Distributional
$19Mlatest round · Venture round · Oct 2024 · 2 yr ago
2backers · Oregon Venture Fund, Point72 Ventures
50+team · employees, estimated range
2023founded
Overview
Distributional builds testing software that measures whether an artificial intelligence application behaves consistently over time. Founded in 2023 in San Francisco, it treats non-determinism as a statistical property to be characterised rather than eliminated. Enterprises use it to gain confidence before deploying generative systems.
Funding and backers
Total raised
$19M
1 round on record
Latest round
$19M
Venture round · Oct 2024 · 2 yr ago
Team
51-200
employees, estimated range
Backers
2
Oregon Venture Fund, Point72 Ventures
The money's age
Due for its next round
24 months since the last round · not hiring
Momentum
0/100
no fresh signals
Last sign of life
2 mo ago
a posting or a news item
The story so fareach stage dated by its source: the company's releases, the press, registers, filings
Tractionpublic signals, read monthly
Web presence
top 2%
of 133.2M domains by links, Common Crawl
Funding rounds
| Round | Date | Amount | Investors | Source |
|---|---|---|---|---|
| Venture round | Oct 2024 | $19M | — | SiliconANGLE |
Backed byfrom the funds' portfolios and accelerator catalogs
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Financials
Total raised
$19M
Latest round
Venture - Series Unknown
Funding rounds
1
Funding rounds
| Round | Announced | Amount | |
|---|---|---|---|
| Venture - Series Unknown | 2024 | $19M | Details |
Connections
List
Graph
Found in company registers, site code, DNS and hiring. Each connection shows how sure we are and the evidence, with its source and date.
Shared investors

Oregon Venture FundVia a fund

Point72 VenturesVia a fund
Click a company to open it. Dashed lines are likely connections. The second step of the network is part of the Pro plan.
Owner
Same company
Same group
Likely
News
Distributional's next chapter: Talaria Scientific
Distributional is now Talaria Scientific . Same company, same investors, hard pivot, new mission. This post is the honest version of how we got here and where we're going. What we set out to do We started Distributional in 2023 to solve AI testing for the
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Auditing the Risk Claims of Distributional Reinforcement Learning
Abstract page for arXiv paper 2607.11607: Auditing the Risk Claims of Distributional Reinforcement Learning
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UnpredictaBench: A Benchmark for Evaluating Distributional Randomness in LLMs
Abstract page for arXiv paper 2606.06622: UnpredictaBench: A Benchmark for Evaluating Distributional Randomness in LLMs
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Beyond averages: how DBNL's distribution comparison reveals what summary metrics hide
Archive note: From the Distributional archive: this post is preserved with its original byline and date, and the product it describes has been sunset. Distributional is now Talaria Scientific. Read the pivot post first, then the Talaria manifesto . Your P
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Report
Examples of issues that break agents in production
Archive note: From the Distributional archive: this post is preserved with its original byline and date, and the product it describes has been sunset. Distributional is now Talaria Scientific. Read the pivot post first, then the Talaria manifesto . As we
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Report
The four stages of AI observability maturity
Archive note: From the Distributional archive: this post is preserved with its original byline and date, and the product it describes has been sunset. Distributional is now Talaria Scientific. Read the pivot post first, then the Talaria manifesto . Most A
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Report
Enrichments versus evals
Archive note: From the Distributional archive: this post is preserved with its original byline and date, and the product it describes has been sunset. Distributional is now Talaria Scientific. Read the pivot post first, then the Talaria manifesto . I ofte
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The agent observability hierarchy
Archive note: From the Distributional archive: this post is preserved with its original byline and date, and the product it describes has been sunset. Distributional is now Talaria Scientific. Read the pivot post first, then the Talaria manifesto . With s
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Demo: Financial analyst
Archive note: From the Distributional archive: this post is preserved with its original byline and date, and the product it describes has been sunset. Distributional is now Talaria Scientific. Read the pivot post first, then the Talaria manifesto . In a r
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Report
Demo: Improving agents with production data analysis
Archive note: From the Distributional archive: this post is preserved with its original byline and date, and the product it describes has been sunset. Distributional is now Talaria Scientific. Read the pivot post first, then the Talaria manifesto . This d
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Report
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Offices
Where the company hires and what each office is for
Cities
1
Hiring now
0
Countries
1
San Francisco
United States
HQ
50-200 est. staff






