Anjuna Northstar vs Integral

Anjuna Northstar is self-hosted software for multi-party collaboration on sensitive or live datasets. It enables AI operations teams and data scientists to combine data, run models, and analyze results while protecting privacy and intellectual property. Powered by Anjuna Seaglass, it can create confidential clean rooms on demand for data-sharing work. Northstar runs on confidential computing instances across cloud providers and on premises. Its safeguards cover data and code during ingestion, processing, and analysis, with remote attestation, isolation of data in use, and access control listed. Users prepare and manipulate datasets in off-the-shelf Jupyter Notebooks. They can bring their own AI models, tools, and analysis code without modifications. The product is deployed in customer environments and does not require telemetry or runtime dependence on Anjuna-hosted services. AWS, Microsoft Azure, Google Cloud, AMD, Intel, NVIDIA, Redis, and HashiCorp are listed as site partners. Pricing is on request, with a live demo and sales contact available.

Integral prepares real-world data for AI by assessing privacy risk, sanitizing datasets and documenting the work. Qualified statistical experts evaluate re-identification risk and provide a signed opinion scoped to the assessment. Integral Privacy Sanitization de-identifies enterprise data while recording assessment details, remediation, utility metrics and methodology provenance. Remediation Preview lets teams compare privacy impact and utility metrics across several strategies before applying changes, and the platform supports reassessment as datasets, recipients and context evolve. Integral describes processing healthcare and clinical records, behavioral and consumer data, and enterprise and operational data. Deployment options include managed cloud, VPC or private cloud, on-premises and air-gapped environments. Privacy Sanitization can run directly in a customer’s Databricks environment. The site links to Bleach, an API for sanitizing data before training pipelines, and says a HIPAA BAA is available. Integral is presented for AI builders, data providers, pharma, data brokers and analytics teams. Pricing is on request.