Decision Infrastructure
Deterministic decision authority at every decision point. Understand, control, and trace every decision.
Govern AI agents, robotics, humans and intelligent systems with deterministic rules, safe rollout, and decision traces.
The Problem
As predictive systems determine high-stakes outcomes, enterprises need explicit authority over the decision logic that shapes them.
The gap isn't intelligence — it's authority. Decision logic lives inside models and code, without a formal layer to govern it, make it legible, or evolve it safely.
Decision Infrastructure
Memrail sits in the execution path between intent and action.
Dashboards observe. Monitors alert. Memrail resolves decisions in real time.
How Memrail Works
Memrail sits in the execution path. Context is evaluated against your rules to deterministically resolve the outcome at each decision point.
Context assessed against your business rules at every decision point.
The right action is selected based on context, rules, and policy — before execution begins.
Every decision — including what was considered and what influenced it — is fully reconstructible.
Platform
Every action evaluated against your business rules at every decision point. See exactly why every action was taken.
Read more +
Know which rules can actually fire, which actions can actually execute, and where the gaps are.
Read more +The Difference
Safe Rollout
Every rule goes through a structured promotion pipeline. New rules start silent, observing what they would do without executing. Then they execute for a small percentage of traffic. Only after validation do they go fully live.
Read more +
Decision Traces
Every decision produces a complete trace: what context influenced the decision, what rules were considered, which matched, which were suppressed and why, what action was prescribed, and what the result was. Deterministic replay guaranteed.
Read more +Adoption
Phase 1
Instrument key events for immediate observability and audit trail. No rules required — just structured facts.
Phase 2
Create rules that make decision logic policy-bound. Shadow mode validates safely.
Phase 3
Apply rules to gate recommendations, escalate decisions, or execute actions — with safety controls and rollback.
Built for Enterprise
Every industry has rules. Whether decisions originate from an LLM, a robotic planner, or a deal intelligence engine, Memrail enforces them before execution.
Explore solutions
Solutions
Capability patterns that make high-stakes decision systems legible and governable
Multi-step workflows with deterministic checkpoints at every decision point.
Learn moreHuman-facing agents with guaranteed escalation paths and context-aware responses.
Learn moreAudit-grade decision logs with deterministic replay for regulated environments.
Learn moreGoverned retrieval that surfaces content based on policy, not just semantic similarity.
Learn moreResolve conflicts, track provenance, and maintain temporal validity across data sources.
Learn moreStart with the 14-Day Pilot — we'll map your workflow to the right approach.
Start a PilotQuestions
Evaluation tools score model outputs after the fact. Memrail resolves decisions before actions reach production. It's the difference between reviewing a test and determining what should happen. Memrail is runtime decision infrastructure — it sits in the execution path and makes binding decisions legible.
No. Memrail is framework-agnostic. It works alongside your existing LLMs, agents, and orchestration. Your agents propose actions; Memrail determines what should happen. It adds a decision layer without replacing anything in your stack.
A decision topology map, domain analysis, controlled comparison of current vs. governed behavior, sample decision traces, and an integration roadmap.
Memrail supports customer cloud (recommended for regulated environments), Memrail-managed, and hybrid deployments. Your data can stay entirely within your infrastructure. We store events, decision traces, and rule definitions — never model weights or raw customer data.