Integrate AI

Integrate AI

SaaS platform for privacy-preserving federated analytics

Overview

Integrate AI builds a subscription SaaS platform that enables federated learning and analytics across multiple devices or servers without moving data off their own premises. Its products let customers train and run ML models on distributed, privacy-sensitive data (e.g., healthcare, finance, wellness) by exchanging model updates rather than raw data via an API-based platform. This approach preserves data privacy, reduces costs from data de-identification and central storage, and allows access to larger, distributed data sets for better models. The company differentiates itself by providing developer-focused tools and an API-driven workflow tailored to privacy-safe federated learning and analytics, targeting industries with strict data privacy needs. Its goal is to help businesses improve machine learning performance and derive more value from their data while maintaining stringent privacy standards through scalable, privacy-preserving ML and analytics capabilities.

About Integrate AI

Simplify's Rating
Why Integrate AI is rated
C+
Rated C on Competitive Edge
Rated B on Growth Potential
Rated C on Differentiation

Industries

Data & Analytics

Enterprise Software

AI & Machine Learning

Healthcare

Company Size

11-50

Company Stage

Series A

Total Funding

$40.6M

Headquarters

Toronto, Canada

Founded

2017

Simplify Jobs

Simplify's Take

What believers are saying

  • Skunkworks Lab launch drives federated learning innovation and insights.
  • NHS AI Lab trends validate privacy-preserving AI in healthcare diagnostics.
  • Growing client base like Scotiabank expands shared data pool quality.

What critics are saying

  • NHS Skunkworks offers free federated ML to hospitals, displacing Integrate.ai.
  • Faculty-NHS partnership builds competing vendor ecosystem in 12 months.
  • Skunkworks branding confuses market with NHS's government-backed credibility.

What makes Integrate AI unique

  • Integrate.ai provides API-based federated learning for privacy-safe analytics.
  • Platform enables model training without moving sensitive data off servers.
  • Targets healthcare, finance, wellness with subscription SaaS model.

Help us improve and share your feedback! Did you find this helpful?

Funding

Total Funding

$40.6M

Above

Industry Average

Funded Over

3 Rounds

Series A funding typically happens when a startup has a product and some customers, and now needs funding to scale. This money is usually used to grow the team, expand marketing, and improve the product. Venture capital firms are frequently the main investors here.
Series A Funding Comparison
Above Average

Industry standards

$15M
$8.2M
Discord
$15M
Canva
$30M
Kalshi
$30M
Integrate AI

Growth & Insights and Company News

Headcount

6 month growth

0%

1 year growth

0%

2 year growth

-3%
BNN Breaking
Feb 28th, 2024
Integrate.ai Unveils Skunkworks Lab, Launches ToF Blog for Federated Learning Insights

Integrate.ai, a pioneering deep tech startup, has announced the launch of its Skunkworks Lab, aimed at leveraging machine learning to address unsolved issues and enhance sector participation.

Business Wire
Dec 14th, 2022
Kathryn Hume Joins Ai Redefined (Air)’S Board Of Directors, Brings Holistic Innovation Experience To The Human-Centric Ai Startup

MONTREAL--(BUSINESS WIRE)--AI Redefined (AIR), a company focused on building software products for human-AI collaboration, announces today that Kathryn Hume has joined its Board of Directors. Hume, who is Vice President, Digital Investments Technology at RBC, takes up the position of Independent Director on AIR’s Board.Hume’s role at AIR is the latest step in a career spent building companies and products that unlock the commercial value of emerging technologies. Prior to joining RBC, where she has also served as Interim Head of Borealis AI, Hume held leadership positions at integrate.ai and Fast Forward Labs (Cloudera), where she helped large Fortune 500 companies apply machine learning to increase revenue and operational efficiency. A widely respected speaker and writer on AI, Hume holds a PhD in Comparative Literature from Stanford University. She speaks seven languages and has taught courses on enterprise adoption of AI, law, and ethics at Harvard Business School, MIT Media Lab, Stanford, and the University of Calgary Faculty of Law.“We are delighted to welcome Kathryn in a role that will allow us to benefit from her wealth of expertise in building AI that is equally cutting-edge, economically effective, and contextually responsible,” said Craig Vachon, the CEO of AIR. “Kathryn’s passion for understanding AI’s limitations and potential is a great match with our own priorities.”Welcoming Hume to its Board is the latest development in an action-packed 2022 for AIR

VentureBeat
Jun 20th, 2022
What Is The American Data Privacy And Protection Act (Adppa) And What It Means To Enterprises

We are excited to bring Transform 2022 back in-person July 19 and virtually July 20 - 28. Join AI and data leaders for insightful talks and exciting networking opportunities. Register today!. When the bipartisan draft bill of the American Data Privacy and Protection Act (ADPPA) was released earlier this month, speculation abounded about the impact new data privacy requirements would have on enterprises in the US and beyond

Recently Posted Jobs

Sign up to get curated job recommendations

There are no jobs for Integrate AI right now.

Find jobs on Simplify and start your career today

We update Integrate AI's jobs every few hours, so check again soon! Browse all jobs →