STAKEHOLDER NOTES · 12 MAR
PENDING DISPATCHED DELIVERED FAILED SETTLED IDEMPOTENT · RETRY SAFE
CORE ERP WMS PAYMENTS PARTNER API SUPPORT
10084 7669 → 78
REQUIREMENT SPEC READY? BUILD REWORK DECISION LOG · 04
TARGET SPRINT 01 — 12
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Manoj Pawar
Product Manager · B2B SaaS platforms
Manoj Pawar
Senior Product Manager
AppDirect · Pune, India
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I build the systems B2B companies run on.

8 years turning enterprise operations into software. Freight moving through platforms I specified, brands live on integration infrastructure I designed, checkout conversion moved by architecture rather than persuasion. Supply chain, ERP tooling, B2B commerce.

Open a case from any competency. The arrow swaps the panel to a quick view; the title opens the full case.

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Systems shipped 0→1
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SaaS & ops cost saved
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Checkout conversion
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Overview

Product Manager with 8+ years building and scaling B2B SaaS, subscription commerce, and platform products.

At AppDirect I own Purchase & Checkout and Builtfirst, driving AI-led product innovation, 0→1 development, customer growth and ecosystem strategy, with measurable impact on checkout conversion, AOV and retention. Previously built and scaled ElasticRun's all-mile logistics platform and led its TMS SaaS transformation across enterprise and global customers.

Pune, India · CSPO — Certified Scrum Product Owner

Domain
Supply chain & logistics
Domain
B2B commerce & partner ecosystems
Domain
Subscription commerce & ERP tooling
Work history — journey map
Eight years · five stages · scroll sideways
Stage 01 2018 — 2021
Associate Product Manager
ElasticRun
₹100cr+ Payments / month
Stage 02 2021 — 2024
Product Manager
ElasticRun
₹80cr Assets covered
Stage 03 2024 — 2025
Senior Product Manager
ElasticRun
All-mile Architecture drafted
Stage 04 2025 — 2026
Lead Product Manager
ElasticRun
100+ D2C brands
Stage 05 01/2026 — Present
Senior Product Manager
AppDirect
69 → 78% Checkout conversion
1. Designed an ERP PWA for budget and order approvals.
2. Built HRIS, leave, and employee onboarding systems, retiring a ₹40 lakh/year SaaS cost.
3. Revamped purchase order and invoice flows; led STP payment integration.
4. Designed internal TMS capabilities with SIM-based tracking for 200+ daily trips.
5. SaaSified the TMS for India’s largest marketplace at ~1,200 trips a day.
6. Delivered Fixed Asset Management covering ₹80 crores of enterprise assets.
7. Delivered indirect procurement internal tool with automated approval workflows.
8. Launched a Travel Application automating 20,000+ claims a month.
9. Designed the foundational architecture for the all-mile logistics platform.
10. Unified Quick Commerce, e-commerce and TMS operations.
11. Expanded integration strategies across multiple brand systems.
12. Laid the groundwork for SaaS transformation — modularity and interoperability.
13. Led 0→1 strategy across e-commerce, quick commerce and transportation.
14. Delivered unified web, mobile and operational apps powering 100+ brands.
15. Built an AI delivery attempt verification model synthesizing customer-associate call records.
16. Built a generic integration framework for 100+ D2C and enterprise brands.
17. Spearheaded unified experience across Builtfirst and AppDirect.
18. Created Hosted Checkout, an API-first embedded checkout product increasing conversion to 78%.
19. Cut deal creation drop-off from 78% to 55% with AI-assisted listing creation in Builtfirst.
20. Own Builtfirst standalone product line and portfolio strategy across Builtfirst, PartnerStack and AppDirect.
Systems owned
ERP HRIS Payments TMS Tracking
Systems owned
TMS Assets Budgets Procurement
Systems owned
Platform architecture Integrations Use-case design
Systems owned
0→1 vision SaaS transformation Partner onboarding
Systems owned
AI product Checkout Portfolio strategy
Internal tooling is where you learn what an operation actually costs.
A product that saves money defends itself in the budget review.
One shared object beats four products wired together.
Phasing is the difference between a vision and a roadmap.
AI earns its place against a measured blocker, not a demo.
Scope of ownership 2018 → now
Internal tooling
Product line
Platform
Platform as SaaS
Multi-product portfolio
What I'm good at
01 Systems & platform architecture — order flows, integrations, ERP boundaries, settlement.
02 Problem-to-spec translation — messy problem into machine, handed to engineering as a spec.
03 Measurable product ownership — checkout 69→78%, ₹80cr assets managed, ₹40L/year SaaS cost retired, ₹3.5cr/year revenue.
04 AI-led product — placed where it removes cost, not where it demos. Guardrails, human review kept.
05 Internal systems & finance — ERP, approvals, audit trails, reconciliation. Built the P&L argument.
06 0→1 SaaS transformation & commercialization — complex internal operations turned into scalable, multi-tenant SaaS products adopted across enterprise ecosystems.
How I work
Context over frameworks
Strategy shaped by product stage, investment priorities, and the business North Star — never rigid textbook templates.
Consumer craft in B2B
Benchmarking market-leading UX standards so complex enterprise platforms are fast, clear, and a joy to operate.
Field reality & telemetry
Diagnose where users actually drop off through behavioral funnels and operational immersion before proposing changes.
Spec before code
System boundaries, API states, and schemas settled on paper so both sides of an integration agree before building.
AI where it removes cost
Placed against measured friction and operational costs, not to demo. Guardrails and human review kept at every step.
Education & certifications
MBA, Supply Chain Management
University of Pune · 2016 — 2018
BE, Mechanical Engineering
University of Pune · 2012 — 2015
Certifications
CSPO AI Product Manager — nanodegree Product Roadmapping (PRC™) Google Analytics
Architectural Blueprint · 8 Competencies

Three Core Pillars of Product Leadership

Grounding enterprise platform architecture in real operations, operationalizing pragmatic AI workflows, and driving quantifiable P&L outcomes.

Pillar 01 · Competency 01

Zero-to-One Discovery

Zero-to-One Discovery is the discipline of turning messy, unregulated, or fragmented business operations into clear, scalable platform architectures. It requires stepping out of the conference room and getting onto the ground — observing real user jobs-to-be-done, understanding business mechanics firsthand, and applying ruthless prioritization to decide what to build first and what to stage next.

I have driven 0→1 transformations from inception to multi-market scale — from replacing offline paper freight tracking with foundational TMS workflows, to stitching complex WMS, TMS, and shipment systems into a unified all-mile logistics operating system powering 100+ enterprise brands.

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Skills applied
Field ethnography Jobs-to-be-done mapping Ruthless prioritization Zero-training UI prototyping 3-stage evolution (Digitize→Optimize→AI) SaaS modularization
Fig. 01 — Discovery to platform surface {{ d1.phase }}
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Years taking enterprise products 0→1
Pillar 01 · Competency 02

Business Systems Architecture

Engineering velocity and partner acquisition depend on architectural clarity before code is written. I collaborated deeply with engineering architects and tech leads to make core logistics and commerce capabilities available to product teams in a scalable, configurable, and modular way across diverse use cases.

By establishing canonical domain models, generic integration translation layers, explicit state machines, and bidirectional reconciliation boundaries across RESTful APIs, EDI/SFTP, WMS, and ERP systems, we turned bespoke partner builds into a rapid, self-serve onboarding engine powering 100+ D2C and enterprise brands.

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Skills applied
Canonical domain modeling Generic integration gateway (REST / EDI / SFTP) Data translation adapters Bidirectional lifecycle sync State machine & idempotency design Payment + ERP boundaries
Fig. 02 — Generic Integration & Commerce Platform {{ d2.phase }}
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D2C & Enterprise brand ecosystems integrated
Pillar 02 · Competency 03

AI-Led Product Initiatives

AI delivers enterprise leverage when applied to problem statements where models perform at or above human parity and financial/payment ledger risks are bounded. Rather than pursuing speculative vanity POCs, my approach focuses on solving operational friction: saving users significant manual effort, removing cognitive drop-off, and protecting business revenue.

At ElasticRun, I conceptualized the AI attempt verification initiative by defining the business rules that distinguish genuine delivery attempts from fabricated claims, specifying the trigger conditions for when call logs are sent to AI, and designing the operational workflows for supervisor dispute resolution in collaboration with engineering leads. At Builtfirst, I overhauled the merchant deal creation workflow by specifying functional requirements for AI-assisted copywriting (titles, instructions, discount terms), cutting merchant drop-off from 78% to 55% while keeping final publishing strictly human-approved.

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Skills applied
Pragmatic AI scoping Business rules & legitimacy criteria Event trigger specification Operations workflow design Generative UX & copywriting Human-in-the-loop governance
Fig. 03 — Call audio synthesis to verified attempt {{ d3.phase }}
{{ s3 }}%+
Call transcript verification accuracy
Pillar 02 · Competency 04

Technical Fluency & Systems Thinking

Technical fluency is about understanding engineering architecture deeply enough to establish an active feedback loop with technical architects—guiding what requires configurability versus fixed logic, and where modularity is needed as business maturity evolves across domains.

At ElasticRun, I applied systems thinking to decouple field operators from heavy desktop ERPs by specifying a lightweight mobile PWA top-up for everyday approvals on low-end devices, and architected Straight-Through Processing (STP) rules for automated supplier payments managing ₹100+ Cr/month. In my personal practice, I leverage an AI-augmented PM OS in Cursor to build brand-themed interactive prototypes, pre-validate functional requirements against live data models, and manage lightweight codebase adjustments directly.

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Skills applied
Technical fluency & systems thinking Configurability vs. modularity Lightweight ERP PWA top-up STP payment & automated disbursal Brand-themed interactive prototyping Personal Cursor PM OS & PRs
Fig. 04 — Technical Fluency & Systems Thinking {{ d4.phase }}
{{ s4 }}cr+
Monthly STP payment throughput
80cr
Fixed assets tracked & governed
Pillar 03 · Competency 05

Commercial Literacy

Commercial literacy is about evaluating build-versus-buy decisions based on control, cost, and data risk, and understanding how internal platform capabilities can be commercialized into scalable SaaS products to drive measurable P&L outcomes.

At ElasticRun, instead of procuring expensive external HR software, I evaluated the trade-offs and led the build-versus-buy decision to develop an owned in-house HRMS on top of existing ERP components—specifying end-to-end employee onboarding, leave management, and exit workflows to eliminate a ₹40 Lakhs/year SaaS contract. For travel and procurement, I digitized HR and Finance spend policies with automated budget caps, preventing over-limit claims without manual auditing and delivering ₹2 Crores/month in cost savings.

When commercializing our internal TMS into an external SaaS offering, I conducted deep market benchmarking to define required modularity, capability separation, and multi-tenant configurability—successfully onboarding one of India's largest marketplace players (35,000+ trips/month) and delivering ₹20 Lakhs/month in client operational savings.

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Skills applied
Build-vs-buy evaluation P&L & ROI payback modeling Policy digitization & caps Internal tool SaaSification Multi-tenant commercialization Spend governance & audit
Fig. 05 — Commercial Literacy & Spend Governance {{ d5.phase }}
{{ s5 }}cr/mo
Direct spend savings
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SaaS licenses retired
Pillar 02 · Competency 06

Product Analytics & Telemetry

Product analytics delivers enterprise leverage when it replaces subjective roadmap opinions with empirical behavioral telemetry. At AppDirect, owning multiple product domains (Checkout and the Builtfirst partner ecosystem) required creating a comprehensive behavioral and adoption metrics framework that gave leadership and cross-functional teams complete visibility into domain health, North Star metrics, and cart conversion performance.

Leveraging Cursor and Datadog MCPs, I queried and synthesized existing Real User Monitoring (RUM) events and server logs flowing through our architecture—extracting deep funnel drop-off and friction insights without deploying a single line of new instrumentation code. This behavioral telemetry directly identified the critical bottlenecks across our checkout journeys and merchant deal workflows (such as the 78% listing drop-off), providing the exact data required to prioritize high-impact product solutions.

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Skills applied
Behavioral funnel mapping Datadog & RUM telemetry synthesis Cursor & MCP log analysis Domain KPI & North Star design Cart conversion optimization Cross-functional reporting
Fig. 06 — Product Telemetry & Behavioral Observability {{ d6.phase }}
{{ s6 }}%
Empirical KPI observability
{{ s6b }} Domains
Checkout & Builtfirst ecosystems
Pillar 03 · Competency 07

Stakeholder & Cross-Functional Leadership

Cross-functional leadership is about navigating product ambiguity by maintaining continuous, proactive communication across six key organizational pillars: Business Stakeholders, Engineering, UX, Support, Sales, and Customer Success (CSM). By running regular syncs across these teams, I turn operational friction and customer sentiment into clear, prioritized product direction.

I regularly sync with Support to identify recurring platform bugs and user drop-off points, and collaborate with Sales and CSM to understand target buyer profiles, feature demand patterns, and deal blockers. Across AppDirect's multi-acquisition landscape, I led strategic unification initiatives—such as integrating Builtfirst with PartnerStack to unlock mutual monetization synergies, and transitioning standalone acquired tools into unified enterprise platform experiences. By building and showcasing interactive prototypes, I align cross-functional teams and executive leadership around tangible business value and cohesive roadmap execution.

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Skills applied
Stakeholder orchestration Support & CSM feedback loops Sales & GTM synthesis Portfolio strategy Prototype-led alignment Multi-entity roadmaps
Fig. 07 — Cross-Functional Alignment & Ecosystem Strategy {{ d7.phase }}
{{ s7 }} Pillars
Cross-functional alignment
{{ s7b }} Products
Unified ecosystem portfolio
Pillar 03 · Competency 08

GTM & Roadmap Strategy

GTM and roadmap strategy is about translating complex platform capabilities into compelling, persona-specific commercial narratives—arming sales teams with actionable playbooks and designing pricing models that lower buying friction while driving sustainable unit economics.

At AppDirect, I led the GTM strategy for the unified platform experience to support our broader platform launch. Rather than treating Builtfirst as an isolated add-on, I focused on core enterprise personas, worked closely with GTM teams to formulate their specific value propositions, and embedded that positioning into the central AppDirect GTM playbook. At ElasticRun, I partnered with Finance and Engineering to define our TMS SaaS commercialization strategy—designing a tiered pricing model based on operational overhead that made early enterprise buying friction-free while creating a strategic 'dogfooding' feedback loop to harden the platform with live customer data.

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Skills applied
Persona value positioning Enterprise GTM playbooks SaaS tiered pricing Broader platform launch Customer dogfooding & iteration Finance & dev alignment
Fig. 08 — GTM Strategy & Commercial Execution {{ d8.phase }}
{{ s8 }}%
GTM sales enablement
{{ s8b }} Tiers
Overhead-modeled pricing
Skill map

What's my shape?

Plotted across the 12 product manager competencies, from Needs focus to Outperform. Click any competency to see the work behind it.

Customer insight Product strategy Influencing people Product execution
Needs focus On track Outperform Customer insight Product strategy Influencing people Product execution Voice of the Customer User Experience Design Fluency with Data Business Outcome Ownership Product Vision & Roadmapping Strategic Impact Team Leadership Stakeholder Management Managing Up Feature Specification Product Delivery Quality Assurance
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12-competency framework by Ravi Mehta
Case index

Sixteen cases, filterable by core competency.

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Competency
No case sits at that intersection. Reset a filter.
Writing

Notes on building enterprise product, coming soon

First posts are in draft. Link this section to a live feed when ready.

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Questions & Answers · FAQ
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Scripted answers · written by Manoj