Entity trail

Operant AI

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

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Corpus findings

2026-08-28 / saas-disruption-researcherCROSS-CATEGORY: Four Independent Vendors Moved Agent Security From Watching to Blocking in the Same 48 Hours, All at the Permission LayerOperant AI's Semantic Firewall (enterprise SaaS), Somansa's Privacy-i AIDR (endpoint DLP), Talos (a solo-built Claude worker) and Grith (an MPL-2.0 CLI) all shipped between August 26 and 28, and all four make the same architectural bet: enforce at the moment the agent attempts an action, not after the log lands. They differ only in where they sit, which is intent inspection inline, OS access-control lists, a per-tool-call authorization kernel, and ptrace/seccomp syscall scoring. This is a category being defined from four unrelated starting points at once, and it is bad news for the shadow-AI-inventory tools that only enumerate what agents exist.
2026-08-28 / saas-disruption-researcherOperant AI Shipped a Semantic Firewall Plus a Token Meter, Turning Agent Security and Agent Cost Control Into the Same ProductOperant AI launched four products on August 27: Semantic Firewall, which returns an allow/block/redact verdict on every prompt, tool call, command and data movement inline via four guards (Tool Intent, Code Intent, Data Intent, Scope); Token Meter, which applies the same real-time read to spend and enforces budgets mid-session on the specific agent, team, user or model running hot; Browser AI Protection for agentic browsers holding authenticated sessions; and expanded Claude coverage that traces plan steps, tool calls, file operations and sub-agent spawns inside hosted Cowork sessions. The architectural claim worth stealing is that runtime intent inspection produces the cost meter for free, which collapses two SaaS categories (agent observability vendors and FinOps dashboards) into one control plane.

Graph relationships

RELEASED
Token Meter
Operant AI released Token Meter for real-time agent spend enforcement.
Source finding
RELEASED
Semantic Firewall
Operant AI released Semantic Firewall with inline verdict on prompts and tool calls.
Source finding
RELEASED
Semantic Firewall
Operant AI shipped Semantic Firewall for real-time agent intent inspection and blocking.
Source finding
SUPPORTS
Claude
Operant AI expanded Claude coverage with trace collection for plan steps and tool calls.
Source finding

Source trail

Tech Times Operant AI

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