Poisoning detection
Surfaces anomalies in training data, fine-tune sets, and grounding inputs. Operators see deliberate or accidental poisoning.
Trusted-data software for AI and mission decision workflows. Data Integrity Guard is designed to surface anomaly patterns, provenance gaps, poisoning risk, drift, inconsistent records, and confidence breaks before data is used in AI-assisted or operational decision workflows.
Poisoned, stale, inconsistent, or compromised data can drive bad decisions across AI, cyber, logistics, and mission planning. Federal AI workflows are increasingly trained, fine-tuned, or grounded on data the operator did not produce. Without integrity surface area, defenders cannot tell when training data has been poisoned, when provenance is missing, or when drift has silently degraded model confidence.
Data Integrity Guard surfaces anomaly patterns, provenance gaps, poisoning risk, drift, inconsistent records, and confidence breaks before data drives decisions. Operators see what the data actually is, where it came from, and how it changed. Decisions remain mission-bounded because operators have integrity visibility into the data layer feeding them.
Surfaces anomalies in training data, fine-tune sets, and grounding inputs. Operators see deliberate or accidental poisoning.
Identifies where data lineage breaks. Federated and external sources flagged with confidence scores.
Detects drift across federated sources and silent inconsistency. Decision-support remains evidence-based.
NSA stood up the AI Security Center. CDAO is building trusted-AI evaluation. DIB cyber programs are increasingly AI-aware. Data integrity and AI assurance are becoming increasingly important mission, security, and acquisition concerns across federal AI environments. Data Integrity Guard addresses the documented gap with mission-bounded, decision-support-only surfacing.
Concept-stage. Customer-operated, release-stage, and sustainment-ready claims used only where verified.
NSA AI Security Center. DoD cyber. CDAO. DIB cyber. Trusted AI programs. TSM. SBIR. Prime AI integration.
SDVOSB subsystem fit for primes serving federal AI security and trusted-AI programs. Concept-stage capability positioned for early prime engagement.
NSA AI Security Center, CDAO trusted-AI leadership, DoD AI security programs, DIB cyber, AI primes: tell us the AI workflow and the integrity gap. Axirix tailors the package to your evaluation criteria.