Every company has it. CRM records. Support tickets. Internal communications. Product logs. Operational documents. For years, it just sat there. A cost center. Storage bills and compliance overhead.
Then OpenAI, Google, Anthropic, and Meta started spending roughly $1 billion each, per year, on human-generated training data. The resource that sat under your feet suddenly became the most sought-after commodity in technology.
Mid-market data sets are selling for five to seven figures. The AI labs cannot build what they are building without your data. They know it. The middlemen know it.
The patterns are nearly identical. A valuable resource sitting under private land, a rush of intermediaries showing up to extract it, and landowners who had to learn the hard way what protections to demand.
Independent drillers arrive on your land promising riches. They want access to your property. They bring the equipment. You bring the resource.
micro1, Mercor, Appen, Scale AI arrive in your inbox promising revenue. They want access to your data. They bring the buyers. You bring the resource.
Wildcatters drilled first and negotiated terms after. Landowners often had no idea how much oil was pulled. The driller controlled the flow and the price.
Brokers ask you to export raw data to their servers first. You have no idea what it sells for. The middleman controls the pipeline and the margin.
Without safety measures, drilling poisoned the water table, caused uncontrolled blowouts, and left the land damaged. The landowner absorbed the cost.
Without anonymization, raw exports containing PII move through multiple third parties. A breach at any point in the chain is your liability. You absorb the cost.
Industry-standard royalties settled around an eighth. The driller, the refiner, and the pipeline operator took the rest.
Middlemen take 30-60% of the deal value for packaging and selling your data. You take 100% of the regulatory risk. They take none.
After decades of damage, casing requirements, blowout preventers, and environmental reviews became law. The industry had to professionalize.
GDPR, CCPA, and the EU AI Act (enforceable August 2026) already require provenance, transparency, and proof of proper PII handling. There is no grace period.
Every major oil safety requirement has a direct parallel in data. The lessons from 150 years of resource extraction apply right now.
Steel casing prevents oil from contaminating the water table during extraction. PII scrubbing prevents personal data from leaking during export. Both must happen before anything leaves the ground.
A blowout preventer seals the well if pressure spikes. Fail-closed PII detection flags uncertain content as sensitive rather than letting it pass. When in doubt, shut it down.
Flow meters at the wellhead tell the landowner exactly how much oil was extracted. The scrub manifest tells you exactly what PII was found, what was replaced, and what was verified.
Environmental reviews confirm the extraction did not damage the land. A separate verification pass using private set intersection confirms zero customer identifiers appear in the output.
Smart landowners retained mineral rights and leased extraction. With ShareData, you hold the scrub key. The tokenized data is useless without it. You own the resource at every step.
Modern mineral leases set terms before the first well is drilled. ShareData shows you buyer offers before any data changes hands. You see the number, then you decide.
The AI data broker market looks exactly like the oil fields in the 1860s. A dozen companies are racing to your door, promising money and asking for access. Here is what they all have in common:
They want your raw data first. Export it to their servers. They will handle the anonymization. Trust them.
They control the pricing. They negotiate with the AI labs. You find out what your data sold for after the deal closes.
They take 30-60% of the revenue. For packaging and selling a resource that was already on your property.
You absorb all the risk. If PII leaks, if a regulator investigates, if customers find out their data was sold, the liability is yours. Not theirs.
This is not a partnership. This is a wildcatter asking for access to your land with their own equipment, their own timeline, and no blowout preventer.
ShareData is a free, open-source tool that runs entirely inside your firewall. It is the casing, the blowout preventer, the meter, and the environmental survey, all in one.
Your engineers install it in under a minute. A single Go binary. No cloud dependency. No account. No data leaves your servers unless you explicitly send it.
The tool scrubs every identifier from your data using Microsoft Presidio, running locally. It generates a cryptographic manifest documenting everything it found and everything it replaced. A separate verification pass proves the output is clean.
Then, and only then, you can choose to see what buyers will pay. ShareData surfaces your data set description (not the data) to vetted AI buyers. If you never want to see offers, you don't have to. You control the process entirely.
Install ShareData. Scrub a test export. Show the manifest to your legal team. Then see what the market will pay for what is already yours.
Free tool. Open source. Patent pending.