AI SignalsCourse Corrections
Guided by Context
Rudder Analytics builds your targets, plans and rules into AI Signals. It watches the KPIs you choose and shows each owner what is off course and how to correct it.
Pairs with AI Insights. Runs inside AI OS.
AI SignalsOwner: Head of Sales
North region orders are 12% below plan for 3 weeks.
Likely causeTwo distributors cut orders by 31% since Oct 6.
CorrectionBring their Q4 volume rebate forward to November.
AI SignalsOwner: COO
North warehouse on-time delivery is 91%, 5 points below target.
Likely causeLate pickups tripled after the Oct 2 carrier change.
CorrectionShip rush orders from the South site until Friday.
AI SignalsOwner: Head of Customer Service
Customer satisfaction fell to 79% against an 86% target.
Likely causeTickets rose 40% after the new product line launched.
CorrectionPut chat agents on tickets until the backlog clears.
What Qualifies as an AI Signal
An AI signal is a KPI slip that needs a leader’s decision.
Off Target
A KPI below its target or floor, or above its cap, in any region, channel or product line.
Unexplained by the Plan
No promotion, price change or inventory count in your plan or calendar accounts for the slip.
Grouped by Likely Cause
Slips that share a likely cause become one signal, ranked critical or warning, with its owner.
KPI readings
Off target1,154 on target
Unexplained slips67 explained by the plan
AI signals3 critical, 4 warnings
The other readings stay in the reports, so each team still sees its own KPIs.
What Leadership Gains
Your Systems
AI Signals
Return rate is 3.9% against a 3.0% cap.
Correction: Pause two high-return products.
Discounts at 12.6% of sales, plan 11%.
Correction: End the two stacked promotions.
Best sellers at 2.5 weeks of supply, floor 4.
Correction: Bring the reorder forward.
Rules and owners signed off by your leaders
Signals by Leadership Role
Early Warning Across the Business
You see within days where the plan is slipping and which leader owns each correction. Leadership time goes to decisions while the quarter can still change.
AI SignalsOwner: Head of Sales, COO
Revenue is $0.3M behind the quarter’s plan so far.
Likely causeNorth orders down 12%, with late deliveries there.
CorrectionBring the North rebate forward (Sales). Reroute rush orders south (COO).
Revenue
On-time delivery
New customers
Fewer Surprises at Month End
Slips that touch the P&L or cash surface early, each priced in dollars. You can adjust the forecast and the spend while the month is still open.
AI SignalsOwner: CFO
DSO is 7 days over target, which holds $2.3M more in receivables.
Likely causeThree trade accounts paying 61 to 68 days late.
CorrectionPut accounts more than 60 days overdue on credit hold.
Gross margin
Days sales outstanding
Operating expenses
Budget Decisions on Current Results
AI Signals reads marketing results against target while campaigns are still running. Budget moves sooner to what is working, with the figures finance will ask for.
AI SignalsOwner: CMO
Acquisition cost is $71 against a $58 target, $41K over plan.
Likely causePaid social cost per new customer is up 34% since Q2.
CorrectionShift 20% of the paid social budget to search, at $49 per new customer.
Acquisition cost
CAC payback, months
Repeat purchase rate
Operational Issues Caught Early
Operational problems show up while there is still time to act on them. Fewer of them turn into late orders, rush freight, overtime or unhappy customers.
AI SignalsOwner: COO
Supplier on-time is 88% against a 92% target.
Likely causeOne packaging supplier missed 6 of its last 14 delivery dates.
CorrectionSplit the next 2 orders with the backup supplier.
Supplier on-time
Order fill rate
Freight cost per order
How a Signal Leads to Action
AI Signals flags the KPI, finds the likely cause and recommends a correction. Your team decides and acts in its own systems, and AI Signals tracks the recovery.
Raised
A KPI breaks a rule that its plan and calendar do not explain. AI Signals ranks it critical or warning, so the slips that need a decision today come first.
2 criticalDays sales outstanding, gross margin
1 warningFreight cost per order
5 on target
Days sales outstanding, weekly
Likely Cause
AI Signals follows linked KPIs back to where the slip starts. Each piece of evidence sits against its target, so the owner can check the cause before acting.
Cash is slipping: three trade accounts are paying late.
Evidence
Days sales outstanding52 daysTarget 45 days
Overdue more than 60 days$1.9MCap $0.6M
Trade accounts behind it3 of 41261 to 68 days late
View finance KPIsView cash flow
Course Correction
AI Signals recommends a step, with the figures that decide it, and names the KPI’s owner. The owner decides and acts through the team’s own systems and approvals.
Hold credit on accounts over 60 days overdue.
Together they hold 83% of the $2.3M in receivables above target.
AccountOverdueDays late
Trade account A$0.9M68
Trade account B$0.6M63
Trade account C$0.4M61
Total$1.9M
Tracked
AI Signals keeps reading the KPI against its target after the change. The KPI stays flagged until it is back on target, so leaders see whether the correction is working.
Days sales outstanding, weekly
Questions About AI Signals
Another question? Bring it to the strategy session.
How is AI Signals different from AI Insights?
AI Insights reports the facts behind a change. AI Signals watches each KPI against its target and recommends the course correction.
Can targets change with the plan?
Yes. Targets can vary by season, channel or region, and follow the plan.
Does AI Signals act on its own?
No. It recommends a correction, and the KPI’s owner chooses what to do, in your own systems.
How does AI Signals decide what comes first?
Each KPI is scored against its target as critical, warning or healthy, by rules agreed with your leaders. Critical slips come first, with the KPIs linked to them.
Which KPIs can it watch?
The KPIs your leaders choose, from revenue and margin to stock, delivery, customer satisfaction and cash, once their data is connected.
What does Rudder Analytics set up?
The data connections, the KPI definitions, and each KPI’s targets, rules and owners, agreed with your leaders. Rudder Analytics then tunes the signals as the business changes.
A Strategy Session on Your KPIs
Bring the KPIs your leadership team reviews each month. Rudder Analytics shows which signals would come first, and the context each one needs.
