AVP Product, Enterprise Platforms · Onsitego · Bangalore, India
I build the operating systems behind scaling businesses.
Fifteen years in enterprise product: fraud prevention, AI automation, supply chain and ERP. Today I lead platform strategy at Onsitego, across products used by 25,000+ retailers and 1,000+ service centres.
- fraud & payout loss prevented every month
- ₹65–80L
- fraud & payout loss prevented every month
- retailers onboarded in 6 months
- 25,000+
- retailers onboarded in 6 months
- invoice extraction accuracy with AI
- 90%
- invoice extraction accuracy with AI
- in enterprise product & consulting
- 15+ yrs
- in enterprise product & consulting
Selected work
A Fraud Prevention Platform That Scores People, Not Transactions
An entity-level risk engine that scores, tracks and decays fraud signals across claims, repairs, invoices and payouts. It now stops 3–4% of claims every month.
- Losses prevented per month
- ₹65–80L
- Losses prevented per month
- Claims stopped monthly
- 3–4%
- Claims stopped monthly
- Saved from blocked fraud claims
- ₹35–40L
- Saved from blocked fraud claims
- Saved on wrong claims & payout details
- ₹30–40L
- Saved on wrong claims & payout details
AI-Powered Invoice Processing
Replaced manual invoice validation with an OCR and AI extraction pipeline that checks every invoice against its PO.
90%Extraction accuracy
Building India's Largest Retailer Onboarding Platform
Turned a 2-day retailer onboarding process into a 5-minute digital one, then rolled it out nationally.
5 minOnboarding time (from 2 days)
ERP Transformation After an Acquisition
Unified two companies onto a single ERP backbone spanning finance, inventory and warehouse operations, in 180 days.
180 daysFull rollout, zero downtime
AI in practice
AI does the reasoning. Deterministic code does the arithmetic.
In every AI system I build, the model removes manual work and surfaces patterns, but numbers and decisions stay reproducible and auditable. Here’s where that has shipped.
Shipped at Onsitego
AI-Powered Invoice Processing
OCR extraction plus AI matching against purchase orders, with confidence scores that send only edge cases to a person. 90% extraction accuracy.
AIFinanceShipped at Onsitego
A Fraud Prevention Platform That Scores People, Not Transactions
Entity-level risk scoring with decay. Explainable signals today, with AI pattern detection being added on top.
RiskAIBuilt for the Risk & QA team
Risk & QA Analysis Copilot
An LLM-assisted analysis system for the Risk & QA team. It runs ten recurring fraud and cost-control analyses, plus one-off studies, in minutes instead of days.
AIRiskOpen-source side project
SQL Query Generator
Product managers describe the data they need in plain English, attach their schema, and get a runnable SQL query back. If the request is ambiguous, it asks a clarifying question instead of guessing.
AITooling
Writing
Notes on fraud, risk and enterprise products.
- Fraud & Risk
Why Fraud Engines Are Product Problems, Not Just ML Problems
Detection is maybe a fifth of a fraud engine. The rest is product: what happens after a flag, who owns it, how an entity gets out, and how the system learns it was wrong.
5 min read
- Fraud & Risk
Risk Should Decay: Designing Fraud Scores That Forgive
In most fraud systems, a flag is a life sentence. How to design risk scores that remember everything and forgive on evidence, without handing fraudsters a “pause and wait” playbook.
5 min read
Experience
2019 – Present
Onsitego
AVP Product, Enterprise Platforms
- Lead product strategy across Supply Chain, ERP, Inventory, Master Data, Finance and AI Automation; own multi-quarter roadmaps and present trade-offs directly to leadership.
- Designed an entity-level fraud prevention platform that prevents ₹65–80 lakh in losses every month.
- Took SalesPro from 0 to 25,000+ retailers in 6 months, cutting onboarding from 2 days to under 5 minutes.
- Led the ERPNext consolidation across 1,000+ service centres in 180 days with zero downtime.
- Shipped an AI invoice-processing pipeline with 90% extraction accuracy.
- Lead and mentor PMs; partner daily with 30+ engineers across platform, data and AI teams.
2017 – 2019
Speridian Technologies
Senior Functional Lead
- Led CRM implementations for telecom and banking clients across India, Singapore and the Middle East, from requirements to go-live.
- Drove adoption and change management for rollouts serving thousands of agents across time zones.
2015 – 2016
CRMIT Solutions
Module Lead
- Led Oracle CRM Cloud implementations end-to-end; interviewed and mentored new hires.
2010 – 2015
Oracle India
Staff Consultant
- Delivered Oracle Cloud implementations for enterprise clients and authored implementation documentation used across delivery teams.
About
I build the products that make operations invisible.
Most product leaders build customer features. I build the systems behind those experiences: the platforms that keep a business running when nobody is watching. Supply chain, inventory, ERP, finance, master data, fraud. The parts that never make the demo, but decide whether a company scales or breaks.
I started at Oracle, implementing CRM and ERP across India, Singapore and the Middle East. That grounding in global rollouts, messy integrations and stakeholder governance still shapes how I work.
I moved into product to be closer to the decisions, not just the delivery. I enjoy problems where technology, operations and business meet.
How I work
- 01
AI accelerates; systems of record stay explainable.
In OCR, fraud scoring and analysis, AI removes manual toil and surfaces signals humans would miss. But the numbers come from deterministic code, and every decision can be audited. AI earns trust by being right and explainable, not just fast.
- 02
Auditability and rollback are features.
Enterprise systems fail loudly and expensively. Before I design the dashboard, I design who can override a decision, what gets logged, and how we roll back.
- 03
Instrument first, debate second.
Opinions are a starting hypothesis. Every platform I ship comes with the analytics to prove or disprove its own thesis, in the same release, not as a follow-up.
Contact
Hiring a product leader for enterprise platforms, risk or AI? Let’s talk.
anubhav.lahoti1@gmail.com- linkedin.com/in/anubhavlahoti
- Phone
- +91 99306 11125
- GitHub
- github.com/anubhavlahoti
- Resume
- Download PDF
Based in Bangalore, India.