Distributional

Distributional

Enterprise AI safety and reliability evaluation

Overview

Distributional provides an AI testing and evaluation platform for enterprises. It helps organizations verify that AI systems are safe, reliable, and secure by running automated assessments that check for risks, biases, and vulnerabilities, and produce reports to guide improvements. The platform supports compliance with industry standards through comprehensive testing workflows and tools. Compared with others, Distributional focuses on end-to-end enterprise AI testing and evaluation, offering a suite of tools to measure safety, trustworthiness, and regulatory readiness. The goal is to help organizations deploy AI that performs well while being predictable, trustworthy, and compliant.

About Distributional

Simplify's Rating
Why Distributional is rated
B-
Rated B on Competitive Edge
Rated B on Growth Potential
Rated C on Differentiation

Industries

Data & Analytics

Enterprise Software

AI & Machine Learning

Company Size

11-50

Company Stage

Series A

Total Funding

$30M

Headquarters

Portland, Oregon

Founded

2023

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Simplify's Take

What believers are saying

  • TechCrunch reported a $19 million Series A on 2024-10-08.
  • Distributional said automated testing now runs regularly across connected data sources.
  • Growing enterprise AI regulation in 2026 boosts demand for audit trails and alerts.

What critics are saying

  • OpenAI, Anthropic, and Datadog can bundle evaluation features by 2026.
  • Distributional still depends on proving measurable ROI against existing MLOps stacks.
  • If enterprise AI testing commoditizes, 2026 hiring slows and differentiation erodes.

What makes Distributional unique

  • Distributional tests non-deterministic AI behavior, not static model outputs, in production.
  • Scott Clark's Intel and SigOpt background gives credible enterprise reliability instincts.
  • Erin LeDell joined in 2025, adding serious AI science credibility.

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Funding

Total Funding

$30M

Above

Industry Average

Funded Over

2 Rounds

Notable Investors:
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
$19M
Distributional
$30M
Kalshi

Benefits

Health Insurance

Unlimited Paid Time Off

Wellness Program

Professional Development Budget

401(k) Retirement Plan

Growth & Insights and Company News

Headcount

6 month growth

11%

1 year growth

11%

2 year growth

46%
Intellyx
Dec 17th, 2024
Distributional Wins 2024 Digital Innovator Award from Intellyx

AMSTELVEEN, NETHERLANDS - December 18, 2024: Intellyx, now celebrating 10 years of thought leadership and analysis dedicated to digital transformation, today announced that Distributional has won the Winter 2024 Intellyx Digital Innovator Award.

Digital IT News
Nov 20th, 2024
Distributional Expands Leadership Team to Support Enterprise AI Applications

Distributional has expanded its leadership team with the appointments of Erin LeDell as Chief Scientist and Bonney Pelley as Chief operating officer.

Business Wire
Oct 9th, 2024
Distributional Secures $19 Million in Series A Funding and Debuts the Industry’s Only Enterprise AI Testing Platform

Distributional, the enterprise platform for AI testing, announced today that it has raised $19 million in Series A funding led by Two Sigma Ventures.

Pulse 2.0
Oct 9th, 2024
Distributional: Modern Enterprise Platform Company Raises $19 Million (Series A)

Distributional, a modern enterprise platform for AI testing, announced that it has raised $19 million in Series A funding led by Two Sigma Ventures with participation from Andreessen Horowitz, Operator Collective, Oregon Venture Fund, Essence VC, Alumni Ventures and dozens of angel investors.

Aibase
Oct 9th, 2024
Former Intel Executive Launches AI Testing Platform Distributional, Raises $19 Million in Series A Funding

Distributional, founded by former Intel AI Software General Manager Scott Clark, recently completed a $19 million Series A funding round led by Two Sigma Ventures.

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