CH.00 — ABSTRACT A STUDY IN CUSTOMER EXPERIENCE

Turning chaos into code. Code into scale.

Abdlraoof Massarani helps business owners from SMEs to enterprise organizations,  implement automation and AI that pay for themselves. Fourteen years of data practice; currently Data Analyst II, Training & Quality at Tabby.

field   = automation + ai_implementation
method = llm_qa · dags · n8n
client = sme → enterprise
status = accepting_new_clients
Enter the laboratory → Read the story
SCROLL — THE FIELD REARRANGES ITSELF ↓
CH.01 — THE ANALYST

Two countries, fourteen years, one obsession: the customer.

From co-founding SEA Statistics in Syria to running Training & Quality Data Analyst for Tabby's CX in the UAE, the throughline is turning messy human feedback into rigorous, automated systems. Applied statistician by education (Damascus University, MSc & BSc), teacher by instinct: over 35,000 learners registered for his online courses on Rwaq, with training delivered for UN agencies, IECD, and Sanad.

NOW
Tabby — Data Analyst II, Training & Quality (CX)
LLM-driven QA, coaching analytics, CX automation. Dubai.
UAE ×6y
Operations & data across e-commerce and services
Ops management, BI dashboards, business development.
SYR ×8y
Co-founder, SEA Statistics & Economic
Academic research analysis, survey design, SPSS & EViews consulting.
ALWAYS
Trainer & volunteer
UN agency projects, IECD, Sanad · 35k+ course registrants on Rwaq.
Abdlraoof Massarani
FIG. 1 — THE ANALYST
YEARS IN DATA
LEARNERS
COUNTRIES
CH.02 — THE PRACTICE

Four disciplines that compound into one operating system.

§ 2.1

CX Quality by LLM

Customer-service QA at full coverage — LLMs score every conversation for empathy, accuracy, and compliance; humans coach where it matters.

llm_eval · rubrics · model_testing
§ 2.2

Automation & DAGs

Workflow architectures in n8n and orchestrated pipelines — from a first automation for an SME to enterprise-grade orchestration.

n8n · dags · integrations
§ 2.3

BI & Analytics

Decision-grade dashboards and statistical analysis — from boardroom KPIs to academic-rigor research.

metabase · tableau · powerbi · spss · eviews · odoo
§ 2.4

Training & Research

Survey and questionnaire design, academic research analysis, and building teams that outgrow their trainer.

survey_design · research · coaching
HOW WE WORK — SME TO ENTERPRISE
1
Audit
We map your workflows and find where time and money leak. You get a prioritized automation plan — yours to keep.
2
Pilot
One high-impact automation, live in weeks — measured against a baseline so the ROI is a number, not a promise.
3
Scale
Roll out across the organization, document everything, and train your team to own the system.
CH.03 — THE LABORATORY PLAYABLE

Don't read about the work. Run it.

Two live simulations of real systems — an LLM quality evaluation and an n8n-style automation. Press the buttons.

SIM.A — LLM QA EVALUATION idle
My payment failed twice and I was still charged. I'm really frustrated.
I completely understand — seeing a double charge is stressful. I've confirmed the duplicate and released it; you'll see the reversal within 24h. I'm also adding a note so it can't recur.
EMPATHY
—
ACCURACY
—
COMPLIANCE
—
RESOLUTION
—
VERDICT: PASS · 93/100
SIM.B — AUTOMATION DAG (n8n) runs: 0
webhookticket in parseclean + route llm classifyintent + risk crmupdate alertescalate logmetabase
avg 1.8s end-to-end
CH.04 — VOICES
"One of those rare professionals who has the intellectual ability to understand the linkages between particular facts…"
— LINKEDIN RECOMMENDATION · BUSINESS SOLUTIONS, DAMASCUS
CH.05 — THE JOURNAL

Notes on automating your business, written from the trenches.

Short, practical reads — no jargon, no hype. The same playbooks I use with clients.

01 The 1,000-hour audit: where businesses actually lose time Most companies don't have a data problem. They have a copy-paste problem. 4 MIN READ

Every audit I run finds the same three leaks: information retyped between systems, status questions answered by humans ("where is my order?", "was this approved?"), and reports assembled by hand every Monday. None of them feel expensive. Together they routinely consume over 1,000 staff-hours a year in a 20-person company.

The fix is rarely "buy new software." It's connecting what you already own: your store, your CRM, your spreadsheets, your inbox. One n8n workflow that moves an order from checkout to invoice to delivery-update kills a whole category of questions before they're asked.

Start by writing down every task someone does more than five times a week. If it follows rules, it can be automated — and reviewing that list is the highest-ROI meeting your company will have this year.

Apply this to your business — book a free audit →
02 Your first automation should be boring Skip the AI moonshot. Automate the task everyone hates — by Friday. 3 MIN READ

Ambitious first projects are how automation initiatives die. The winning first move is small, high-frequency, and low-risk: invoice reminders, lead routing, a daily sales summary posted to your team chat.

Boring wins for a reason: you can measure it. Take a baseline — hours spent, errors made, response times — then let the workflow run for two weeks and compare. When the number is undeniable, budget conversations change tone completely.

Momentum matters more than sophistication. Three boring automations that visibly work will earn you the mandate for the ambitious one — and by then, your data will be clean enough to deserve it.

Apply this to your business — book a free audit →
03 QA at 100% coverage: what LLMs change about customer experience You already have the conversations. Now you can finally read them all. 4 MIN READ

Traditional QA samples 2–5% of support conversations. The other 95% — the churn signals, the compliance risks, the coaching moments — evaporate. LLMs make it economical to score every single conversation against your own rubric: empathy, accuracy, compliance, resolution.

The surprise isn't catching bad conversations; it's finding the great ones. Full coverage shows you which phrases calm angry customers, which agents deserve promotion, and which product issue quietly generated 300 tickets last month.

Keep humans exactly where they outperform machines: coaching, edge cases, and deciding what "good" means. The model reads everything; your team acts on what matters.

Apply this to your business — book a free audit →
CH.06 — THE GATEWAY

Let's architect your next competitive edge.

It's --:-- in Dubai. The audit is free, the plan is yours to keep, and replies come within a day — abdlraoof.massarani@tabby.ai

Book a free automation audit → LinkedIn ↗