIs (PhDs, consultants, tech/executives) aged 30-45 seeking serious marriage partners
Proprietary compatibility model that fuses Western psychometrics with Indian marriage outcome data, continuously improved by post-match success tracking.
professional and supportive
LinkedIn-import + education/employment document verification system
45-minute scientifically validated questionnaire covering Big-5, values, attachment style and Indian-specific family dynamics
Real-time vector similarity scoring with plain-English explanations of match strength
Maximum 5 high-quality matches per day above 85% threshold
In-app chat with guided conversation starters based on shared values
Visual breakdown of compatibility across all 15 dimensions with risk flags
Shared checklist and resources for visa, relocation and cross-cultural marriage planning
Controlled view for parents with translated summaries
Post-marriage outcome tracking to improve algorithm
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| text | No | |
| name | text | No |
| phone | text | Yes |
| created_at | timestamp | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| user_id | uuid | No |
| profession | text | No |
| education_level | text | No |
| location | text | No |
| nri_status | bool | No |
| embedding | vector | Yes |
| verified | bool | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| profile_id | uuid | No |
| scores | jsonb | No |
| completed_at | timestamp | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| user1_id | uuid | No |
| user2_id | uuid | No |
| score | int | No |
| status | text | No |
| created_at | timestamp | No |
Relationships:
/api/profiles/meCreate/update profile and generate embedding
/api/matchesReturn daily curated matches above 85% threshold
/api/compatibility/:matchIdReturn detailed 15-dimension breakdown
/api/messagesSend message within an accepted match
/api/verify/linkedinTrigger LinkedIn OAuth verification
Limited to 3 matches/week
None
None
| Month | Users | Conversion | MRR | ARR |
|---|---|---|---|---|
| Month 1 | 180 | 6% | $378 | $4,536 |
| Month 6 | 1,650 | 14% | $8,085 | $97,020 |
MatchMetrics uses psychometrics and AI purpose-built for Indian PhDs, consultants and executives. Find compatibility, not just profiles.
Target 100 LinkedIn creators and moderators in Indian professional diaspora groups offering lifetime Pro access for candid video testimonials. Run targeted LinkedIn ads to alumni networks of IIT/IIM/Stanford/ Berkeley Indians aged 30-42. Seed private beta in three WhatsApp communities of single consultants and researchers.
Massive database
Caste-first superficial filtering and poor experience for urban professionals
Deep psychometric + AI scoring instead of basic filters
Brand recognition
Outdated UX and irrelevant match volume
Strict high-compatibility gatekeeping for quality over quantity
Closed-loop dataset of psychometric profiles and real marriage outcomes that makes the AI increasingly accurate over time.
Record number of never-married professionals aged 32-45 in India and diaspora combined with recent leap in affordable embedding models capable of nuanced cultural understanding.
Cultural resistance to 'AI marriage'
Heavy emphasis on human agency and transparent explanations with success stories
Handling sensitive family and health data
SOC2 compliance from day one, granular consent flows, easy data deletion
Solo dev building complex AI pipeline
Start with proven OpenAI embeddings + pgvector before fine-tuning
Success: 40+ signups and 65% stating they would pay $35/month
Success: 12% paid conversion and average compatibility rating >4.2/5
Success: MRR > $2,500 by day 60
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