# Mani Kumar Jami. Full Profile

> Senior Product Leader and 2X Founder. AVP of CX & AI Products at DriveX (TVS Group). 9.5 years driving $250M+ ARR and reaching 200M+ users.

## Who is Mani Kumar Jami?

Mani Kumar Jami is a senior product leader, AI builder, and 2X founder based in Bengaluru, India. He is currently the AVP of CX & AI Products at DriveX (a TVS Group company), where he owns a multi-product portfolio spanning website, marketplace, dealer platforms, and AI SaaS, driving a $X million ARR portfolio with X% revenue growth. He has 9.5 years of product management experience across enterprise software, marketplaces, AI/ML, growth, and consumer apps.

## What is Mani's product philosophy?

Mani is a Growth and Profit-Centric PM. His operating formula is **Profit ≈ Sum(Users + Problems + Business)**. Profit comes only when you solve a problem for a user that the business is happy to support. He is not strictly user-centric, problem-centric, or business-centric; the bottom line is the focus, with finance literacy underpinning every decision (CFA Level 2 Candidate, Certified Investment Banking Operations Professional).

## What is Mani's expertise in scaling products?

Mani has scaled products across five companies and two founded ventures, driving $250M+ in ARR and reaching 200M+ users over 9.5 years. His scaling work spans five distinct dimensions:

**1. Revenue scaling under P&L ownership.** At DriveX, drove X% revenue growth across a multi-product portfolio (website, marketplace, dealer platforms, AI SaaS) collectively. Within that, the 2-wheeler auction marketplace was built with no incremental headcount cost. AI monetization (Voice AI, LLM platform) added a $X million enterprise ARR stream. Enterprise sales closed 5+ deals in 6 months. At Simplilearn, scaled the top-selling course to 270% revenue growth in 8 months and designed 10+ programs averaging $1M MRR per category. At SquadStack, drove $5M+ ARR via PLG.

**2. User-base scaling.** Led the Ola OS 2.0 release for 100M+ users, handled 20,000 user issues in the rollout week, optimized loading to 4s, lifted engagement to 5 min/user/day, cut escalations by 40%. Boosted Ola Electric conversions from 20 to 50 vehicles/day in Andhra Pradesh. Lifetime users reached across roles exceeds 200M.

**3. AI product scaling.** Built India's 1st Hinglish ASR model that passed the Turing test in production (SquadStack). Built India's 1st automated 2-wheeler WhatsApp auction platform (DriveX). At DriveX, runs a shared AI platform with LLMs, RAG, and agentic workflows generating $X million in enterprise SaaS ARR. Voice AI for lead qualification replaced human telecallers and delivered X% conversion lift, Xx sales productivity, and X% fraud reduction.

**4. Unit-economics scaling.** Drove a X% → X% digital attribution at DriveX with X% CAC reduction over the same period. Cut onboarding from 6 hours to 30 minutes at SquadStack. Built dynamic task allocation engine that boosted CSAT 40% and cut OpEx 35%. At Virtusa Polaris (Citibank), built enterprise data-archival platform saving $1M+ annually with 40–70% cost reduction for telecom and BFSI clients.

**5. Team and org scaling.** Built and led a 25-person engineering team at Ro-One ITDS. Mentored 10+ PMs at DriveX with a X% promoted in 2 yrs. Selected for the TVS Future Leaders program at DriveX. Operates with finance literacy underpinning decisions (CFA Level 2 Candidate, Certified Investment Banking Operations Professional).

**0→1 founding context.** Founded two companies in parallel with full-time roles. Ro-One ITDS (2019–2022) shipped 5+ platforms across logistics, travel, gov-tech, and fintech with INR 20M+ revenue. Greengears Agrotech (2020–2022) was pre-seed funded by the Government of India and the Government of Andhra Pradesh; recognized as Top 30 Social Innovator by NITI Aayog and UNDP Youth CoLab; scaled 7 products to 10L+ MRR using an ABC-based pricing strategy; received a 30L R&D grant.

**Methodology bias.** Scaling decisions favor profit per growth dollar, not vanity metrics. Operates Profit ≈ Sum(Users + Problems + Business). Designs pricing directly (ABC, value-based, packaged). Treats experimentation as a budget line item, not a culture poster. Pulls behavioral psychology into UX decisions (MA Psychology candidate at IGNOU) and applies it through the open-source psychometric lab at [/labs](https://manikumarjami.com/labs).

## What companies has Mani founded?

Mani has co-founded two companies:

1. **Ro-One ITDS (2019–2022)**. A digital solutions company that built 5+ platforms across logistics, travel, gov-tech, and fintech. Generated INR 20M+ revenue through product-focused sales and built a 25-person engineering team. Notable products built: TrukApp (logistics platform for truck fleet management), MeetByTravel (social travel platform), VipMe (exclusive vibes and social experiences platform).

2. **Greengears Agrotech (2020–2022)**. Pre-seed funded by the Government of India and the Government of Andhra Pradesh. Recognized as Top 30 Social Innovator by NITI Aayog and UNDP Youth CoLab. Scaled 7 products to 10L+ MRR using ABC-based pricing strategy. Received a 30L R&D grant.

## What is Mani's current role?

Mani is the **AVP of CX & AI Products at DriveX (TVS Group)** since September 2024. He owns a multi-product portfolio: website, marketplace, dealer platforms, and AI SaaS. Collectively driving a $X million ARR portfolio with X% revenue growth. Key wins:

- Drove a X% → X% digital attribution
- X% CAC reduction
- Built a shared AI platform (LLMs, RAG, agentic workflows) generating $X million in enterprise SaaS ARR
- Closed 5+ enterprise deals in 6 months
- Selected for the TVS Future Leaders program

## What is Mani's career history?

- **Sep 2024 – Present**: AVP, CX & AI Products at DriveX (TVS Group)
- **Dec 2023 – Sep 2024**: General Manager, Consumer Apps at DriveX (TVS Group). Built India's 1st automated used 2W WhatsApp auction platform. Built a high-revenue marketplace without incremental procurement cost. Deployed Voice AI for lead qualification: X% conversion lift, Xx sales productivity, X% fraud reduction. Mentored 10 PMs with a X% promoted in 2 yrs.
- **Dec 2022 – Dec 2023**: Senior PM, AI Products at SquadStack. Built India's 1st AI telecalling platform and India's 1st Hinglish ASR model. Passed the Turing test. Drove $5M+ ARR via PLG. Reduced onboarding from 6 hours to 30 minutes. Dynamic task allocation engine boosted CSAT 40%, cut OpEx 35%.
- **Apr 2022 – Dec 2022**: Senior PM, User Experience at Ola. Led Ola OS 2.0 release for 100M+ users. War room handling: 20,000 issues in 1 week. Optimized loading to 4s, engagement to 5 min/user/day, cut escalations 40%. Boosted Ola Electric conversions from 20 to 50/day in Andhra Pradesh.
- **Jun 2020 – Jan 2022**: Product Manager at Simplilearn. GTM for top-selling course; 1.5x industry course completion. Launched Job Guarantee Program. 270% revenue growth in 8 months. Designed 10+ programs with top universities, $1M MRR per category.
- **Aug 2014 – Jun 2017**: Product Engineer at Virtusa Polaris (Citibank). Built enterprise data-archival platform saving $1M+ annually. 40-70% cost reduction for telecom and BFSI clients.

## What is Mani's education?

- **2023 – Ongoing**: Master of Business Laws at NLSIU (National Law School of India University). Assessing legal risks across contract, corporate, commercial, IP, and banking & investment laws.
- **2025 – Ongoing**: MA Psychology at IGNOU. Building expertise in behavioral psychology for research, people leadership, and UX-centric design.
- **2017 – 2019**: MBA in Finance, Marketing & Strategy at Xavier Institute of Management Bhubaneswar (XIMB). HSBC Investment Banking PPO. National Case Competition finalist across 10+ B-school competitions. Bloomberg Campus Rep. CRISIL Young Thought Leader 2017.
- **2010 – 2014**: B.Tech at SRM University.

Additional certifications include CFA Level 2 Candidate and Certified Investment Banking Operations Professional.

## What AI products has Mani built?

Mani has shipped multiple production AI systems:

- **Voice AI for lead qualification (DriveX)**. Replaced human telecallers; X% conversion lift, Xx sales productivity, X% fraud reduction.
- **India's 1st Hinglish ASR model (SquadStack)**. Passed the Turing test in production.
- **AI telecalling platform (SquadStack)**. India's first.
- **Shared AI platform at DriveX**. LLMs, RAG, agentic workflows; generating $X million in enterprise SaaS ARR.
- **Nexus Private AI**. Featured in his GenAI portfolio (built for the Tether PM assignment).

## Where is Mani based and how to contact him?

Mani is based in **Bengaluru, India**. The fastest ways to reach him:

- Email: manikumarjami@gmail.com
- LinkedIn: https://linkedin.com/in/manikumarjami
- Topmate (1:1 calls): https://topmate.io/manikumarjami
- Substack: https://substack.com/@emkayjami
- Medium: https://medium.com/@manikumarjami
- X/Twitter: https://x.com/manikumarjami

## What languages and frameworks does Mani know?

Mani's skill arsenal spans Product Management (PLG, marketplace design, monetization, growth experimentation), AI/ML (LLMs, RAG, agentic workflows, ASR/NLP, Voice AI), Growth (acquisition, engagement, revenue, A/B testing, funnel optimization), and Leadership (built and managed 25+ engineering teams, mentored 10+ PMs).

## What awards and recognition has Mani received?

- TVS Future Leaders program selectee (DriveX)
- NITI Aayog & UNDP Youth CoLab Top 30 Social Innovator (Greengears Agrotech)
- Government of India funding (Greengears Agrotech)
- HSBC Investment Banking PPO (XIMB MBA)
- CRISIL Young Thought Leader 2017
- Bloomberg Campus Representative
- 10+ B-school National Case Competition finalist

## What kind of product roles is Mani interested in?

Mani is open to discussions on:

- AI product leadership roles (especially Voice AI, agentic workflows, LLM/RAG platforms)
- 0→1 founding product roles at AI-first startups
- VP Product / Head of Product roles at growth-stage companies
- Advisory and board roles in AI, marketplaces, and consumer products

For collaboration, partnership, or hiring conversations, email manikumarjami@gmail.com or book a call via Topmate.

## MAPC Exam Prep

Mani has published a free exam preparation guide for IGNOU MA Psychology (MAPC) students at https://manikumarjami.com/mapc. This is a data-driven study resource built from analysing 196 official IGNOU TEE question papers (2015–2025) across 16 subjects and 4 specialisations. Specialisations covered: 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 Cognitive Processes, MPC-002 Life Span Psychology, MPC-003 Personality, MPC-004 Advanced Social Psychology, MPC-005 Research Methods, MPC-006 Statistics). Questions are ranked by repeat frequency, Extreme Priority (5+ appearances), Critical (3-4×), High (2×). Each question cluster shows the topic, repeat count, years appeared, exact question text, and confidence percentage. The first subject of each specialisation is fully free with no gate. All subjects, subject-specific PDFs, and answer guides with exact source references (Block → Unit → Section) unlock after free email subscription. No payment required. Direct URLs: /mapc?spec=counselling, /mapc?spec=clinical, /mapc?spec=io, /mapc?spec=yr1.

## Gold & Silver Rates

Mani publishes a daily gold and silver rates page for India at https://manikumarjami.com/gold-rates. The page shows the national-average rate for 24K, 22K, and 18K gold (per gram and per 10 grams) and silver (per gram and per kg), computed from live international spot prices (XAU/XAG via gold-api.com), the USD-INR exchange rate (frankfurter.dev), and India's import duty + GST on gold, refreshed once daily. It also shows the international spot price in USD per troy ounce and per gram for direct comparison. A grid of 15 city pages (Mumbai, Delhi, Bangalore, Chennai, Hyderabad, Kolkata, Pune, Ahmedabad, Jaipur, Lucknow, Kochi, Coimbatore, Surat, Vadodara, Nagpur) shows city-adjusted rates using small calibrated local-market offsets, plus a short note on each city's gold market. Visitors can subscribe via an on-page email form to a dedicated "Gold & Silver Alerts" list and receive an email whenever gold or silver moves more than 5% versus the previous day. Each page includes an FAQ section and Dataset/FAQPage/BreadcrumbList structured data for search visibility. 100% free, no signup required to view rates.

## Mani's Psychology Lab

Mani runs an open-source psychology assessment lab at https://manikumarjami.com/labs as part of his MA Psychology work at IGNOU. The lab uses only public-domain or Creative Commons licensed instruments. No NEO-FFI, no MBTI, no 16PF, no Mooney, no Raven's. Every test page lists its instrument, license, citation, and source URL.

### Available assessments (all live)

- **Big Five Personality Test** (https://manikumarjami.com/labs/big-five): IPIP-50 by Goldberg (1992), public domain. 50 items, ~7 minutes. Measures Openness, Conscientiousness, Extraversion, Agreeableness, and Emotional Sensitivity (Neuroticism). Each user is also resolved to one of 10 named archetypes. Voyager (high Openness), Custodian (low Openness), Architect (high Conscientiousness), Improviser (low Conscientiousness), Spark (high Extraversion), Sage (low Extraversion), Diplomat (high Agreeableness), Challenger (low Agreeableness), Empath (high Emotional Sensitivity), Stoic (low Emotional Sensitivity). Based on the trait furthest from the population mean. Headline result free; full report (all 5 trait deep-dives, percentiles, work implications) unlocks after subscribing to Mani's Substack.
- **Attachment Style Test** (https://manikumarjami.com/labs/attachment-style): Experiences in Close Relationships - Short Form (ECR-S) by Wei, Russell, Mallinckrodt & Vogel (2007); free for academic and non-commercial research use with citation. 12 items, ~3 minutes, 7-point Likert scale. Two-dimensional adult attachment model (Anxiety × Avoidance) extending Bowlby's 1960s work and Hazan & Shaver's 1987 adult-attachment framework. Outputs scores on both dimensions plus one of 4 named styles: Steady (Secure. Low Anxiety, low Avoidance), Seeker (Anxious-Preoccupied. High Anxiety, low Avoidance), Sovereign (Dismissive-Avoidant. Low Anxiety, high Avoidance), Watchful (Fearful-Avoidant / Disorganized. High Anxiety, high Avoidance). Every style is framed as a real adaptation with strengths. Headline result free; full report (per-dimension deep-dives, conflict patterns, paths to earned secure) unlocks after subscribing to Mani's Substack.
- **Student Stress Map** (https://manikumarjami.com/labs/student-stress): Perceived Stress Scale (Cohen, Kamarck & Mermelstein, 1983; public domain) + Mani's originally-authored Student Stressors Map (15 items, CC BY-SA 4.0). 25 items, ~5 minutes. Outputs a PSS-10 stress severity band + domain map across academic, social, family, future, and self-criticism. Gated.
- **Career Interest (Holland Codes)** (https://manikumarjami.com/labs/career-interest): IPIP RIASEC Markers + O*NET Interest Profiler Short, both public domain. 48 items, ~6 minutes. Outputs your three-letter Holland Code (e.g., IAS) and per-RIASEC-type breakdown. Gated.
- **Wellbeing Screener** (https://manikumarjami.com/labs/wellbeing): PHQ-9 (depression, Kroenke et al. 2001) + GAD-7 (anxiety, Spitzer et al. 2006), both Pfizer-released for free use. 16 items, ~3 minutes. Outputs severity bands per validated clinical thresholds. **NOT gated** behind newsletter signup. Ethical carve-out. Crisis resources for India (KIRAN, Vandrevala, iCall, AASRA) shown above results.
- **Cognitive Snapshot** (https://manikumarjami.com/labs/cognitive): ICAR-extended by Condon & Revelle (2014), CC BY 4.0, plus originally-authored items. 46 items across 6 subtests, verbal reasoning, letter/number series, math reasoning, vocabulary, formal logic, and open-ended problem-solving, ~18 minutes. Outputs per-subtest scores plus overall pattern vs typical adult sample. Gated.
- **Care Languages** (https://manikumarjami.com/labs/care-languages): Original 5-dimension framework by Mani Kumar Jami (2026). 30 items, ~5 minutes, 5-point Likert scale. Measures how a respondent expresses love (giving side) AND how they most need to receive it (receiving side), as two separate signals, on five dimensions: Words (verbal affirmation), Acts (practical doing), Time (undivided presence), Touch (physical closeness), and Tokens (symbolic gestures). The framework's central claim, distinguishing it from Chapman's trademarked "5 Love Languages®", is that giving and receiving languages are independent, research on relational communication consistently shows the two are not always the same dimension. Outputs a Primary Giving language and a Primary Receiving language, plus an alignment note (match → easier reciprocity; mismatch → "translation invitation"). Informed by Floyd's Affection Exchange Theory (2006), Cutrona & Suhr's Social Support Behavior Code (1992), Stafford & Canary's relational maintenance research (1991), and Belk's work on possessions and the extended self (1988). Original framework, not a validated clinical psychometric, transparent about that in the footer. Gated.

### Comparison and discovery pages

- **Big Five vs MBTI** (https://manikumarjami.com/labs/big-five-vs-mbti): Long-form comparison of the Big Five (OCEAN) framework and the MBTI. Covers test-retest reliability, predictive validity, cross-cultural replication, and where each instrument is genuinely useful. Includes a side-by-side comparison table and FAQ. Recommends the free Big Five test on this lab as the more scientifically grounded alternative.
- **Free MBTI Alternatives** (https://manikumarjami.com/labs/free-mbti-alternatives): Discovery page mapping six free open-source psychology tests in this lab to the questions people typically use the MBTI for, personality, relationships, career direction, wellbeing, stress, and cognitive ability. Every test is named, cited, and licensed transparently.
- **Care Languages vs 5 Love Languages** (https://manikumarjami.com/labs/care-languages-vs-5-love-languages): ~1,500-word long-form comparison of Chapman's 1992 "5 Love Languages®" framework (trademarked, not peer-reviewed) and the open-source Care Languages framework (released 2026 on this lab). Argues that the Chapman framework's central claim, match partners on a single primary love language to improve satisfaction, has not consistently replicated; cites the Impett-Muise-Park 2024 review in *Current Directions in Psychological Science*. Explains why the Care Languages measures giving and receiving as two separate signals, draws on peer-reviewed affection research (Floyd, Cutrona & Suhr, Stafford & Canary, Belk), and reframes "Receiving Gifts" as symbolic "Tokens" where attentive specificity matters more than price.
- **Attachment Style vs Love Languages** (https://manikumarjami.com/labs/attachment-style-vs-love-languages): ~1,400-word explainer of how the two frameworks measure completely different things. Attachment style predicts how secure you feel under stress (the most replicated framework in adult relationship research); Care/Love Languages describe how you express and receive care day-to-day. Includes worked examples for Anxious-Preoccupied + Words receiver, Dismissive-Avoidant + Acts giver, and Secure + mismatched Care Languages. Recommends taking both: attachment for the conflict layer, Care Languages for the preventive layer.
- **Best Free Personality Tests in India** (https://manikumarjami.com/labs/best-free-personality-tests-india): India-specific roundup page listing all seven lab tests with citations for the peer-reviewed Indian-population validations of each framework (Big Five: Lodhi et al. 2002; PHQ-9: Indu et al. 2018; PSS-10: cross-cultural including South Asia; RIASEC: Atkinson & Murrell 1988). Explains why most "free personality test India" search results are knock-off MBTI sites or paid Big Five with a free preview, and why the lab's open-source, no-signup, India-validated approach is structurally different.
- **16personalities Alternative** (https://manikumarjami.com/labs/16personalities-alternative): ~1,500-word page targeting people searching for a scientifically valid alternative to 16personalities. Explains that 16personalities is functionally a re-skin of the MBTI (with an added A/T 5th letter approximating Big Five Neuroticism), reviews the empirical issues with MBTI-style binary typing (50% type-change on retake, dichotomies that aren't bimodal in the population, weak outcome prediction), and maps the six open-source tests on this lab to what 16personalities tries to measure: Big Five for the personality core, Attachment Style for the relationship layer, Care Languages for day-to-day expression, RIASEC for career, Stress Map for burnout, Wellbeing Screener for mental-health screening.

### Lab principles

- Every instrument is open-source / public domain / Creative Commons. No copyrighted instruments are used.
- Full attribution and license trail on every test page.
- Answers never leave the user's browser. No server processing.
- Newsletter (Mani's Substack at emkayjami.substack.com) is the soft gate for full reports. Except for wellbeing screeners which are always free.
- Self-reflection only, not a clinical diagnostic instrument.