Satya Upadhyaya Casino Group · Guest Experience Division
Confidential · Executive Dossier
Transformation Programme · All Three Phases

Guest Experience Automation

How a 3-property casino group transformed its complaints infrastructure from a manual, fragmented liability into an intelligent, commercial asset, in ten weeks.

11
Workflows Built
3
Properties · Cities
9
Divisions Connected
10
Weeks · Full Deploy
n8n · Saleslogix CRM · Unica Campaign · Twilio · Gmail
↓
Read the full story
01
The Problem
Why This Needed to Change

Three properties. Nine divisions. One broken process.

The Guest Relations team had a problem that looked operational on the surface but was quietly doing commercial damage underneath. Every day, complaints arrived through six different channels and disappeared into a manual process that was slow, invisible, and commercially blind.

01
The FTE Grind
Three dedicated headcount spent their days reading, categorising, and manually entering every complaint into Saleslogix. No classification intelligence. No automation. Pure mechanical effort, on repeat, every day.
~18 FTE-hours per day consumed by data entry
02
The Guest Silence
Guests in a 5-star casino environment received no acknowledgement, no named contact, no ETA, and no updates during investigation. In a premium service context, silence is not neutral, it is actively damaging to trust and loyalty.
4+ hours before any guest acknowledgement
03
The Broken Middle
When a case was routed to a division team, Customer Relations essentially lost sight of it. No structured brief. No SLA awareness. No update prompts. When a guest called for progress, agents described it as "a struggle every time."
No visibility from handoff to resolution
04
The Analytics Gap
Leadership wanted to understand complaint volumes by property, division, channel, and resolution rate. The answer was a Friday afternoon spreadsheet exercise, 3–4 hours of manual collation, producing a report that was already outdated by Monday.
3–4 hrs manual effort per weekly report
05
The Escalation Blindspot
SLA breaches were discovered reactively, when a guest escalated, when a complaint became a dispute, or when a situation had already caused reputational harm. There was no proactive monitoring. No early warning system. Just reaction.
Breaches discovered only after guest escalation
06
The Commercial Blindspot
The most commercially damaging problem was invisible. Saleslogix held all complaint data. Unica ran all campaigns. Neither system knew about the other. Guests with open, unresolved complaints were receiving promotional offers. The brand was actively undermining itself.
Campaigns firing at dissatisfied guests, daily

"When a guest calls asking for a progress update on their complaint, our agents have to call the division team, wait for a response, then call the guest back. It takes 30–60 minutes, and sometimes we still don't have the answer. It's a struggle every time."

02
The Transformation
What Changed and How

From fragmented and manual to intelligent and unified, in three phases.

The programme was designed as three sequential phases, each delivering standalone value while building the infrastructure for the next. Every phase could be activated independently. Together they form a complete end-to-end intelligence system.

The Organisation Before
×6 complaint channels operating independently with no unified intake
×4+ hours before guests received any acknowledgement
×Manual Saleslogix data entry consuming 3 dedicated FTE
×Division teams received vague handoffs, no brief, no SLA, no expectations
×CR agents could not answer progress queries without chasing division teams
×Leadership analytics required 3–4 hours of manual spreadsheet work weekly
×Marketing campaigns firing to guests with open unresolved complaints
×No re-engagement capability, no signal in Unica about complaint history
→
The Organisation After
✓All 6 channels feed one normalised pipeline, one schema, one case standard
✓Personalised acknowledgement sent in under 2 minutes, via original channel
✓Claude AI classifies every complaint, type, severity, SLA, escalation flag
✓Division teams receive structured briefs with SLA deadline and explicit expectations
✓CR agents answer any progress query in 10 seconds, live Saleslogix data
✓Leadership report delivered automatically Monday 7AM, 9 sections, live data
✓Unica suppression activates within seconds of case creation, zero manual effort
✓Positive CSAT → re-engagement flag set, highest-propensity NBA segment created
✓ Built
Phase 01 · Weeks 1–3 · WF01–04
Intake & Acknowledgement
4 workflows · Immediate FTE relief
  • All 6 channels unified into one pipeline
  • Claude AI classification engine
  • Saleslogix case auto-creation
  • Channel-aware guest acknowledgement <2min
  • Escalation alerts for critical cases
✓ Built
Phase 02 · Weeks 4–6 · WF05–08
Routing & Visibility
4 workflows · Fixes the broken middle
  • Smart routing with structured division brief
  • SLA monitor, every 2 hours, 3-band alerts
  • Division update processor, instant CR notification
  • Resolution communications, personalised, channel-matched
  • 24-hour CSAT survey trigger
✓ Built
Phase 03 · Weeks 7–10 · WF09–11
Intelligence & Strategy
3 workflows · Commercial intelligence layer
  • Unica campaign suppression bridge
  • CSAT 3-band response routing + NBA flag
  • Monday 7AM leadership analytics report
  • Re-engagement candidate segment created
  • Next Best Action data foundation live
03
The Guest Journey
End to End, What Happens Now

Every complaint travels a consistent, intelligent, auditable path.

From the moment a guest makes contact, regardless of channel, the system takes over. Every step is automated, personalised, and logged in Saleslogix. The guest never feels like they are dealing with a process. They feel like they are being handled by a person.

1
Phase 1 · WF01 / WF04
Guest makes contact, any channel
Email, web form, app, kiosk, restaurant booking, or phone call. Every channel feeds the same normalised pipeline. The intake channel is recorded and preserved, it will be used for every subsequent communication.
2
Phase 1 · WF02
AI classifies the complaint in seconds
Claude AI analyses the complaint text, property context, and division. It determines complaint type, severity (low / medium / high / critical), SLA window, key issues, and whether immediate escalation is required. A Saleslogix case is created automatically with a case number.
3
Phase 1 · WF03
Guest is acknowledged within 2 minutes
A personalised acknowledgement is sent via the guest's original channel, HTML email for digital channels, SMS for phone and kiosk, push notification for app. The message includes the case number, property name, and a realistic timeframe. First impressions after a complaint are everything.
4
Phase 3 · WF09
Unica suppression activates instantly
Simultaneously with case creation, a signal is sent to Unica to suppress this guest from all outbound campaigns. No manual list. No marketing team involvement. The COMPLAINT_SUPPRESSED attribute is set to 1 on their Unica contact profile, the bridge is live from day one of Phase 3.
5
Phase 2 · WF05
Case is routed with a structured brief
Customer Relations routes the case. The division team, Casino Ops, Hotel Guest Services, or Restaurant Manager, at the correct property, receives a structured HTML brief: full complaint context, SLA deadline, and four explicit expectations. The guest simultaneously receives a personalised introduction from their named case manager, with an ETA.
6
Phase 2 · WF06
SLA monitor watches every open case
Every 2 hours, the monitor evaluates all open cases against their SLA window. At 50% elapsed, a gentle prompt to the division team. At 75%, a supervisor is copied and the CR agent is alerted. At breach, the CR Manager and Property Director both receive an escalation alert. Nothing ages silently.
7
Phase 2 · WF07
Division team updates flow instantly to CR
Division managers submit progress updates via a 60-second form. Each update immediately writes a structured note to Saleslogix, updates the case status, and sends a notification to the owning CR agent. When a guest calls asking for a progress update, the agent can answer in 10 seconds, not in a struggle.
8
Phase 2 · WF08
Resolution communicated, personally
When the division team marks the case as resolution-ready, the system fires a personalised resolution message to the guest, from the case manager by name, referencing the specific complaint and outcome, via the original intake channel. 24 hours later, a CSAT survey follows.
9
Phase 3 · WF10
CSAT score routes to the right outcome
Score 4–5: Unica suppression is lifted, the guest is flagged as a re-engagement candidate, and a warm thank-you is sent. Score 1–2: suppression is lifted, and the CR Manager receives a structured recovery alert with a 4-step action checklist. Every score is logged in Saleslogix.
04
Commercial Value
Why This Matters Beyond Operations

This is not a cost reduction programme. It is a commercial intelligence investment.

The operational improvements are significant. But the commercial case for this programme is built on something deeper, the creation of a unified service-to-marketing intelligence layer that did not previously exist in the organisation.

<2min
Guest acknowledgement time
↓ From 4+ hours · Phase 1
70%
FTE data entry burden reduced
↑ 3 FTE redirected to recovery · Phase 1
0sec
Delay from division update to CR notification
↓ From "struggle every time" · Phase 2
0hrs
Manual leadership report effort per week
↓ From 3–4 hrs every Friday · Phase 3
The Strategic Pivot, Phase 3
For the first time, your service data talks to your marketing system.
Saleslogix has always held the complaint and recovery data. Unica has always run the campaigns. Until Phase 3, neither system knew what was happening in the other. The consequence was predictable: guests with open unresolved complaints receiving promotional offers. And guests who were handled brilliantly, your highest-propensity re-engagement contacts, being treated identically to every other name on a list. Phase 3 ends both of these situations, permanently and automatically.
COMPLAINT_SUPPRESSED
COMPLAINT_CASE_NUMBER
COMPLAINT_RESOLVED_DATE
REENGAGEMENT_CANDIDATE
BP
Brand Protection, Automatic
From Phase 3 activation, no guest with an open complaint receives a marketing communication. Zero manual lists. Zero dependency on the marketing team knowing about open complaints. The protection is structural, not procedural.
Active from day 1 of Phase 3
RE
Re-Engagement Segment, Ready
Guests who score 4–5 on CSAT have experienced a problem and been handled well. They are at peak receptivity to a personalised re-engagement offer. This segment now exists in Unica as a selectable, targeted cohort, the highest-propensity group in the database.
REENGAGEMENT_CANDIDATE = 1 · NBA-ready
LI
Leadership Intelligence, Weekly
Every Monday at 7AM, the COO, all three Property Directors, and the CR Manager receive a complete analytics report. Cases by property. Cases by division. SLA compliance. CSAT trends. Case manager performance. Open critical cases. No one has to ask for it. No one has to build it.
9-section report · Monday 7AM · Zero effort
NBA
Next Best Action Foundation, Live
CSAT score, complaint history, resolution date, and re-engagement flag now live on every Unica contact. These are available as campaign selection criteria, offer eligibility rules, and decisioning signals today, creating the data foundation for a true NBA model without a separate infrastructure investment.
Service satisfaction → commercial decisioning

"The moment the Unica bridge activates, you become one of a small number of casino operators in the region with a live service-to-commercial intelligence layer. The advantage is not in the technology, it is in the data that accumulates from day one."

05
What Was Built
Programme Infrastructure, 11 Workflows

A complete operational intelligence system, production-ready and importable.

All 11 workflows are built, documented, and ready to import into n8n. Each is fully self-contained with comprehensive error handling, structured logging, and defined fallback behaviours. No workflow fails silently.

6 channels
Email · Web · App · Kiosk · Booking form · Phone (agent-logged)
All unified into one intake pipeline
3 systems
n8n automation · Saleslogix CRM (SData API) · Unica Campaign (REST API)
Connected for the first time
9 units
3 properties × 3 divisions = Casino · Hotel · Restaurant per city
All receiving structured case briefs
# Workflow Purpose Trigger Phase Status
01 Digital Channel Intake Receives complaints from web, app, kiosk, booking, phone-log via webhook Webhook POST Phase 1 Built
02 Intake Hub (Orchestrator) AI classification, Saleslogix case creation, escalation logic Sub-workflow Phase 1 Built
03 Acknowledgement Agent Personalised acknowledgement, email, SMS, or push, via original channel Sub-workflow Phase 1 Built
04 Email Channel Intake Gmail trigger monitors complaints inbox, parses, normalises, and passes to Hub Gmail Trigger (1min) Phase 1 Built
05 Smart Case Routing Agent Structured division brief + case manager introduction to guest Webhook POST (CR agent) Phase 2 Built
06 SLA Monitor & Escalation Engine Polls all open cases every 2hrs, prompts at 50%, escalates at 75%, alerts at breach Schedule (2hr) Phase 2 Built
07 Division Update Processor Division teams post updates, Saleslogix updated instantly, CR agent notified Webhook POST (division) Phase 2 Built
08 Resolution & CSAT Agent Personalised resolution to guest, waits 24hrs, sends CSAT survey Sub-workflow (WF07) Phase 2 Built
09 Unica Suppression Bridge Suppress on case open, lift + flag on positive CSAT, Unica REST API Sub-workflow Phase 3 Built
10 CSAT Response Processor Routes by sentiment band, positive, neutral, negative, triggers appropriate actions Webhook POST (form) Phase 3 Built
11 Weekly Analytics Report Queries Saleslogix, builds 9-section HTML report, emails leadership Monday 7AM Schedule (Mon 7AM) Phase 3 Built
06
Stakeholder Impact
Everyone in the Chain Gains Something Specific

This programme touches every stakeholder, with a different, measurable benefit for each.

GU
The Guest
Receives an acknowledgement within 2 minutes. Gets a named case manager with an ETA. Receives a personalised resolution from a person, not a system. Their satisfaction is followed up. If they were handled well, they become a valued re-engagement candidate, not just another contact on a list.
CR
Customer Relations Team
Manual data entry is eliminated. Case routing is structured. Division updates flow instantly to their inbox. When a guest calls asking for progress, they can answer in 10 seconds. The team's value shifts from data entry to genuine guest recovery, the work they were hired to do.
DV
Division Teams
Receive structured, contextual briefs for every case, with the complaint detail, SLA deadline, and explicit expectations. SLA prompts fire automatically. Updates are submitted via a 60-second form. The expectation framework is built in, there is nothing to interpret or remember.
EX
Executive Leadership
A 9-section analytics report arrives Monday at 7AM, before they reach their desks. SLA compliance rates, case volumes by property and division, open critical cases, CSAT trends. SLA breaches at any property trigger an immediate Director-level alert. No one needs to request a briefing.
MK
Marketing Team (Unica)
Campaign suppression is structural, not procedural. No manual lists. No coordination with Guest Relations. The re-engagement segment is populated automatically. CSAT data is now available as a campaign selection criterion. Service satisfaction flows into commercial decisioning for the first time.
OR
The Organisation
A unified service-to-commercial intelligence layer that the organisation did not have before. Complaint data, CSAT scores, and re-engagement signals now feed into campaign decisions. The foundation for Next Best Action, churn prediction, and lifetime value optimisation is built and live.
07
Go Deeper
Three Detailed Phase Dossiers Available

This document is the overview. The detail lives in the phase dossiers.

Each phase has a dedicated dossier, built for technical leaders, operations managers, and implementation teams. They contain the complete workflow architecture, data flow diagrams, API structures, setup checklists, risk registers, and copy-ready communication templates.

01
Phase 1 Dossier, Intake & Acknowledgement
Full architecture for the 4-workflow intake system. Multi-channel normalisation, Claude AI classification prompt engineering, Saleslogix SData API integration, channel-aware acknowledgement routing, and escalation logic. Includes the agent phone-log form design and Gmail label configuration guide.
Phase 1 Technical Dossier →
02
Phase 2 Dossier, Routing, Visibility & Resolution
The 9-entry division routing matrix, SLA escalation band architecture, the division update form design, 5 update type classifications, and the 24-hour Wait node CSAT trigger. Covers the full before/after of the "broken middle" with the live command view design for CR agents.
Phase 2 Technical Dossier →
03
Phase 3 Dossier, Intelligence & Strategy
Unica Platform REST API authentication flow, the 4 custom audience attribute specifications, suppression and re-engagement payload schemas, CSAT 3-band routing logic, and the Monday 7AM report's 9-section analytics engine. Includes the NBA data model architecture and Unica administrator setup guide.
Phase 3 Technical Dossier →
Ready to Activate

All 11 workflows are built.
The programme is ready to deploy.

Three credentials to configure. One Unica administrator session to create four fields. One go-live review to validate end-to-end. Then the system runs itself.

Book Programme Activation Review → Request Full Technical Documentation