There is no "best" AI.
Only the right fit for you.
Find the right AI fit for your supply chain before you sign the contract.
Certified Decision Behavior Assessment
Forecasting: Multi-Vendor + Incumbent
Overall Grades (Forecasting Behavior)
Vendor A
Disciplined & stable. Avoids overreaction under volatility.
Vendor B
Governed & transparent. Best explainability; high planner trust.
Vendor C
Aggressive & volatile. Fast to shifts; weaker governance.
Incumbent
Passive & safe. Heavy smoothing; slow to recognize real change.
Where METRAI Applies
Demand Planning
Assess how AI behaves under forecast shifts, noisy inputs, and real planner workflows.
Replenishment & Allocation
Test whether vendor logic stays reasonable under inventory, warehouse, and on-time constraints.
Inventory Planning
Compare how AI balances stock levels and max under changing demand and supply conditions.
Wasted Budget
ON MISMATCHED SYSTEMS
Buying AI based on generic demos, only to discover post-launch its default decision behavior doesn't fit your operational reality.
Lost Months
STUCK IN ENDLESS POCS
Trapped in drawn-out Proof-of-Concepts and pilot phases that fail to translate into scalable, enterprise-wide value.
Zero Trust
NO PLANNER ADOPTION
Adoption breaks at the decision layer. When planners don't understand or trust the AI's erratic behavior, they revert to Excel.
The "Perfect Data" Illusion
Most AI proofs of concept in retail and supply chain planning are evaluated on clean historical data and forecast accuracy. Real operations run on volatility, missing fields, changing constraints, and human intervention.
Beyond Forecast Accuracy
We go beyond forecast accuracy to assess operational fit in real real and supply chain environments.
Volatility
How does the AI respond to demand spikes, price swings, and supplier delays?
Data Quality
What happens when data is missing, delayed, or incomplete?
Decision Behavior
Does the AI remain stable, interpretable, and operationally useful under pressure?
METRAI helps companies evaluate planning AI based on decision behavior, not just polished demos or statistical performance.
A Neutral Framework for Evaluating Planning AI
A standardized evaluation process for comparing AI vendors based on real decision behavior, not just demos or forecast accuracy.
Secure Data Setup
We replicate your AI in a secure environment, so your proprietary retail or supply chain data stays under your control.
Scenario Stress Testing
We simulate volatility, missing data, delays, and constraint shifts to test how each AI system behaves under real operating conditions.
Behavioral Fit Scoring
We score each AI system based on whether its recommendations are predictable, stable, and aligned to your business goals.
Board-Ready Evidence for AI Vendor Decisions
At the end of the assessment, you do not get a blackbox technical summary. You get a Certified Decision Behavior Report — clear certification showing which planning AI vendor fits your business goals.
Clear Certification
Know exactly which AI vendors passed the stress test and which did not.
Clear Profiling
Understand whether each system behaves aggressively, conservatively, or reliably under real operating conditions.
Apples-to-Apples Benchmarking
We test vendors against the same scenarios to compare behavior under identical conditions.
What's Inside
The Certified Decision Behavior Report
Behavioral Certification
Pass / Conditional / Restricted verdict per vendor with supporting rationale.
Stress-Test Results
How each vendor responded to volatility, missing data, and constraint changes across 12+ scenarios.
Decision Profile
Aggressive, conservative, or disciplined? Each vendor's behavioral archetype mapped to your operational reality.
Planner Trust Score
Explainability and adoption risk — will your planning team actually use the AI's recommendations?
Fit Recommendation
A clear, board-ready recommendation on which vendor fits your specific supply chain constraints.
Reports are delivered as a confidential PDF within 5–7 business days of completing the assessment. All vendor data is anonymized in sample reports.
A complementary layer to your evaluation process
We want AI to succeed in your supply chain. Our goal is to uncover which system's decision-making style is the exact right fit for your specific constraints.
METRAI does not replace your functional RFPs, workflow assessments, or IT security audits. Instead, we provide the behavioral intelligence that should sit right alongside—or immediately precede—your extensive technical evaluations.
Standard Procurement
Essential for enterprise compliance and capability matching:
- Functional RFP Checklists
- IT Security & Architecture Audits
- Workflow & UI Evaluations
- Pure Baseline Accuracy (MAPE)
Behavioral Assessment
The crucial addition to evaluate decision-making fit:
- Behavior under volatility & delays
- Adherence to physical constraints
- Data quality resilience & missing data
- Explainability & planner trust
- Downstream operational fit
Evaluating Supply Chain AI?
Let us run a Decision Behavior Assessment first. Find the right fit before you sign the contract.