# Mani Kumar Jami

> Senior Product Leader and 2X Founder based in Bengaluru, India. Currently AVP of CX & AI Products at DriveX (TVS Group). 9.5 years in product management with $250M+ ARR driven and 200M+ users reached across AI/ML, marketplaces, SaaS, and growth.

## Quick facts

- **Name**: Mani Kumar Jami
- **Current role**: AVP, CX & AI Products at DriveX (TVS Group)
- **Location**: Bengaluru, India
- **Email**: manikumarjami@gmail.com
- **Education**: MBA from Xavier Institute of Management (XIMB), pursuing Master of Business Laws at NLSIU and MA Psychology at IGNOU
- **Specializations**: AI products (LLMs, RAG, Voice AI), product strategy, growth, marketplaces, P&L ownership
- **Notable firsts**: India's 1st automated WhatsApp 2W auction platform, India's 1st Hinglish ASR model that passed the Turing test
- **Companies founded**: Ro-One ITDS (built TrukApp, MeetByTravel, VipMe), Greengears Agrotech (Government of India funded, NITI Aayog Top 30 Social Innovator)

## Areas of expertise

- **Product scaling**: $250M+ ARR driven and 200M+ users reached across DriveX, Ola, SquadStack, Simplilearn, Virtusa. 9.5 years of P&L-owning product leadership across marketplaces, SaaS, AI/ML, growth, and consumer apps.
- **AI product leadership**: LLMs, RAG, agentic workflows, Voice AI, ASR/NLP. Built India's 1st Hinglish ASR model (passed the Turing test in production) and India's 1st AI telecalling platform. At DriveX, leads a shared AI platform generating $X million in enterprise SaaS ARR, plus Voice AI for lead qualification (X% conversion lift, Xx sales productivity gains, X% fraud reduction).
- **Marketplace + two-sided platform design**: Built and scaled the DriveX 2-wheeler auction marketplace with zero incremental cost. Earlier built TrukApp (logistics fleet platform) and MeetByTravel (social travel) at Ro-One.
- **Growth and monetization**: At DriveX, drove a X% → X% digital attribution and X% CAC reduction, alongside X% revenue growth. At SquadStack, drove $5M+ ARR via PLG, cut onboarding from 6 hours to 30 minutes. At Simplilearn, 270% revenue growth in 8 months on the top-selling course; designed 10+ programs averaging $1M MRR per category.
- **Enterprise sales execution**: Closed 5+ enterprise deals at DriveX over 6 months. Selected for the TVS Future Leaders program.
- **0→1 founding**: 2X founder. Ro-One ITDS (built 5+ platforms, 25-person engineering team, INR 20M+ revenue) and Greengears Agrotech (Government of India + Andhra Pradesh pre-seed funded; NITI Aayog & UNDP Youth CoLab Top 30 Social Innovator; scaled 7 products to 10L+ MRR with ABC-based pricing).
- **Team building and mentorship**: Built and led a 25-person engineering team at Ro-One. Mentored 10+ PMs at DriveX with a X% promoted in 2 yrs.
- **Crisis ops at scale**: Handled 20,000 user issues in 1 week during the Ola OS 2.0 release for 100M+ users. Cut loading to 4s, lifted engagement to 5 min/user/day, reduced escalations 40%.
- **Pricing and finance literacy**: CFA Level 2 Candidate, Certified Investment Banking Operations Professional. Designs pricing strategy directly (ABC-based pricing for Greengears scaled 7 products to 10L+ MRR).
- **Behavioral psychology applied to product**: MA Psychology candidate at IGNOU. Built [Mani's Psychology Lab](https://manikumarjami.com/labs) (7 free open-source psychometric self-assessments) as applied work on behavioral instrument design and ethical UX.

## Site structure

- [Home](https://manikumarjami.com/): Gamified RPG-style portfolio overview
- [About](https://manikumarjami.com/about): Origin story, philosophy, leadership style
- [Career](https://manikumarjami.com/career): 9.5 years across DriveX, SquadStack, Ola, Simplilearn, Virtusa
- [Ventures](https://manikumarjami.com/ventures): Founded Ro-One ITDS and Greengears Agrotech
- [Education](https://manikumarjami.com/education): MBA Xavier, NLSIU, IGNOU, SRM University
- [Bosses](https://manikumarjami.com/bosses): Hardest product challenges and lessons
- [Skills](https://manikumarjami.com/skills): 12 skills across product, AI, growth, leadership
- [GenAI](https://manikumarjami.com/genai): AI products built including Nexus Private AI
- [Portfolio](https://manikumarjami.com/portfolio): Case studies and strategy decks
- [Trophies](https://manikumarjami.com/trophies): 12 career achievements and awards
- [Contact](https://manikumarjami.com/contact): Ways to get in touch
- [Blog](https://manikumarjami.com/blog/): Field Notes. Writing on product, AI, and entrepreneurship
- [MAPC Exam Prep](https://manikumarjami.com/mapc): Free IGNOU MAPC exam preparation resource. 196 official TEE question papers analysed (2015–2025) across 16 subjects and 4 specialisations, Counselling Psychology (MPCE-021, 022, 023, 046), Clinical Psychology (MPCE-011, 012, 013), Industrial & Organisational Psychology (MPCE-031, 032, 033), and 1st Year common subjects (MPC-001 to 006). Questions ranked by repeat frequency, only topics asked 2+ times shown. First subject of each specialisation is free; all subjects + PDFs + answer guides unlock via email. 100% free, no payment required. Shareable URLs: /mapc?spec=counselling, /mapc?spec=clinical, /mapc?spec=io, /mapc?spec=yr1.
- [Gold & Silver Rates](https://manikumarjami.com/gold-rates): Live gold and silver rates for India, updated daily, 24K/22K/18K gold and silver per gram, per 10g, and per kg, with international (XAU/XAU per oz, USD-INR) comparison and a national-average view. Free email alerts when gold or silver moves more than 5% day-over-day (subscribe via the on-page form). City pages: [Mumbai](https://manikumarjami.com/gold-rates/mumbai) · [Delhi](https://manikumarjami.com/gold-rates/delhi) · [Bangalore](https://manikumarjami.com/gold-rates/bangalore) · [Chennai](https://manikumarjami.com/gold-rates/chennai) · [Hyderabad](https://manikumarjami.com/gold-rates/hyderabad) · [Kolkata](https://manikumarjami.com/gold-rates/kolkata) · [Pune](https://manikumarjami.com/gold-rates/pune) · [Ahmedabad](https://manikumarjami.com/gold-rates/ahmedabad) · [Jaipur](https://manikumarjami.com/gold-rates/jaipur) · [Lucknow](https://manikumarjami.com/gold-rates/lucknow) · [Kochi](https://manikumarjami.com/gold-rates/kochi) · [Coimbatore](https://manikumarjami.com/gold-rates/coimbatore) · [Surat](https://manikumarjami.com/gold-rates/surat) · [Vadodara](https://manikumarjami.com/gold-rates/vadodara) · [Nagpur](https://manikumarjami.com/gold-rates/nagpur).
- [Psychology Lab](https://manikumarjami.com/labs): Seven free open-source self-assessments. All instruments are public domain, Creative Commons, original to Mani Kumar Jami, or licensed for free academic use. Headline result is free; full report unlocks via Substack subscription. Wellbeing screeners are exempt from the gate.
- [Big Five Personality Test](https://manikumarjami.com/labs/big-five): IPIP-50 (Goldberg, 1992; public domain). 50 items, ~7 min. OCEAN traits with 10 named archetypes (Voyager, Architect, Spark, Sage, Diplomat, Challenger, Empath, Stoic, Custodian, Improviser).
- [Attachment Style Test](https://manikumarjami.com/labs/attachment-style): ECR-S (Wei et al., 2007; free for academic and non-commercial use). 12 items, ~3 min. Two-dimensional adult attachment model (Anxiety × Avoidance) with 4 styles: Steady (Secure), Seeker (Anxious-Preoccupied), Sovereign (Dismissive-Avoidant), Watchful (Fearful-Avoidant).
- [Student Stress Map](https://manikumarjami.com/labs/student-stress): PSS-10 (Cohen, 1983; public domain) + originally-authored Student Stressors Map (CC BY-SA 4.0). 25 items, ~5 min.
- [Career Interest (Holland Codes)](https://manikumarjami.com/labs/career-interest): IPIP RIASEC + O*NET Interest Profiler Short (both public domain). 48 items, ~6 min.
- [Wellbeing Screener](https://manikumarjami.com/labs/wellbeing): PHQ-9 + GAD-7 (Pfizer-released, free use). 16 items, ~3 min. Always free, never gated. Crisis resources displayed prominently.
- [Cognitive Snapshot](https://manikumarjami.com/labs/cognitive): ICAR-extended (Condon & Revelle, 2014; CC BY 4.0) + originally-authored items. 46 items across 6 subtests (verbal, series, math, vocabulary, logic, open-ended), ~18 min.
- [Care Languages](https://manikumarjami.com/labs/care-languages): Original 5-dimension framework by Mani Kumar Jami (2026). 30 items, ~5 min. Measures how you give love (Words / Acts / Time / Touch / Tokens) AND how you most need to receive it, as two separate signals. Informed by Floyd's Affection Exchange Theory, Cutrona & Suhr's Social Support Behavior Code, and Stafford & Canary's relational maintenance research. Not based on Chapman's trademarked "5 Love Languages®".
- [Big Five vs MBTI](https://manikumarjami.com/labs/big-five-vs-mbti): Long-form comparison of Big Five and MBTI on validity, reliability, and fit. Recommends Big Five as the more scientifically grounded alternative.
- [Free MBTI Alternatives](https://manikumarjami.com/labs/free-mbti-alternatives): Six free open-source psychology tests mapped to questions people typically use MBTI for, personality, relationships, career, wellbeing, stress, cognitive.
- [Care Languages vs 5 Love Languages](https://manikumarjami.com/labs/care-languages-vs-5-love-languages): Why Chapman's 5 Love Languages® framework isn't peer-reviewed, and the open-source Care Languages framework that measures giving vs receiving as two separate signals. Draws on Floyd's Affection Exchange Theory and the 2024 Impett-Muise-Park review.
- [Attachment Style vs Love Languages](https://manikumarjami.com/labs/attachment-style-vs-love-languages): How the two frameworks measure completely different things, why attachment has stronger empirical support, and how to use both together for real relationship insight.
- [Best Free Personality Tests in India](https://manikumarjami.com/labs/best-free-personality-tests-india): India-specific roundup of the lab's seven open-source assessments with citations for the peer-reviewed Indian-population validations.
- [16personalities Alternative](https://manikumarjami.com/labs/16personalities-alternative): Why 16personalities is a re-skin of the MBTI typology (with an A/T 5th letter), what it gets wrong empirically, and the six open-source tests that measure what 16personalities tries to measure with stronger predictive validity.

### Lab detail pages (deeper guides per trait / domain / subtest)

- Big Five trait deep dives: [Openness](https://manikumarjami.com/labs/big-five/traits/openness) · [Conscientiousness](https://manikumarjami.com/labs/big-five/traits/conscientiousness) · [Extraversion](https://manikumarjami.com/labs/big-five/traits/extraversion) · [Agreeableness](https://manikumarjami.com/labs/big-five/traits/agreeableness) · [Emotional Sensitivity (Neuroticism)](https://manikumarjami.com/labs/big-five/traits/neuroticism)
- Attachment Style dimension deep dives: [Attachment Anxiety](https://manikumarjami.com/labs/attachment-style/traits/anxiety) · [Attachment Avoidance](https://manikumarjami.com/labs/attachment-style/traits/avoidance)
- Care Languages, Giving side: [Words](https://manikumarjami.com/labs/care-languages/traits/words-giving) · [Acts](https://manikumarjami.com/labs/care-languages/traits/acts-giving) · [Time](https://manikumarjami.com/labs/care-languages/traits/time-giving) · [Touch](https://manikumarjami.com/labs/care-languages/traits/touch-giving) · [Tokens](https://manikumarjami.com/labs/care-languages/traits/tokens-giving)
- Care Languages, Receiving side: [Words](https://manikumarjami.com/labs/care-languages/traits/words-receiving) · [Acts](https://manikumarjami.com/labs/care-languages/traits/acts-receiving) · [Time](https://manikumarjami.com/labs/care-languages/traits/time-receiving) · [Touch](https://manikumarjami.com/labs/care-languages/traits/touch-receiving) · [Tokens](https://manikumarjami.com/labs/care-languages/traits/tokens-receiving)
- Student stress domains: [PSS-10 explainer](https://manikumarjami.com/labs/student-stress/traits/stress) · [Academic](https://manikumarjami.com/labs/student-stress/traits/academic) · [Social](https://manikumarjami.com/labs/student-stress/traits/social) · [Family](https://manikumarjami.com/labs/student-stress/traits/family) · [Future uncertainty](https://manikumarjami.com/labs/student-stress/traits/future) · [Self-criticism](https://manikumarjami.com/labs/student-stress/traits/self)
- Holland Code (RIASEC) types: [Realistic](https://manikumarjami.com/labs/career-interest/traits/realistic) · [Investigative](https://manikumarjami.com/labs/career-interest/traits/investigative) · [Artistic](https://manikumarjami.com/labs/career-interest/traits/artistic) · [Social](https://manikumarjami.com/labs/career-interest/traits/social) · [Enterprising](https://manikumarjami.com/labs/career-interest/traits/enterprising) · [Conventional](https://manikumarjami.com/labs/career-interest/traits/conventional)
- Wellbeing screener explainers: [PHQ-9 (depression)](https://manikumarjami.com/labs/wellbeing/traits/depression) · [GAD-7 (anxiety)](https://manikumarjami.com/labs/wellbeing/traits/anxiety)
- Cognitive subtests: [Verbal Reasoning](https://manikumarjami.com/labs/cognitive/traits/verbal-reasoning) · [Letter / Number Series](https://manikumarjami.com/labs/cognitive/traits/letter-number) · [Math Reasoning](https://manikumarjami.com/labs/cognitive/traits/math-reasoning) · [Vocabulary](https://manikumarjami.com/labs/cognitive/traits/vocabulary) · [Formal Logic](https://manikumarjami.com/labs/cognitive/traits/logic) · [Open-Ended Problem Solving](https://manikumarjami.com/labs/cognitive/traits/open-ended)

## Optional

- [LinkedIn](https://linkedin.com/in/manikumarjami)
- [Medium](https://medium.com/@manikumarjami)
- [Substack](https://substack.com/@emkayjami)
- [X / Twitter](https://x.com/manikumarjami)
- [Topmate](https://topmate.io/manikumarjami)
- [MeetByTravel (founded venture)](https://meetbytravel.com)