Make more of your catalog licensable for AI.
AI buyers want regulated data with defensibility documentation attached. Datasets that lack assessment sit in catalogs instead of pipelines. Integral provides per-dataset assessment and documentation so more of your catalog can move.
The reuse constraint
Every new AI use case creates a new assessment scope. A dataset assessed for one buyer and one purpose may not satisfy the next. Without per-dataset, per-use assessment, your catalog is limited to the original scope of the determination.
Integral provides assessment and documentation at the dataset level, scoped to each intended use. As AI buyers become a larger portion of your market, the ability to ship assessed, documented data becomes a competitive differentiator.
What Integral delivers
Per-dataset assessment
Every dataset is assessed independently for the intended use, the recipient, and the regulatory context. No blanket determinations applied across unrelated datasets.
Buyer-facing documentation
AI buyers receive the evidence package their procurement teams require: assessment scope, remediation detail, utility metrics, methodology provenance, and re-assessment schedule.
Continuous refresh
As datasets are updated or new use cases emerge, re-assessment keeps the documentation current. Buyers can trust that the determination reflects the data they are licensing today.
How it works
Catalog review
Integral works with your team to identify datasets with AI licensing potential and the intended buyer segments.
Per-dataset assessment
Each dataset is assessed for re-identification risk, remediated to preserve utility, and documented end-to-end with methodology provenance and re-assessment coverage.
Privacy engineering
Where remediation is needed, signal-preserving engineering is applied. Utility metrics confirm the dataset retains its value for the intended AI use case.
Ship with documentation, then re-assess
Each dataset ships with the full evidence package. As the catalog is refreshed or new buyers emerge, re-assessment keeps the posture current.
What teams say
“Before Integral, compliance projects were a limiting factor. It would take months to get one done, and we still couldn't explain why certain decisions were made. Integral's approach is notably more creative and scalable than any other solution. Their operations process is very clean, which builds confidence with our clients.”
Frequently asked questions
Does assessment apply to the whole catalog or individual datasets?
Assessment is per-dataset and per-use. Each dataset is evaluated independently for the specific recipient and intended AI use case. This ensures the determination is defensible for each transaction.
How does this work with existing data licensing agreements?
Integral adds a privacy assessment and documentation layer to your existing licensing process. The determination and evidence package travel with the data under your existing contractual terms.
What happens when a dataset is updated?
Continuous re-assessment evaluates the updated dataset under the existing scope. Documentation is refreshed to reflect the current state of the data.
Can different buyers receive different documentation?
Yes. Each determination is scoped to the specific buyer, use case, and regulatory context. The same underlying dataset can have multiple active determinations for different engagement scopes.
