CustomerPulse AI / analytics

Analytics

Customer recovery, action effectiveness and AVO governance.

AVO: Demo fallbackPublisher: Demo Publisher

tierregionchannelactioncampaign

Management Insights

Filters update KPIs, insights and table

Calculated state

Recovery monitoring · Omar Aziz

Risk recalculated to High · 73 · No new outcome recorded in this session

Affected: Monitored customer · Confidence: Medium. This does not establish causation.

Observed data

Most important positive change

0 completed recovery actions · vs previous period

Affected: Strategic customers · Confidence: High. This does not establish causation.

Calculated operational data

Most important negative change

9% segment revenue run-rate decline · Previous comparable 90-day run-rate vs Current 90-day run-rate

Affected: North Food & beverage · Confidence: Medium. This does not establish causation.

AVO interpretation

Largest churn driver

Unresolved service follow-up · 5 evidence-linked messages

Affected: Critical-risk customers · Confidence: Medium. This does not establish causation.

Calculated estimate

Highest-risk segment

1 High/Critical · 30 filtered customers

Affected: All regions · Confidence: High. This does not establish causation.

Observed data

Most effective retention action

Service recovery · 0 positive recorded outcomes

Affected: Strategic · Confidence: Medium. This does not establish causation.

Scheduling workflow data

Best-performing marketing channel

Instagram · 2 scheduled post records; performance events are not yet imported

Affected: Consented audience · Confidence: Low. This does not establish causation.

Calculated estimate

Approval bottleneck

1 pending reviews · No median wait claimed without complete event timestamps

Affected: Sales queue · Confidence: High. This does not establish causation.

AVO interpretation

AVO governance concern

0 staff-review signals · staff review required

Affected: All segments · Confidence: Medium. This does not establish causation.

Recommendation

Recommended management response

Review 1 pending actions and MKT-003 · 9 filtered actions · 2 filtered scheduled posts

Affected: All regions · Confidence: Medium. This does not establish causation.

Filtered customers30

High / Critical risk1

Revenue at riskRM 70,152

Average churn score33

Filtered customer risk table

Customer	Tier	Region	Risk	Score	Revenue at risk
CUS-1001 · Maya Tan	Core	Central	Medium	55	RM 102,521
CUS-1002 · Ethan Lim	Standard	South	Low	14	RM 4,004
CUS-1003 · Priya Nair	Growth	North	Medium	43	RM 33,626
CUS-1004 · Omar Aziz	Growth	East	High	73	RM 70,152
CUS-1005 · Noah Demo	Standard	North	Medium	53	RM 6,360
CUS-1006 · Sofia Demo	Standard	North	Medium	50	RM 8,050
CUS-1007 · Lucas Demo	Standard	North	Medium	47	RM 9,494
CUS-1008 · Amara Demo	Standard	North	Medium	44	RM 10,692
CUS-1009 · Kai Demo	Standard	North	Low	29	RM 8,236
CUS-1010 · Nadia Demo	Standard	North	Low	26	RM 8,450
CUS-1011 · Ravi Demo	Standard	North	Low	32	RM 11,712
CUS-1012 · Mei Demo	Standard	North	Medium	40	RM 16,280
CUS-1013 · Zara Demo	Standard	North	Low	26	RM 11,648
CUS-1014 · Jon Demo	Standard	North	Low	22	RM 10,758
CUS-1015 · Iris Demo	Growth	North	Low	28	RM 14,840
CUS-1016 · Adam Demo	Growth	East	Low	27	RM 15,417
CUS-1017 · Lina Demo	Standard	North	Low	31	RM 18,972
CUS-1018 · Theo Demo	Standard	Central	Low	28	RM 18,284
CUS-1019 · Sam Demo	Growth	South	Low	25	RM 17,350
CUS-1020 · Hana Demo	Growth	East	Medium	42	RM 30,870
CUS-1021 · Leo Demo	Growth	North	Low	19	RM 14,744
CUS-1022 · Anika Demo	Growth	Central	Low	16	RM 13,072
CUS-1023 · Ben Demo	Growth	South	Low	31	RM 26,598
CUS-1024 · Yasmin Demo	Growth	East	Medium	38	RM 34,162
CUS-1025 · Arun Demo	Growth	North	Low	33	RM 31,020
CUS-1026 · Elle Demo	Growth	Central	Low	21	RM 20,601
CUS-1027 · Max Demo	Growth	South	Low	18	RM 18,396
CUS-1028 · Sara Demo	Growth	East	Low	26	RM 27,638
CUS-1029 · Ian Demo	Growth	North	Low	30	RM 33,120
CUS-1030 · Nora Demo	Growth	Central	Medium	36	RM 41,220