Observe
Receive a proposed autonomous action in Shadow Mode without executing or blocking it.
Causara traces downstream business dependencies, translates them into economic exposure, and recommends ALLOW, REVIEW, ESCALATE, or BLOCK against company-defined limits.
Pilot-stage product · Shadow Mode · No claim of audited financial forecastingTraditional authorization answers whether an agent is permitted to act. Causara is designed to evaluate the downstream economic consequence of the proposed action.
Receive a proposed autonomous action in Shadow Mode without executing or blocking it.
Map the dependency path across inventory, production, orders, contracts and revenue.
Estimate an economic exposure range from structured business context.
Apply company-defined thresholds and return ALLOW, REVIEW, ESCALATE or BLOCK.
Make downstream consequences visible instead of evaluating an AI action only at execution.
Translate exposure into consistent controls using thresholds defined by the company.
Evaluate silently before asking a company to let Causara influence live execution.
This is an internal public-incident replay benchmark, not a claim of 90% predictive accuracy. Several cases normalize publicly reported economic impacts into replay inputs. The mismatch was preserved rather than tuned away.
Real-company pilots and commercial validation are still required to test predictive usefulness, workflow fit and willingness to pay.
Shadow Mode observes and evaluates actions without executing or blocking them. Compare Causara's dependency mapping and economic recommendations with your current process before deeper integration.
Tell us which autonomous or AI-assisted workflow you want evaluated. No production control access is required for the initial conversation.
Early pilot conversations are open.