aisecurity.llc

Model Supply Chain Blind Spot

Model artifacts, provenance, and deployment gates remain under-specified in many role definitions.

Lifecycle control deficit

What this finding measures

Internal / Teaser Only

Model artifacts, provenance, and deployment gates remain under-specified in many role definitions.

Based on analyzed job-description signals, not proof of any individual company’s internal security maturity.

Lifecycle coverage

Control omission risk

Chart targets

Active filters: period=all, industry=all, seniority=all

Evidence charts

Model Supply Chain

export.v_chart_historical_signal_growth

Source: export.v_chart_historical_signal_growth

Based on analyzed job-description signals, not proof of any individual company's internal security maturity.

Chart ID: chart_model_supply_chain_signal_frequency

Source: export.v_chart_historical_signal_growth

Model Supply Chain

Most frequently mentioned AI attack surfaces in 2025 job postings — the surfaces companies are actively trying to defend.

export.v_chart_framework_vs_evidence_gap_bar

Source: export.v_chart_framework_vs_evidence_gap_bar

Based on analyzed job-description signals, not proof of any individual company's internal security maturity.

Chart ID: chart_model_supply_chain_control_gap

Source: export.v_chart_framework_vs_evidence_gap_bar

AI Security Issues Observed in Production (Practitioners)

No rows matched current filters or export rows are not populated yet.

Recommended actions

Add lifecycle and provenance control ownership into role scopes.

Require release-gate evidence for model changes.

Include dependency and artifact integrity checks in reviews.

Browse the full citation library for supporting research and source quotes.