AI Defense Matrix Catalog

Skyflow for GenAI

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Overview

Product details compiled from public sources, each with a citation.

Vendor
Skyflow2
Description
De-identifies and tokenizes sensitive data across training, RAG, and inference, then re-identifies it for authorized users at runtime, so plaintext PII never reaches an LLM.2
Deployment
SaaS3
Status
Active2
Compliance
SOC 2 Type II, ISO 27001:2022, PCI DSS Level 13 (company-level, see Methodology)

Matrix Coverage

Where this product defends, by asset class and NIST CSF function. The Coverage column shows whether each asset is Primary, Secondary, or Adjacent to what the product does. The table omits empty rows and columns.

Asset class Protect Coverage
Training Data Secondary 1
Runtime AI Data Primary 2

Framework Relevance

These frameworks include controls relevant to the asset classes Skyflow for GenAI defends. This is an editorial inference from the AI Defense Matrix asset-level crossmap, not a statement that Skyflow implements these controls or is certified against them.

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Framework Asset class Relevant controls
NIST IR 8596 Training Data Training data
Runtime AI Data Prompts (runtime); inference data
CSA AI Controls Matrix Training Data Data Security and Privacy Lifecycle Management; Model Security
Runtime AI Data Data Security and Privacy Lifecycle Management; Application and Interface Security
ISO 42001 Training Data A.7 Data for AI systems
Runtime AI Data A.7 Data for AI systems; A.8 Information for interested parties
Google SAIF Training Data Secure training data; data-security foundations; dataset provenance and integrity
Runtime AI Data Expand AI red-teaming; runtime input and output safety; prompt defense
SANS Critical AI Security Guidelines Training Data Conventional Security Controls (defend training data; avoid data commingling); Data/Model Engineering Controls (data-quality controls; poison-robust training); Data Minimization and Obfuscation (differential privacy; synthetic data; federated learning)
Runtime AI Data Model I/O Handling (sanitize, validate, and filter inputs and outputs; segregate user and system prompts; multilayered prompt-injection defense); Conventional Security Controls (protect augmentation and RAG data with vector-store access controls and validation); Data Minimization and Obfuscation (limit sensitive prompt content; context-window management); Limit Model Behavior (AI guardrails)
MITRE ATLAS Training Data AML.T0020 Poison Training Data; AML.T0019 Publish Poisoned Datasets; AML.T0024.000 Infer Training Data Membership
Runtime AI Data AML.T0051 LLM Prompt Injection; AML.T0054 LLM Jailbreak; AML.T0056 Extract LLM System Prompt
OWASP AI Exchange Training Data Development-time threats: data poisoning, backdoor injection, dataset integrity violations
Runtime AI Data Input threats: prompt injection, adversarial inputs, evasion; runtime threats: RAG poisoning, memory tampering
OWASP LLM Top 10 Training Data LLM04 Data and Model Poisoning; LLM03 Supply Chain (dataset provenance)
Runtime AI Data LLM01 Prompt Injection; LLM02 Sensitive Information Disclosure; LLM08 Vector and Embedding Weaknesses; LLM05 Improper Output Handling
OWASP Agentic Security Top 10 Training Data ASI04 Agentic Supply Chain Vulnerabilities (dataset provenance and integrity)
Runtime AI Data ASI06 Memory & Context Poisoning; ASI01 Agent Goal Hijack (via prompt injection in runtime inputs)

Provenance

Last sourced 2026-06-24.

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Sources

  1. Generative AI data privacy with Skyflow LLM Privacy Vault
    Vendor source accessed 2026-06-24
    • “Skyflow enables privacy-safe model training by excluding sensitive data from datasets used in the model training process.”
  2. Skyflow for GenAI
    Vendor source accessed 2026-06-24
    • “Detect and redact sensitive data and intellectual property automatically during data collection, model training, fine-tuning, RAG, and inference. Easily re-identify the data for use.”
  3. Skyflow security
    Vendor source accessed 2026-06-24
    • “ISO 27001:2022 Certified SOC 2 Type II Certified PCI DSS Level 1 Certified GDPR Assessed and Compliant HIPAA Assessed and Eligible”

Changelog

  1. Added to the catalog from the Skyflow documentation.

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