Ask the systems
you already own.
From semiconductor fabs to trading desks to hospital floors, every team gets governed answers from ERP, CRM, EMR, and MES in plain language. The same grounded answers for humans and AI agents.
Public companies across the US, EU, Middle East & Asia run Wren AI in production
Different industry. Same move.
Every use case on this page is the same three steps. Wren AI sits between your people, their AI agents, and the systems you already run. The context layer holds your schema, metric definitions, and access policies, so every answer is grounded in your truth and governed at execution.
A plain-language question
From a person in the chat UI, a dashboard, or an AI agent over MCP. No SQL, no analyst ticket.
The context layer resolves it
Your schema, metric definitions, joins, and row-level policies. Modeled once, versioned like code, shared by every consumer.
Governed SQL on your system
Runs against the database you already own. Every query is logged, every number traceable back to the exact SQL.
Ask the fab, not the BI team.
Every team queries the system it owns: plant ops ask MES, finance asks ERP, procurement asks supplier records. Governed answers in seconds, no analyst tickets.
Production & quality
Plant ops query MES for OEE, scrap, cycle time, and yield. No SQL required.
Cost & supply chain
Finance and procurement query ERP for cost variance, WIP value, and supplier performance, governed by RLS.
Decisions at the speed of trade.
Credit teams query the loan book, trading desks ask the OMS, compliance queries transaction monitoring. Every answer is governed at execution and auditable for the regulator.
Credit & risk
Underwriting and portfolio teams query the loan book for delinquency, exposure, and segment performance, with RLS enforced at execution.
Trading & compliance
Trading desks query the OMS for slippage and fills; compliance queries transaction monitoring for AML flags. Every query logged for the regulator.
Operations questions, plain-language answers.
Clinical ops queries the EMR, scheduling asks the rostering system, finance asks revenue cycle. All in plain language, with audit logs ready for HIPAA review.
Clinical & operational
Care teams query the EMR for wait times, throughput, and staffing in plain language. No SQL, no analyst delay.
Revenue cycle
Finance queries the billing system for denials, days-in-AR, and reimbursement trends, with audit logs for HIPAA review.
Every channel, one definition of "customer".
Merchandising queries the OMS, marketing asks the CDP, store ops queries the POS. Every team and every campaign agent reasons over the same metric definitions.
Merchandising & marketing
Teams query the OMS and CDP for SKU performance, conversion, and campaign ROI. No analyst tickets, no waiting on a dashboard refresh.
Loyalty & store ops
Store ops query the POS for traffic, basket size, and loyalty redemption. Same metric definitions everywhere.
Real-time engagement. No analyst tickets.
Editorial queries the CMS, ad ops asks the ad server, the subs team queries billing. Governed answers in seconds, every number provable.
Editorial & audience
Editors query the CMS and analytics warehouse for content performance and audience engagement, in their own words.
Ad ops & subscriptions
Ad ops query the ad server for fill rate and yield; subs teams query billing for churn and LTV. Every number provable.
Sales, service, and supply. Each in plain language.
Sales teams query the DMS, service centers ask the parts and service system, marketing queries CRM. Governed answers in seconds, no analyst tickets.
Sales & inventory
Dealer teams query the DMS for inventory turnover, days on lot, and model mix. All in plain language.
Service & loyalty
Service centers query the parts/service system for resolution times and recurring issues. Marketing queries CRM for retention.
Knowledge that survives team churn.
Growth queries the warehouse, retention asks the subscription platform, social asks the campaign tools. Skills and Memory capture the playbook, so the next analyst or agent starts at full context.
Retention & subscriptions
Retention teams query the subscription platform for CLV, churn, and cohort behavior. No SQL required.
Growth & social
Growth queries the warehouse for funnel performance; social queries campaign tools for influencer ROI. Skills capture the playbook for next time.
Bring Generative BI into your industry.
Public companies across the US, EU, Middle East, and Asia run Wren AI in production. See how it fits your industry.
