Grounded answers
Use connected operating context rather than generic responses.
Conversational intelligence
Ask a direct question.Get a grounded answer.
Malach Voice works from the same connected operating context used by Profit Center, Attribution, and Auto Agent.
Why did contribution change this week?ASK →
What it changesTalk to the operation.
Talk to the operation.
Not another empty chatbot.
Ask why contribution changed, which campaign deserves attention, or what assumptions support a proposed test.
Selected-file context can focus the conversation while the decision trail explains what would invalidate an answer.
The system,
explained clearly.
Capability, evidence, and authority stay visible from the first signal through the measured outcome.
Decision context
Understand why a move was recommended and what would disprove it.
Selected files
Bring focused documents into the current investigation.
MATHEMATICS · STATISTICS · PROBABILITYIntelligence that
Intelligence that
shows its work.
Malach separates what the connected evidence supports from what still needs investigation.
P(answer supported | connected context)The Anti-Algorithm measures platform signals against your economics before capital receives authority.
P(H | E) = P(E | H) × P(H) ÷ P(E)Evidence updates confidence continuously instead of locking the system to yesterday’s assumption.
Brier = (1/N) Σ(pᵢ − oᵢ)²Forecasts are scored against outcomes so success and failure both improve the next decision.
DECISION SIMULATORLIVE CALCULATION
Expected profit after risk+$8,060Small test allowedThe move still depends on your plan, enough trustworthy data, and every active limit.
CHAT + VOICEAsk about the decision.
Ask about the decision.
Keep the evidence attached.
Ask what changed, why it matters, which mathematics supported the conclusion, or what would prove it wrong.
MALACH
Brief me on today’s risk.
MALACH
Three campaign groups moved below their contribution threshold. One reversible action remains inside policy; two higher-exposure decisions require approval.
EVERY ACTION ACCOUNTED FOR
Open the rationale behind every move.
EvidenceProbabilityAuthorityOutcome
WATCH · CALCULATE · ACT · LEARN