Real-world data. New possibilities.

Your everyday
data.
Extraordinary
potential.

The next generation of AI needs the knowledge inside real businesses. We help turn your operational data into a new commercial opportunity.

For companies with data. For teams building what’s next.

THE OPPORTUNITY MAP01 — 03
Connecting operational knowledge with the AI ecosystemBusiness workflows, knowledge, and processes converge at ProNoun Data and branch out to AI developers, marketplaces, and brokers. A conceptual illustration, not a live network. SOURCE / 01WorkflowsSOURCE / 02KnowledgeSOURCE / 03ProcessesDESTINATIONAI developersDESTINATIONMarketplacesDESTINATIONData brokers DISCOVER. QUALIFY.COMMERCIALIZE.
Real operational knowledgeClear rights & permissionsMultiple routes to marketValue beyond the everyday

01 / The opportunity

You see business as usual.
We see untapped knowledge.

Behind every process is a lesson in how the real world works.

Years of solving problems, coordinating teams, and making decisions create information that cannot be replicated by simply searching the web.

ProNoun Data buys or licenses qualifying operational data from companies and develops routes to AI developers, marketplaces, and brokers. Our goal: find the right commercial opportunities for the knowledge your business already creates.

Every opportunity depends on data quality, rights, buyer demand, and agreed terms. No revenue outcome is guaranteed.

FOR DATA OWNERS

A new lens on
what you already have.

Explore the commercial potential of your company’s data without starting with a data transfer.

Build a seller brief
FOR DATA BUYERS

Less generic.
More real-world context.

Define the domain knowledge, operational depth, and usage rights your AI project needs.

Build a sourcing brief

02 / What knowledge looks like

Real work.
Remarkable context.

Operational data is more than rows and columns. It can describe the decisions, sequences, and expertise behind everyday work.

ILLUSTRATIVE DATASET

The logic behind
getting things done.

Process documentation and workflow histories can show how businesses coordinate complex, real-world operations.

  • Standard operating procedures
  • Inventory & fulfillment process maps
  • Exception-handling workflows

Examples are illustrative, not available inventory or an offer to purchase. Eligibility, permissions, and sensitivity require review.

03 / Our approach

From possibility
to a defined partnership.

A deliberate path from a high-level conversation to an agreed commercial opportunity. No shortcuts around rights, quality, or fit.

01

Discover the potential

Describe the business context, dataset categories, scale, and history. Start with metadata—not confidential records.

UNDERSTAND
02

Establish the boundaries

Review ownership and licensing authority, third-party obligations, sensitive content, and acceptable uses before sharing data.

QUALIFY
03

Shape the opportunity

Explore suitable AI developers, marketplaces, and brokers. Define commercial terms, buyer permissions, and distribution limits.

ALIGN
04

Agree, then activate

Only proceed under signed terms, with an approved handling and delivery plan, acceptance criteria, and payment arrangements.

EXECUTE

This is the intended engagement framework. Transaction-specific capabilities, obligations, and timelines must be confirmed in writing.

Trust is a prerequisite

Value starts
with the right
to use it.

Useful data is only commercially viable when its provenance, permissions, and boundaries are understood.

01 /

Ownership before opportunity

Establish who controls the data and whether contracts, licenses, or other obligations allow the proposed use.

02 /

Purpose before distribution

Specify permitted uses, eligible buyers, onward-sharing limits, and any restrictions before an agreement.

03 /

Privacy before access

Identify personal, confidential, or regulated information. Define appropriate review, minimization, and handling requirements first.

04 / ProNoun Data

A new company.
A clear purpose.

Connect the operational knowledge of real businesses with the people building AI—and pursue its commercial value responsibly.

Marc Epstein

Co-founder

Mort Goldman

Co-founder

Scott Nissenbaum

Advisor

A little more clarity

Good questions.
Straight answers.

What does ProNoun Data do?

ProNoun Data is being built to buy or license qualifying operational data from companies and market it to AI developers, marketplaces, and brokers. We aim to identify commercial value while establishing appropriate rights, use restrictions, and handling requirements.

What makes operational data valuable?

Potential value depends on domain relevance, uniqueness, quality, context, usable scale, and current buyer needs. Clear provenance and permission to license are essential. A dataset assessment is not a guarantee of a sale or a specific price.

Do we have to sell ownership of our data?

Not necessarily. A licensing arrangement can define specific rights without transferring underlying ownership. A purchase and a license are different arrangements; the structure, exclusivity, duration, and ownership terms would be negotiated in writing.

Can we upload data or connect our systems here?

No. This website preview does not accept files or connect to your systems. The brief builder only works with high-level metadata in your browser. Do not enter personal data, confidential records, access credentials, or regulated information.

What can AI developers and other buyers request?

Buyers can outline desired domains, formats, scale, timing, and intended uses. Availability and suitability would need to be confirmed; the illustrative examples on this page are not a live catalog or a promise of supply.

What happens after I create a brief?

You can review, copy, or download a plain-text brief. It is not sent to ProNoun Data, and no outreach is triggered. Contact routing and secure intake must be configured before the website can accept inquiries.

Start with a clear brief

Let’s map
the possibility.

Have data worth exploring? Need something more specific for an AI project? Put the essentials in one place.

Preview: inquiries are not sent.

Build a brief locally in your browser. Do not include confidential records or personal data. No files are uploaded.

No valuation promises.
No data transfer to get started.
Just a better first conversation.

Your seller brief

High-level metadata only. Fields marked * are required.

Generated on this device. Nothing is submitted to ProNoun Data.

About this preview

Your brief stays
in your browser.

The brief builder processes the metadata you enter on this device. It does not submit form contents, upload files, connect to company systems, or store your brief in a ProNoun Data database.

This preview does not use analytics scripts, advertising trackers, or browser storage to save your form. Hosting infrastructure may process ordinary request information to serve the website; these statements describe this page’s application behavior, not a complete privacy policy.

Downloading creates a text file on your device. Copying places the brief on your clipboard. You control any subsequent sharing. Do not enter personal data, confidential information, credentials, or actual business records.

This explanatory notice is not a legal agreement. A production privacy policy, company contact details, secure intake, and transaction-specific terms must be established before live inquiries or data transfers begin.