About Work Services Research Building Contact
Munich, Germany  /  Mumbai, India    Open to remote

Maitreyee
Gupte

5 years bridging environmental science and commercial reality. From Gore-Tex LCA to programmatic PCF tooling. M.Sc. Environmental Engineering, TU Munich.

Part of the UnternehmerTUM startup ecosystem
Maitreyee Gupte speaking at Digital Product School, UnternehmerTUM Munich
W.L. Gore & Gore-Tex TU Munich & Deutschlandstipendium SupplyOn & Bosch & ZF & Continental Brightway & OpenLCA & SimaPro & GaBi ISO 14040/44 & ISO 14067 & PEF CSRD & CBAM & EUDR EuroTeQ Collider Winner HPAIR Gold Delegate & Harvard UnternehmerTUM Ecosystem W.L. Gore & Gore-Tex TU Munich & Deutschlandstipendium SupplyOn & Bosch & ZF & Continental Brightway & OpenLCA & SimaPro & GaBi ISO 14040/44 & ISO 14067 & PEF CSRD & CBAM & EUDR EuroTeQ Collider Winner HPAIR Gold Delegate & Harvard UnternehmerTUM Ecosystem

Science that ships. Rigour that scales.

I am an environmental engineer who spent the first part of my career deep in the science, lifecycle assessment, carbon accounting, regulatory frameworks, material flows, and the second part figuring out how to make that science useful inside real organisations and products.

At W.L. Gore I built the division's first audit-ready carbon accounting system across 40,000+ product categories, with direct focus on Gore-Tex technical fabrics used in apparel and footwear. At SupplyOn I shipped a programmatic PCF validation tool using Brightway and Python into a live enterprise platform serving Bosch, Continental, Schaeffler, and ZF.

Through the UnternehmerTUM ecosystem at TU Munich I have worked across multiple early-stage startups, leading product and operations from zero to launch, running structured discovery with real users, and shipping features under real delivery pressure. That startup experience sits alongside the enterprise work, not separate from it.

UnternehmerTUM, Europe's leading entrepreneurship centre
0
Years of applied LCA experience across textiles, manufacturing, and enterprise SaaS
40K+
Product categories modelled at W.L. Gore including Gore-Tex apparel and footwear
0
Enterprise accounts supported at SupplyOn, Bosch, Continental, Schaeffler, ZF
11%
Verified annual emissions reduction contributed at W.L. Gore through LCA strategy

Selected work

Where science met delivery.

01
W.L. Gore
LCA & PEF
Gore-Tex Textiles
Apparel & Footwear
Gore-Tex technical fabric with water droplets

Built the division's first audit-ready carbon accounting system from scratch across 40,000+ product categories at a EUR 4B global manufacturer. Direct focus on Gore-Tex technical fabrics used in apparel and footwear. Applied PEF-aligned hotspot analysis to identify material, dyeing, and manufacturing hotspots, translating findings into a cross-department decarbonisation roadmap.

11% verified emissions reduction 60% faster calculation time 3 procurement decisions influenced
02
SupplyOn AG
Brightway & Python
Enterprise SaaS
PCF Validation
Supply chain network

Self-initiated and shipped a Brightway and Python-based PCF plausibility check tool into a live B2B platform serving Bosch, Continental, Schaeffler, and ZF. Automated data quality validation against ecoinvent reference ranges using LLM-assisted emission factor matching. Designed for human-in-the-loop verification with full audit traceability.

~40% less manual review ~30% fewer support tickets 40+ enterprise accounts
03
Emidat
Thought leadership
LCA Content
EPD & DPP
Sustainability and environmental research

Authored the company's full public blog covering GWP accounting, LCA methodology, EPD standards, and Digital Product Passports. Translated ISO 14040/44, EN 15804, CSRD, and ESPR into accessible customer-facing guidance. Built the content archive that became Emidat's primary educational resource.

120+ customers on platform
View published articles

The interesting part is the translation.

Environmental science
›
Data
›
Technology
›
Product
›
Decision

The challenge is rarely a lack of sustainability data.

The challenge is turning that data into something a product team, engineer, or business leader can actually act on. That is where I work.

How I can help

Available for consulting engagements, product collaboration, and thought leadership work.

LCA and PCF Modelling
Full lifecycle assessments from cradle to gate and cradle to grave. Hotspot identification, uncertainty analysis, primary vs secondary data quality, PEF and PEFCR methodology, and programmatic modelling for scalable workflows.
Brightway · OpenLCA
SimaPro · GaBi
ecoinvent · Python
ISO 14040/44 · ISO 14067
Regulatory Translation
Translating regulatory change into product, compliance, and commercial implications before deadlines arrive. Deep working knowledge of CSRD, CBAM, EUDR, ESPR, Digital Product Passports, EU Taxonomy, and SBTi.
CSRD · CBAM · EUDR
ESPR · DPP · EN 15804
EU Taxonomy · SBTi
EPR frameworks
LCA Product Development
Codifying LCA methodology into SaaS platforms. Data structures, calculation logic, validation workflows, and AI-assisted automation. Working with engineering and product teams to ship scientific requirements as production features.
Brightway · Python
LLM-based automation
PRD and sprint delivery
Technical documentation
Thought Leadership
Published technical writing on LCA methodology, EPD standards, circular economy, and regulatory developments. Translating complex environmental science for non-specialist audiences, customers, investors, and commercial teams.
Whitepapers
Blog authoring
Regulatory briefings
Workshop facilitation

Research

Where I explore the questions behind the tools and decisions.

Oct 2022 to Jan 2023

How Can Companies Manage Their Scope 3 Upstream Emissions?

Strategic and operational approaches to measuring, managing, and reducing Scope 3 upstream emissions across complex supply chains. Directly relevant to PCF methodology and supplier data quality challenges in real enterprise contexts.

Nov 2022 to Mar 2023

ESG Rating Confusion, Overcoming Discrepancy in European Automotive and Aerospace Industries

Qualitative analysis identifying methodological and disclosure gaps driving ESG rating divergence across agencies. Proposes frameworks for companies to improve rating consistency and stakeholder transparency.

2025

From EPDs to Digital Product Passports

Technical analysis of the transition from Environmental Product Declarations to Digital Product Passports under the EU Construction Products Regulation and ESPR, how manufacturers can turn compliance into competitive advantage.

M.Sc. Thesis · TU Munich
Comparative Analysis of PCF Standards and Uncertainty of PEF Estimations with Primary vs Secondary Data

Comparative analysis of ISO 14067, Catena-X PCF, PEF, GHG Protocol, PAS 2050, and CBAM standards applied to the same product. Built using Brightway, OpenLCA, Python, and LLM-assisted emission factor matching. Monte Carlo uncertainty analysis included.

The same product produced PCF results ranging from 5.20 to 9.92 kg CO₂e/kg across standards, a two-fold difference from methodological choices alone. This is the problem that LCA platforms need to solve. This thesis is the evidence that I understand it from first principles.

Beyond the analysis

Outside LCA and sustainability consulting, I build things. Ventures, products, and programmes, from clean energy in Ghana to AI tools for construction.

Clean Energy · Ghana · Social Enterprise

TU eMpower Africa

Co-founded a clean energy social enterprise from zero with local partners in Kumasi, Ghana. Managed fundraising, field operations, and the certification requirements behind a Fraunhofer-backed grant. Raised EUR 31,000 and delivered electricity access to 1,000+ households through solar-powered irrigation systems.

AI Product · Construction · Asia Pacific

SiteMind AI

Designed and shipped an AI intelligence layer for industrial construction projects, full PRD with explicit scope decisions, evidence-linked risk alerts tracing back to source data, working React prototype built independently using Lovable, v0 by Vercel, and Claude API. Live at aisitemind.netlify.app

Circular Economy · Executive Education · Munich

Circular Economy Strategy Game

Designed a systems-level interactive game mapping circular economy actors, incentives, trade-offs, and feedback loops across design, sourcing, reverse logistics, and end-of-life stages. Used to train executives at major manufacturing companies through the School of Circularity and Circular Republic.

Climate Policy · India · Government

Government of Maharashtra

Coordinated Maharashtra's flagship state climate programme across 20+ government departments and international partners including the UN, World Bank, C40 Cities, Climate Group, and WRI. Contributed to a USD 2M policy plan. Spearheaded engagement with the Under2 Coalition, EV100, and Maharashtra EV Policy 2021.

Recognition | Deutschlandstipendium Scholar | EuroTeQ Collider Winner | HPAIR Gold Delegate, Harvard | Planet Hero Award, Zurich Insurance | LEED Green Associate | GRE 321/340

Let's build something useful.

Open to conversations at the intersection of sustainability science, technology, and product. Whether you need LCA depth, product collaboration, regulatory translation, or thought leadership content.

Send an email
Location
Munich, Germany · Open to remote