Compare economic behavior
Assess caller-provided baseline and candidate measurements across the economic metrics and scenarios that matter.
ZEODEC Product 02 · Early Access
ARRM Agentic Revenue Regression Monitor
Detect material revenue regressions before an agentic or system release reaches production.
ARRM is a deterministic economic release-gate. It compares caller-provided baseline and candidate measurements and applies explicit release-gate logic without placing an LLM in the decision path.
Release candidateEconomic gate
Decision
WARN — REVIEW
Economic regression evidence requires review before automatic release progression.
The problem
A release can look healthy and still degrade revenue behavior.
Agentic and automated systems can change economic outcomes in ways that conventional functional checks may not expose clearly before release.
Detect material regressions
Identify evidence of economically meaningful negative change rather than generic model quality drift.
Gate the release
Return a deterministic PASS, WARN or FAIL result mapped to PROCEED, REVIEW or BLOCK.
How it works
Evidence in. Explicit release decision out.
ARRM is intentionally narrow: economic release control, not a general-purpose evaluation framework.
Release evidence
The caller supplies baseline and candidate measurements for matching scenarios and explicit economic metrics.
Deterministic logic
Metric direction, thresholds, materiality and evidence sufficiency are handled through explicit rules for repeatable release-gate behavior.
Release control
PASS means PROCEED, WARN means REVIEW and FAIL means BLOCK, with a machine-readable result suitable for release workflows.
Designed for
Teams shipping systems that can change revenue outcomes.
Early Access is focused on real release decisions where economic regression risk matters before production exposure.
Agentic commerce
Changes to autonomous or semi-autonomous commercial behavior where release decisions can affect revenue outcomes.
Pricing and monetization systems
Release changes that may alter conversion, pricing, discounting or other economically relevant behavior.
Revenue-sensitive automation
Automated workflows where a technically valid change may still produce a material economic regression.
Early Access
Bring ARRM into a real release decision.
ARRM is currently in commercial Early Access. The objective is to evaluate it against real revenue-sensitive release decisions using baseline and candidate measurements from the evaluation workflow you already run.
Request Early Access
No hosted data collection, public pricing or unsupported commercial terms are implied by this page.