Jerin Peter Paul
I build AI products that ship and stick.
> focus:
Six years turning messy, ambiguous B2B problems into software people actually rely on.

A little about me
I’m a product manager who takes AI/ML products from first principles to production.
At Mahindra Logistics, I lead a 12-person cross-functional team of engineers, data scientists, designers, QA, and BI. Scaling an AI-powered supply-chain visibility platform end-to-end — from discovery and strategy through sharp specs, launch, and adoption — has cut customer operational costs by ~3% (₹1–5 L per customer/year).
Across ~6 years in B2B SaaS and enterprise product, including WiseTech Global and Blume Global, I’ve shipped 0→1 and platform products. I win by obsessing over the problem, moving fast, and staying close to the work until it earns adoption.
// focus areas
- AI / ML Product (LLM, RAG, GPT-4o)
- Agentic Workflows
- 0→1 & Platform Products
- Product Strategy & Roadmap
- B2B SaaS
- Logistics & Supply Chain
- Model Evaluation (accuracy, cost, drift)
- Cross-functional Leadership
Career timeline
Product Manager
May 2025 — Present
Mahindra Logistics · Hyderabad, India
- Lead PM on an AI analytics platform (natural-language querying, anomaly detection, predictive forecasting); chose a hybrid RAG + fine-tuning approach on GPT-4o after evaluation surfaced sharply better cost-per-query economics — now piloting with internal users ahead of customer rollout.
- Owned the business case and cost-benefit analysis for an AI-powered visibility suite, validating use cases through high-fidelity prototypes that reduced customer operational costs by ~3% (≈ ₹1–5 L per customer/year) and informed CIO-level prioritisation.
- Own the platform’s KPI framework — model accuracy, cost-per-query, drift, and adoption — using it to drive go/no-go and rollout decisions across LLM and predictive workstreams.
Product Specialist
Apr 2024 — May 2025
WiseTech Global · Bengaluru, India
- Shipped a real-time visibility and predictive ETA platform inside WiseTech’s ocean-freight stack, improving ETA accuracy via carrier + IoT telemetry ingestion and reducing delivery delays by 6% across 50+ enterprise accounts.
- Built a risk-alerts and exception-management module for cross-border logistics, cutting disruption events by 4% by surfacing delays before they cascaded.
- Partnered with data science to define model retraining cadence, accuracy thresholds, and drift monitoring for ETA and risk models.
Product Analyst
Sep 2020 — Apr 2024
Blume Global · Bengaluru, India
- Drove product strategy and roadmap across 6 quarters; designed and launched a digital control tower with prioritised alerts and live telematics that lifted customer NPS by 8 points and became a referenced differentiator in enterprise renewals.
- Partnered with engineering to extend the TMS with container tracking and freight execution, saving an estimated 500–2,000 hours/year of manual tracking aggregated across customers including FedEx and Honda.
Selected work
AI Analytics Platform
Lead PM on an LLM-powered analytics platform with natural-language querying, anomaly detection, and predictive forecasting. Chose a hybrid RAG + fine-tuning approach on GPT-4o for stronger cost-per-query economics. (Mahindra Logistics)
- AI / ML
- LLM · RAG
- GPT-4o
- Predictive Analytics
AI-Powered Visibility Suite
Owned the business case and cost-benefit analysis for a supply-chain visibility suite, validated through high-fidelity prototypes that reduced customer operational costs by ~3% (≈ ₹1–5 L per customer/year). (Mahindra Logistics)
- Product Strategy
- 0→1
- Supply Chain Visibility
Real-Time Visibility & Predictive ETA
Shipped a real-time visibility and predictive ETA platform in an ocean-freight stack, ingesting carrier + IoT telemetry to improve ETA accuracy and reduce delivery delays by 6% across 50+ enterprise accounts. (WiseTech Global)
- Predictive ETA
- IoT Telemetry
- Ocean Freight
Digital Control Tower
Designed and launched a digital control tower with prioritised alerts and live telematics that lifted customer NPS by 8 points and became a referenced differentiator in enterprise renewals. (Blume Global)
- Control Tower
- Telematics
- Enterprise SaaS
Let's connect
Open to new opportunities and good conversations about AI products, logistics, and building things people rely on.