Vetted Financial Modeling Professionals

“Chief of Staff / cross-functional operator with experience at HighRadius and Darwinbox, building executive operating rhythms (KPI dashboards, pipeline reviews, decision logs, intake/triage) and driving multi-country SE Asia expansion. Uses data-driven prioritization and unit economics (CAC, sales velocity) to align founders/CxOs on tough trade-offs, and has supported a GenAI product launch while managing enterprise escalations without derailing strategic timelines.”

“Amazon engineer with a blend of backend platform and applied AI experience, spanning Kafka/Spring Boot/Django financial workflows and internal LLM-powered RAG systems for reconciliation investigations. Stands out for owning deployments end-to-end, improving reliability in high-volume transaction processing, and adding practical guardrails like confidence checks and human review to production AI workflows.”

“Senior startup operator who turned an open-ended AI Data Fabric platform at Mapped into a validated category with repeatable revenue—building PMF validation, GTM (pricing/packaging, first GTM hires), and a major partner ecosystem (Microsoft, Honeywell, NTT, global SIs). Drove lighthouse Fortune 100 deployments, scaled to multi-million ARR within 24 months with ~70% partner-influenced pipeline, and led two fundraising rounds with full diligence/financial modeling and an OKR-driven operating system.”

“Apparel product developer/sourcing manager at Linkwear Limited who led high-risk, low-MOQ launches (down to 50 pcs/style) by reverse-engineering samples into tech packs, aggressively vetting/negotiating suppliers, and managing production through QC and shipping. Demonstrated trade-risk hedging (Section 301) via parallel sourcing and hands-on supplier recovery by traveling to Wuxi to resolve a mill bottleneck.”

“Early hire at FullCycle who owned high-trust fund operations initiatives spanning tax (K-1) process redesign, investor communications, and executive support. Known for building scalable systems (including an executive communication framework adopted as a team best practice) and for driving complex logistics like getting a team to Davos while keeping core fund operations running.”

“Investor/operator-style candidate with investment banking rigor who sources founders through both a 100+ person operator/investor network and internet-driven outbound workflows. They appear strongest in early-stage company sourcing and screening, with examples spanning AI infrastructure, travel tech, construction finance software, and media tech relationships that turned into real pipeline opportunities.”

Victoria Mehran

Screened ReferencesModerate rec.

Senior investment professional specializing in venture capital and startup ecosystems

Los Angeles, CA12y exp

“Venture capital and venture studio operator since 2019 with experience evaluating 75+ startups and helping raise capital across accelerator and venture-building environments. Currently developing Zenom, an AI-driven longevity and preventive healthcare platform combining biomarker analysis, genomics, and personalized wellness recommendations, with commercialization ambitions across MENA and Los Angeles.”

Aashna Kunkolienker

Screened

Junior AI Engineer specializing in agentic workflows and ML platforms

San Ramon, CA2y exp

“Building a production LLM/agent system for a leading US dental provider that extracts rules from payer handbooks/portals and EDI 271 responses to validate and improve patient cost estimates. Combines GCP stack (BigQuery, GKE, Cloud Run, Pub/Sub, Vertex AI) with strong agent reliability practices (observability, validator agents, grounding, PII/hallucination guardrails, confidence scoring) and has led non-technical customer stakeholders on enterprise ServiceNow↔Aha sync and AI-powered enterprise search/summarization.”

Emmett Ding

Screened

Senior Strategy & Operations professional specializing in climate tech commercialization and investing

New Brunswick, NJ8y exp

“Strategy consulting and business operations professional with climate-tech and climate VC experience (Avnos, Earth Foundry, Strategy&). Led cross-functional work to update a techno-economic analysis and produce a pilot proposal for direct air capture, contributing to a won engagement; also served as Chief of Staff to GPs, streamlining diligence, dealflow, CRM, and LP reporting to boost executive productivity.”

Mounika Gunturu

Screened

Senior Python Full-Stack Developer specializing in cloud-native microservices and data platforms

New York, NY9y exp

“Backend/data engineer from Oliver Wyman who built and ran production Python (FastAPI) services on AWS (ECS/Lambda/API Gateway) supporting risk modeling and regulatory reporting. Strong in reliability/observability, Glue-based ETL with data quality controls, and legacy SAS-to-Python modernization with rigorous parity validation; also demonstrated measurable SQL performance wins and cost-control improvements in serverless scaling. Based in Raleigh, NC and can travel onsite for important Bethesda-area meetings.”

John Ward

Screened

Executive Applications Development & Analytics Leader specializing in enterprise transformation

Chicago, IL30y exp

“Candidate has prior startup experience building systems and has firsthand experience with a venture that lost angel funding. They show thoughtful reflection on why the startup failed—emphasizing unclear success criteria, weak funding planning, and lack of team consensus—and would seek experienced advisors earlier in future ventures.”

“Climate-tech founder with multiple EV infrastructure ventures, including Electriflow Finance and ChargeNet Stations. Has already raised $300k, signed a $1M term sheet, and piloted an AI-driven, app-less EV fleet charging platform with 36 fleets in Southern California.”

“Founder/CEO of a consumer products startup since 2020 who has raised angel funding and reinvested it into R&D, product development, production, and expert legal/industry support (has not taken a salary). Former financial and deals consultant who applies rigorous market, buyer-landscape, and exit-path analysis (including Blue Ocean Strategy) to choose and execute opportunities, with a strong commitment to entrepreneurship.”

“AI Product Manager who also operates as a product marketer/CRM lifecycle lead, focused on behavior-driven onboarding and retention. Has delivered measurable growth through segmentation, multi-channel lifecycle programs, and experimentation (e.g., activation +23%, TTFV -30%, retention +14%), and led a cross-functional chatbot integration that improved course completion (+23%) while reducing refunds (-15%).”

“Early-stage investor sourcing/outbound professional who started at Brie ~2 weeks ago and is already driving high-volume outreach via LinkedIn Sales Navigator and cold email (100–200 emails/week), resulting in ~10 investor meetings and additional warm responses. Tracks pipeline in Google Sheets and provides daily activity/response/follow-up updates to the CEO; plans to expand sourcing via Angel Partner.”

Alex Yum

Screened

Senior Supply Chain & Warehouse Operations Leader specializing in logistics optimization

Leonia, NJ20y exp

“Operations leader at AWI who ran multiple high-impact initiatives in parallel, including a WMS implementation, fulfillment workflow redesign, and a company-wide cost optimization effort. Known for building KPI dashboards and exception-based reporting that improved data trust and saved executives ~4–6 hours per week, while standardizing warehouse processes and coaching supervisors to reduce escalations and stabilize day-to-day ops.”

Zach Pavlosky

Screened

Director-level M&A and Capital Markets advisor specializing in debt placement and middle-market deals

Washington, DC11y exp

“Corporate development / corporate strategy M&A professional from a small boutique consulting firm (Aleris Acquisitions) who also owned internal ops improvements. Led the shift from manual spreadsheet-based tracking to HubSpot with pipeline scoring/prioritization, created enablement materials to drive adoption, and regularly supported founders in tech/tool decision-making through structured presentations and demos.”