RIntelligence
BProof grade
10Metrics retained
1Evidence records
WatiVendor

Reported outcomes

40 %First-response-time reductionNo measurement window was disclosed for this reported value. · WatiBaseline: No comparable baseline was disclosed for this reported value. · Formula: Wati reports the value directly without enough numerator, denominator, cohort or calculation detail to reproduce it.
25-30 %Resolution-time reductionNo measurement window was disclosed for this reported value. · WatiBaseline: No comparable baseline was disclosed for this reported value. · Formula: Wati reports the value directly without enough numerator, denominator, cohort or calculation detail to reproduce it.
20-25 %Conversations-per-agent increaseNo measurement window was disclosed for this reported value. · WatiBaseline: No comparable baseline was disclosed for this reported value. · Formula: Wati reports the value directly without enough numerator, denominator, cohort or calculation detail to reproduce it.
100 %Confirmations and reminders automatedNo measurement window was disclosed for this reported value. · WatiBaseline: No comparable baseline was disclosed for this reported value. · Formula: Wati reports the value directly without enough numerator, denominator, cohort or calculation detail to reproduce it.
45 %Manual check-in reductionNo measurement window was disclosed for this reported value. · WatiBaseline: No comparable baseline was disclosed for this reported value. · Formula: Wati reports the value directly without enough numerator, denominator, cohort or calculation detail to reproduce it.
10-15 %Booking upliftNo measurement window was disclosed for this reported value. · WatiBaseline: No comparable baseline was disclosed for this reported value. · Formula: Wati reports the value directly without enough numerator, denominator, cohort or calculation detail to reproduce it.
4.5 out of 5Customer-satisfaction scoreNo measurement window was disclosed for this reported value. · WatiBaseline: 4.2 out of 5 · Formula: (4.5 - 4.2) / 4.2 = 7.14% relative increase; +0.3 points on a five-point scale.
1.5-2 FTE-months/monthPrior monthly manual workloadNo measurement window was disclosed for this reported value. · WatiBaseline: No comparable baseline was disclosed for this reported value. · Formula: Wati reports the value directly without enough numerator, denominator, cohort or calculation detail to reproduce it.
several days/quarter timeTechnical-maintenance timeNo measurement window was disclosed for this reported value. · WatiBaseline: No comparable baseline was disclosed for this reported value. · Formula: Wati reports the value directly without enough numerator, denominator, cohort or calculation detail to reproduce it.
0.3 pointsCSAT point increaseNo measurement window was disclosed for this reported value. · WatiBaseline: 4.2 to 4.5 out of 5 · Formula: 4.5 - 4.2 = 0.3 points.

Context and boundaries

Workflowcustomer_support_and_service–workflow_automation_and_ai_agentsAutomated guest confirmations, reminders, support and booking conversion.
Implementation??
CaveatsVendor-hosted and vendor-reported evidence; no customer-owned quantified publication was retained, so this case is not grade A.–No audited methodology or complete cohort definition was disclosed.vendor_owned

Source trail

  1. Zostel case study

    Vendor case reports 40% lower first-response time, 25-30% lower resolution time, 20-25% more conversations per agent, 100% automated confirmations and reminders, 45% fewer manual check-ins, 10-15% booking uplift and CSAT rising from 4.2 to 4.5 out of 5.

    company · accessed 2026-07-13
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