Category
Semantic communications risk infrastructure: a pre-publication layer for tone, subtext, satire, context collapse, and adversarial interpretation.
One creative-intelligence core.
Two very different markets.
The public MediaTech product and private enterprise OS create different revenue motions while reinforcing the same evaluation architecture.
Enterprise wedge
Organizations are putting generative systems into public communication workflows faster than literal keyword and data-governance controls can understand rhetorical risk.
Product wedge
The Backlash Probability Index and adversarial writers’ room turn vague “this feels risky” judgments into a repeatable evaluation workflow.
Runtime expansion
Agent guardrails and the Semantic Firewall API move Snark Logic from draft review into machine-speed communications governance.
Shared engine
Behavioral, cultural, creative, and risk roles provide structured disagreement rather than one-model approval.
Data flywheel
Accepted, rejected, escalated, and incident-linked patterns can form controlled organization-specific evaluation memory.
Defensibility
Workflow memory, proprietary evaluation sets, organization-specific guardrails, adversarial test libraries, and cross-context interpretation data.
Expansion
Text first; then multimodal campaign review, voice agents, support systems, localization workflows, and broader autonomous communications QA.
Business-model and expansion language describes the intended company architecture, not guaranteed traction, contracts, or financial performance.