Remediation Preview
Understand the compliance impact on your data before committing a single dollar to data purchases. See exactly what changes, what stays, and why - before any records are touched.
Evaluate Before You Commit
Upload a sample dataset and see a full remediation preview - field-by-field transformations, risk scores, and data utility metrics - before signing a contract or starting a project.
Field-Level Impact Analysis
For every column in your dataset, see exactly what Integral recommends: keep as-is, generalize, suppress, or transform. Understand the trade-offs at the most granular level.
Data Utility Scoring
Compliance shouldn't destroy your data's value. Integral scores the analytical utility of your dataset before and after remediation, so you can make informed decisions.
Flexible Remediation Strategies
Compare Safe Harbor, Expert Determination, and custom remediation strategies side by side. See how each approach affects your data's utility and risk profile, and choose what fits your use case.
Interactive Exploration
Drill into specific fields, filter by risk level, and explore alternative transformations. The preview is a working environment, not a static report.
Stakeholder-Ready Reports
Export the preview as a shareable report for legal, compliance, and business stakeholders. Everyone can review the plan before work begins.
Pre-Transaction Intelligence
See compliance impact before committing a dollar.
Utility Scoring
Quantify analytical value before and after remediation.
Strategy Comparison
Compare Safe Harbor, Expert Determination, and custom approaches.
Speed to Decision
Make informed choices in days, not months.
Why Preview Matters
Most compliance projects start with a leap of faith - you commit budget, allocate resources, and wait months only to discover the output doesn't meet your analytical needs.
Remediation Preview addresses that risk. See a complete picture of what your defensible dataset will look like, adjust parameters, explore alternatives, and align stakeholders - all before a single record is modified.
Explore the trade-offs before committing
Every dataset has different analytical priorities. Remediation Preview lets you compare approaches - geographic precision vs. demographic detail, clinical date retention vs. other identifiers, synthetic replacement vs. redaction, and alternative privacy models like differential privacy and k-map analysis. See every option side by side and choose with full visibility.
Who Uses Remediation Preview
Data Buyers
Evaluate compliance feasibility before purchasing a dataset. Understand exactly what you'll receive after de-identification - before the contract is signed.
Compliance Teams
Review and approve remediation strategies with full visibility. No more black-box de-identification - every transformation is transparent and auditable.
Data Scientists
Assess data utility before starting analysis. Know upfront which fields survive remediation and whether the dataset supports your research questions.
Preview before you commit
See the full impact of compliance requirements on your dataset before committing resources. Strategically manage your data acquisition budget.
Trusted by data teams
“We wanted a solution that would allow us to massage the data sets we were already using and augment them over time - without requiring a from-scratch re-analysis of the overarching data set. Today, all our data sources go through Integral before they ever hit an environment we access. Without Integral's flexibility, we couldn't stay compliant as data shifts.”
Frequently Asked Questions
How accurate is the remediation preview? +
The preview uses the same transformation engine as production remediation. What you see in the preview is what you get in the final output. Field-level transformations, risk scores, and utility metrics are calculated on your actual data sample.
What data formats do you support for preview? +
Remediation Preview supports all data formats that Integral handles: structured records (CSV, Parquet, database extracts), clinical notes, claims data, DICOM imaging headers, and more. Upload a representative sample to see the full remediation impact.
How long does the preview process take? +
Most previews complete within minutes for standard datasets. Integral profiles your data, calculates risk scores, and generates field-level remediation recommendations automatically. Larger or more complex datasets may take longer, but results are typically available the same day.
Can I compare multiple remediation strategies? +
Yes. Remediation Preview lets you compare Safe Harbor, Expert Determination, and custom remediation strategies side by side. See how each approach affects your data's utility and risk profile, and choose the approach that best fits your use case.