New York · AI Operations · Global Open Innovation

Kenneth Huynh

Helping AI companies train better models
and reach the right markets.

I run Trinovation Partners, an AI operations firm that delivers expert-curated data and human feedback for frontier model training, and Elpis Labs, which connects corporate venture teams, investors, and growth-stage AI startups across borders. Behind both: 17 years in enterprise technology, from Gartner and PwC to a $1.2B Dell EMC acquisition.

Kenneth Huynh
Career
· · · · ·

From model training
to market access

I've spent 17 years at the highest levels of enterprise technology — advising Fortune 500 boards at Gartner, leading large-scale transformation engagements at PwC, and building the New York advisory practice for Virtustream through its $1.2 billion acquisition by Dell EMC.

Today I work on the two problems that decide whether an AI company scales: the quality of the data its models learn from, and access to the customers, partners and markets that turn a model into a business. At Trinovation Partners, we deliver expert-curated data, annotation and human feedback that AI teams use to train and evaluate frontier models. At Elpis Labs, we run open innovation programs that connect corporate venture teams, investors and growth-stage AI startups across borders — from U.S. soft-landings to corporate-to-startup matchmaking.

Before this, I was a founding team member and Managing Director at Naitiv, a private equity-backed premium ServiceNow partner, where I led AI adoption and strategy for financial services and insurance. I still invest through Quadratic VC and Symbious Capital. Strategy without execution is just theory — I build through it.

$1.2B Dell EMC acquisition (Virtustream)
17+ Years in enterprise technology
500+ Enterprise implementations
30+ Countries reached across ventures

Areas of Expertise

  • AI Operations & Training Data
  • Human Feedback & Model Evaluation
  • Global Open Innovation & Market Access
  • Corporate Venture & CVC Partnerships
  • Startup Go-to-Market
  • Enterprise AI Adoption & Governance
  • Product Strategy & Commercialization
  • Venture Capital & Angel Investing

Companies built,
led, and backed

Managing Principal · Founder

Trinovation Partners

AI operations firm delivering expert-curated training data, annotation, and human feedback for teams building frontier and production AI models — from venture-backed startups to growth-stage AI companies. Computer vision, spatial computing, and robotics data, with domain-trained teams deployed in 1–2 weeks. Clients include Morgan Stanley, SOSV portfolio companies, and YC-backed AI startups.

Managing Partner · Founded 2014

Elpis Labs

Open innovation and market access firm bridging corporations, government agencies, and international startups. Specializes in U.S. soft-landing programs, corporate-to-startup matchmaking, and trade missions for global innovation entry.

Former Managing Director · Founding Team

Naitiv

Private equity-backed premium ServiceNow partner and AI-native consultancy. As Managing Director, I led AI adoption and strategy for regulated industries — financial services and insurance — on the ServiceNow platform.

Former COO

Cloudworks

ServiceNow and CRM consulting firm delivering 500+ enterprise implementations through a multi-shore model — 40–60% cost savings vs Big 4 firms. Now merged with Naitiv to form the leading AI-native ServiceNow consultancy.

Founder

DocFusion

AI-powered document ingestion and automation platform. Reduces data entry time by 70% and operational costs by 60% — enabling enterprise teams to move from manual document processing to intelligent, automated workflows.

Co-Founder & COO

Finvar Capnote

Modern financial analysis platform combining machine learning with multi-source data aggregation. Built as an accessible alternative to legacy platforms like Bloomberg — delivering institutional-grade insight to financial professionals and investors.

Deploying capital at the
frontier of AI and commerce

I invest in Seed through Series C companies building at the intersection of enterprise AI, payments infrastructure, and intelligent workflow automation. My edge is operational — I've sat in the seat, scaled the team, and navigated the enterprise sale.

I back founders who are obsessed with real business outcomes, not just technology for its own sake. Regulated industries — insurance, financial services, healthcare — are where I see the greatest AI displacement and the most durable moats.

01

Enterprise AI Adoption

AI-native platforms, agentic workflows, and governance infrastructure for regulated industries.

02

Payments & Fintech Infrastructure

Next-generation payment rails, embedded finance, and financial data platforms.

03

Startup Commercialization

Companies with strong product but needing go-to-market acceleration — my operational sweet spot.

Active Investment Vehicles
Quadratic VC

Global investment syndicate actively co-investing across Seed to Series C rounds. Focus on frontier technology with a network of 100+ operators and angels.

Seed – Series C Global
Symbious Capital

Seed-to-Series VC firm targeting frontier technology companies. Emphasis on AI, deep tech, and infrastructure businesses with strong commercial potential.

Seed – Series A Frontier Tech
ARC Fund · Analect Ventures

Angel investing through the ARC Fund (New York) and as a Partner at Analect Ventures — backing exceptional founders at the earliest stages.

Angel Pre-Seed
Pitch Me →

In the press,
on the mic

Current thinking on Enterprise AI — and a decade of building things worth covering.

Recent Thinking

Essay Aug 2026

I Dabbled With Local AI Assistants — And This Is What Happened

Three weeks running AI assistants on my own hardware instead of in a browser tab. A top 5 of what's actually worth using — and the complacency problem nobody puts in the roundup.

Read the article
LinkedIn Jul 2026

How Do You Measure Quality? The Question That Reveals an AI Operation

Strong teams answer with specifics — compliance processes, outcome ownership, drift management. Weak teams answer with confidence. On quality as an operating discipline, not a slide in a proposal.

Read on LinkedIn
LinkedIn Jul 2026

Strong Leaders Don't Need Every Answer — They Ask Better Questions Earlier

Why evaluation questions reveal execution risk earlier than technical demos: how teams handle ambiguity, where projects slow down, and which assumptions are most likely to prove wrong.

Read on LinkedIn

Press & Features

ABC News Feb 2012

Gettin' Saucey with Brooklyn-based Vietnamese Sauce Company

Featured for co-founding Saucey Sauce Co. — Ken quoted on making Vietnamese sauce mainstream: "I think it's the unsung hero of the culinary category."

Read on ABC News
BBC Business News Feb 2016

Building a Company While Pursuing an MBA

BBC Business News video interview with Ken Huynh on balancing an NYU Stern MBA with scaling a consumer brand — navigating capital, growth, and enterprise skills simultaneously.

Video interview
FoodNavigator-USA Apr 2016

Bridging the Gap: Asian Food & American Home Cooks

Trade press feature on Saucey Sauce's expansion into Whole Foods, Fairway, and Bed Bath & Beyond — Ken quoted on the market opportunity in accessible Vietnamese cooking.

Read on FoodNavigator-USA
Edible Manhattan Spring 2014

For New York City Food Start-Ups, Options Abound

Featured alongside the NYC food startup ecosystem as part of a broader piece on the city's emerging food entrepreneurship scene.

Read on Edible Manhattan
Many Kitchens Cookbook Jan 2016

Recipes from Many Kitchens — Pan-Asian Banquet Chapter

Ken and Toan Huynh featured as food artisans in the Pan-Asian Banquet chapter, contributing the Sweet Ginger Pork Belly recipe alongside Saucey Sauce's story.

Medium Jan 2022

Introducing Finvar Capnote: Modern Financial Intelligence

"Every financial professional knows what it feels like to have too much to do in limited time." The founding thesis behind building a Bloomberg alternative for the modern investor.

Read on Medium

Food Innovators by Food-X

The Saucey Sauce Company Co-Founders Ken Huynh & Kate Forster

The origin story from Smorgasburg to national distribution at Whole Foods — discussing product-market fit, food entrepreneurship, and lessons from the Food-X accelerator (Cohort IV).

59 min · June 2016 Listen

After Hour Projects

What's Behind Your Projects

On building successful side projects, angel investing through the ARC Fund, and the NYC tech ecosystem — including a three-step framework: Ideation, Market Research, and Setup.

39 min · April 2020 Listen on Spotify

"Disruption happens, whether in times of contraction or acceleration — it's the pace of change that shifts."

— Kenneth Huynh, VC Panel on the State of the Market

Let's build
something worth building

Open to advisory engagements, co-investment, speaking, and conversations with founders who are serious about enterprise commercialization.

Advisory Co-Investment Speaking Enterprise AI Consulting Startup Pilots