Free guide
The hidden value inhow your business works.
A plain-English guide to whether the operating history your firm already keeps could matter to AI developers, and how to look into it carefully.
Free PDF. No sign-up needed.
- Why AI developers look for real examples of how work gets done
- What “concentrated data” is, and what it is not
- Five traits that make operating records more valuable
- A short readiness checklist and where the boundaries sit
Why it matters
AI has the answers.It needs to learn the execution.
Public text can teach a model facts. It says far less about how work actually happens: how a request is triaged, which exception gets escalated, who signs off and what came of it.
Those details live in the records an established firm creates simply by operating. That is why some AI developers say they want examples of real work, not just more of the public web.
Whether your records are suited to that is an open question, and worth investigating before anyone commits to anything.
What “concentrated data” is
Connected records beat scattered ones.
“Concentrated data” is our term for authentic, connected business records that capture expertise, decisions, workflows and outcomes. It is not an industry standard, just a useful way to describe the difference.
Ordinary records
- Isolated files and one-off messages
- No link between a request and its result
- Hard to tell who decided what, or why
Connected records
- The full thread from request to outcome
- Decisions tied to the people and systems involved
- Results that show what actually worked
- 1Request
- 2Triage
- 3Work
- 4Decision
- 5Outcome
A connected workflow keeps all five steps linked. That continuity is much of what makes records useful.
Five traits
What makes operating data more valuable.
01
Expertise
Records that show how experienced people actually handle the work.
02
Context
Enough surrounding detail to understand why something was done.
03
Continuity
Years of history that follow a piece of work from start to finish.
04
Outcomes
Evidence of what happened next, not just what was decided.
05
Usable rights
Clear permissions to use the records for this purpose at all.
Read the full guide at your own pace.
Free, open to everyone, and no sign-up needed.
What is less valuable
Having data is not the same as having licensable data.
- Public information that is already widely available
- Redundant or incomplete records with no thread connecting them
- Unverified AI-generated content
- Data with no license or permission to use it this way
Public buyer interest
What named companies have said publicly.
Everything below is an announcement, a program or a bid. None of it is a realized price, and none of it suggests what any firm would be offered.
Public program
OpenAI
Runs a public Data Partnerships program that asks organizations for nonpublic datasets.
Announced intent, not paid out
micro1
Announced a $1B, 12-month enterprise data commitment on October 9, 2026.
Public solicitation
Mercor
Publicly solicits records from tools such as Slack, Salesforce, GitHub, Gmail and Teams.
Public listing
Labelbox Prism
Lists financial reasoning traces and cross-system and support histories among the data it seeks.
Bid, not a completed deal
Google
Bid $10M for Spirit Airlines records; the bid was pending court approval.
Readiness checklist
Six questions to size up your own firm.
This is initial guidance, not an eligibility rule. Checking most boxes does not mean there is a fit.
- 3 or more years of operating history
- Connected systems that record the work
- Repeatable workflows
- Distinctive expertise
- Observable decisions and outcomes
- Some records with clear rights
The guide explains each point in more depth.
Privacy and ownership
Stewardship before any conversation about value.
Confidentiality comes first
Client and confidential records are not what this is about. We never ask for them to start a conversation.
De-identification reduces risk
It lowers exposure but does not eliminate it, and it is never treated as a magic eraser.
Ownership and permissions
Who owns the data, and who must consent, is settled before anything moves forward.
Not a valuation or an offer
Valued Data is not the purchaser, and nothing here guarantees eligibility, offers or payments.
FAQs
Before you download.
Is the guide really free?
Yes. There is no charge, and the PDF is open to everyone. There is no form to fill in.
Do I need to share any data or client information?
No. We never ask for records, client names or files to send you the guide or to talk with you.
Is Valued Data buying my data?
No. Valued Data is not the purchaser. We provide education, preliminary fit reviews and introductions, and we disclose our role and how we may be compensated before any introduction.
Does having data mean it can be licensed?
No. Having data is not the same as having licensable data. Usefulness, quality, scarcity, rights and privacy readiness all matter, and the honest answer is sometimes that nothing fits.
Would this replace our people or help our competitors?
These are fair concerns and the guide addresses them openly. Nothing moves forward without your informed decision, and it is fine to conclude the answer is no.
What happens after I download it?
Nothing automatic. We do not collect your details to send the guide. If you want to go further, you can Book a Review for a free 20-minute conversation with Daniel. There is no obligation.
Not ready to talk? Take the guide with you.
Find out whether it's worth a closer look.
Twenty minutes with Daniel. No records, no passwords, no obligation.
Valued Data provides education, preliminary fit reviews, and introductions to referrals. We are not the purchaser of your data and may receive compensation for qualifying referrals. The purchasing partner and our financial relationship will be disclosed before you authorize an introduction. Eligibility, terms, and payment depend on the purchasing partner's review and your agreement.