Industries
One governed data agent for the decisions
your industry runs on.
Leaders ask Wren's GenBI agent; your AI agents call Wren over MCP. Both get the same answer from the systems you already run, with shared metrics, access controls, and traceable SQL.
Public companies across the US, EU, Middle East & Asia run Wren AI in production
The pattern
Different systems. One governed path to an answer.
Wren AI connects each business question to your schema, metric definitions, joins, and access policies before it generates SQL. Leaders get a decision-ready answer; data teams keep control of how every number is produced.
Ask
A plain-language question
A leader asks Wren's GenBI agent in business language, or an AI agent calls Wren as a sub-agent over MCP.
Ground
The context layer resolves it
The context layer resolves the right metrics, joins, business rules, and row-level policies before a query runs.
Answer
Governed SQL on your system
The query runs against the system you already own, with the generated SQL and execution history available for review.
Manufacturing
MESERPQMSSCMProtect yield before the next lot runs.
Plant, yield, quality, and supply-chain leaders connect MES, QMS, ERP, and supplier data to isolate loss, protect output, and act before the next shift or lot.
Yield, quality, and throughput
Trace changes in yield, OEE, scrap, cycle time, and downtime across tool, recipe, lot, line, and shift.
Cost, WIP, and supplier risk
Connect production loss to work-order variance, WIP value, material lots, and supplier performance without bypassing data access rules.
Which tool, recipe, or material lot explains yesterday's yield loss?
Contain the affected process, protect the next production run, and focus engineering on the most likely cause.
Banking & Finance
Core bankingOMSAMLSee risk move before the close.
Credit, portfolio, trading, and compliance leaders connect positions, customers, executions, and controls to explain exposure and act with a reviewable data trail.
Credit, portfolio, and liquidity risk
Explain movements in delinquency, expected loss, concentration, exposure, and liquidity across approved dimensions.
Execution and financial crime controls
Review fills, slippage, limit exceptions, and AML alerts with access policies applied at query time and a traceable execution history.
Which segments drove the change in delinquency and expected loss?
Prioritize the exposures and exceptions that need action now, with every answer tied back to governed SQL.
Healthcare
EMRRosteringRCMKeep capacity, staffing, and cash in sync.
Hospital operations, workforce, and revenue-cycle leaders connect EMR, scheduling, and claims data to remove bottlenecks while each user sees only what policy allows.
Patient flow and workforce capacity
Find boarding, discharge, room-turnover, and coverage bottlenecks across facilities, departments, shifts, and service lines.
Revenue-cycle performance
Explain denials, days in AR, and reimbursement variance by payer, facility, service line, and DRG with governed access and query logs.
Where are ED boarding and discharge delays creating capacity risk?
Rebalance beds and staffing, then target the denial workflows creating the largest operational drag.
Retail & E-commerce
OMSCDPPOSTurn demand signals into inventory moves.
Merchandising, supply-chain, store, and growth leaders align sell-through, margin, availability, and customer value across OMS, POS, ERP, and CDP data.
Assortment, pricing, and inventory
Track sell-through, weeks of supply, stockout risk, markdown effectiveness, and margin by SKU, store, region, and channel.
Customer, channel, and store performance
Connect traffic, conversion, basket size, repeat purchase, and loyalty behavior with the same definitions across every team and agent.
Which SKUs will stock out before the next replenishment arrives?
Reallocate inventory, refine markdowns, and protect margin using one set of product and customer definitions.
Media & Entertainment
CMSAd serverBillingBalance audience growth with revenue yield.
Editorial, audience, ad-ops, and subscription leaders connect content, engagement, inventory, and billing to decide what to publish, monetize, and retain.
Editorial and audience value
Measure reach, completion, recirculation, loyalty, and conversion by story, format, author, platform, and audience segment.
Advertising and subscriptions
Explain fill, yield, churn, renewal, and lifetime value across channels while keeping every number tied to a governed definition.
Which stories grow loyal audiences, not just pageviews?
Back the content, inventory, and retention moves that grow durable audience value and monetization yield together.
Automotive
DMSServiceCRMMove inventory and service capacity faster.
Dealer-group leaders connect DMS, CRM, service, parts, and finance data to manage aging inventory, lead conversion, bay utilization, and customer retention.
Inventory and sales conversion
Explain days on lot, turn rate, model mix, lead response, test drives, gross, and close rate by rooftop, region, model, and channel.
Service, parts, and retention
Find bottlenecks in appointments, bays, technician capacity, parts availability, cycle time, comeback rate, and repeat service.
Which models and trims are aging past target days on lot?
Rebalance vehicle inventory and service capacity before aging stock and delayed repairs erode margin and loyalty.
DTC Brands
WarehouseSubscriptionsCampaign toolsFind profitable growth before spend scales.
Growth, retention, merchandising, and finance leaders connect acquisition, orders, subscriptions, returns, and margin to scale the cohorts and campaigns that actually pay back.
Cohort economics and retention
Understand CAC payback, repeat purchase, subscription health, churn risk, returns, lifetime value, and contribution margin by cohort.
Growth and campaign efficiency
Compare landing pages, offers, creators, and channels using the same attribution and margin logic, then preserve the analysis playbook for the next question.
Which acquisition cohorts reach payback inside target?
Shift spend toward cohorts and campaigns with healthy payback, repeat purchase, and contribution margin.
Put a governed data agent on your highest-value decision.
Bring one operational question and the systems behind it. We will show how Wren AI grounds the answer in your metrics, policies, and data.
