Retail Intelligence That Reasons About Your Data
Retail data teams make million-dollar decisions from broken data. OnlyMetrix fixes the foundation.
What's actually breaking
Every retail data team recognizes these. Most have accepted them as normal.
Agents hallucinating on inventory and sales data
An AI agent generates SQL that double-counts returns, misjoins product tables, or invents a column that doesn't exist. The numbers look plausible. Nobody catches it until the buy is already placed.
Analyst backlog. weeks to answer simple questions
"What's our basket size trend by store?" goes into the queue. Two weeks later, the answer arrives. By then, the promotion is over and the data is stale.
High-value churn invisible until it's too late
Your best customers stop buying. Nobody notices for 6 months because the churn metric uses a 180-day window when 142 days would catch them earlier. The threshold was a guess.
94% revenue concentration risk nobody has surfaced
Three countries drive nearly all of your revenue decline. The data exists to see it. But nobody ran the sensitivity analysis because it takes a week to set up.
What OnlyMetrix surfaces automatically
These findings came from a real retail transaction dataset. No analyst time. No custom SQL.
Autoresearch tested 29 threshold variations and found that 142 days produces a 7.4% improvement in churn detection accuracy over the industry-standard 180-day window.
The analysis layer identified 340 customers showing churn signals, and found that 68% of them concentrated their purchases in the same product categories. a retention opportunity hiding in plain data.
The drivers primitive ranked all dimensions by coefficient of variation and found geographic concentration. 72% of total revenue decline traced to a single country, and no analyst had to ask the question.
The correlate primitive found near-zero overlap between churned customers and high-value customers. Churn isn't a pricing problem; it's a product or service problem. This changes the intervention strategy entirely.
From raw transactions to governed intelligence
OnlyMetrix connects to your existing data infrastructure and layers governance, analysis, and continuous improvement on top.
Connect to your data
POS systems, loyalty databases, ecommerce platforms, CRM. OnlyMetrix connects to Snowflake, PostgreSQL, and ClickHouse. wherever your retail data lives.
Govern retail metrics
Define basket size, churn rate, conversion, average order value, customer lifetime value. with the compiler. Fan-out protection, PII masking, three-way classification included.
Analysis layer finds what's changing
13 reasoning primitives investigate your metrics automatically. Trends, drivers, sensitivity, correlation. the analytical chain that would take a human analyst weeks runs in seconds.
Metrics improve overnight
Autoresearch tests threshold variations against your ground truth while you sleep. Tomorrow's churn metric is more accurate than today's. Every night.
See your findings in 24 hours
Run the at_risk_profile analysis on your data. See which customers are churning, why, and what the optimal intervention threshold is, before your next standup.