ZeroTrain AI Core - Workflow AI Decisions
by Leonard Gambrell - DBA Gambrell Software
AI decision engine for workflows — no model training required. Deterministic results.
ZeroTrain AI Core
ZeroTrain AI Core enables deterministic decision-making inside workflows, allowing automation systems to evaluate rules, policies, and conditions with predictable, explainable results—every time.
Deterministic Decision Evaluation
The same inputs will always produce the same result.
ZeroTrain acts as a deterministic AI decision engine for workflows, evaluating tabular data and explicit decision logic without requiring machine learning training.
Unlike traditional AI or machine learning systems that rely on training data and probabilistic outcomes, ZeroTrain evaluates decisions using explicit logic and numeric rules. This makes it ideal for workflows where results must be consistent, auditable, and explainable.
When a workflow calls ZeroTrain, inputs are evaluated against predefined decision logic to return repeatable and predictable results.
Each response can include:
- The selected decision or outcome
- A confidence score
- Execution details suitable for logging, auditing, or downstream automation
Explainable Automation
Every decision returned by ZeroTrain can be traced back to the exact conditions and logic that produced it. This makes ZeroTrain well-suited for regulated workflows, compliance-driven processes, and business-critical automation where transparency is required.
Business-Ready by Design
ZeroTrain was built to deliver real business impact without disrupting how teams already work.
There are no machine learning models to train and no data science teams required. Simply provide your data and define the actions. ZeroTrain evaluates the decision logic and returns predictable, explainable results that workflows can immediately use.
Workflow Integration
ZeroTrain integrates with workflow automation platforms through secure API actions. Workflows can send structured data to ZeroTrain and use the returned decision to drive automation logic, branching, or rule enforcement.
Supported workflow platforms include:
- Microsoft Power Automate
- Make (formerly Integromat)
Additional workflow integrations are being developed for platforms such as ServiceNow, Zapier, n8n, and UiPath.
Managed and Scalable
ZeroTrain is delivered as a managed SaaS service. Depending on your plan, inference actions may run on shared or dedicated endpoints with usage limits controlled by your subscription.