Client: Leading Quick Commerce Platform (India)
Challenge: Declining CSAT, Rising Social Media Escalations
Solution: Process Optimization + Targeted Training + Escalation Matrix
Results: 17% CSAT Increase | 40% Fewer Escalations | 60 Days
When 68% CSAT Becomes a Brand Crisis
Customer satisfaction in quick commerce is harder to maintain than in any other retail format. The promise is speed and accuracy, and every failure is visible immediately.
Preethi managed the customer experience for one of India’s fastest-growing quick-commerce platforms. Her team handled thousands of interactions daily, including delayed deliveries, wrong orders, refund requests, and the particular fury of a customer who ordered groceries at 11 pm and received the wrong items.
Quick commerce runs on a promise: fast, right, every time. When that promise breaks, customers do not call quietly. They post. And in 2023, Preethi’s platform was watching complaint threads go viral on social media twice a week.
CSAT scores sat at 68%, stagnant for two quarters despite multiple internal initiatives. Social media escalations ran at 200 per week. First-call resolution stood at 55%, meaning nearly half of all customer issues required a second or third contact before resolution. The brand trusts that the company had spent crores building, but it was eroding one frustrated post at a time.
The challenge Excellential walked into was not a training problem. It was a customer-satisfaction quick-commerce problem, systemic, structural, and urgent.
What Was Actually Breaking Down
When Excellential began the diagnostic, two root causes emerged quickly.
First, service quality was inconsistent across call centres. Different teams handled the same types of complaints differently, with no shared framework for empathy, escalation, or resolution. A customer complaining about a delayed order might reach an agent who resolved it in three minutes or one who transferred the call twice and still did not fix it, depending entirely on which centre picked up.
Second, the escalation process had no structure. Complaints moved through L1, L2, and L3 teams without clear SLAs or ownership. By the time a complaint reached someone with the authority to resolve it, the customer had already posted about the experience publicly.
Excellential mapped over 50 customer touchpoints across the journey from order placement to delivery failure to complaint resolution to identify exactly where the experience was breaking down and why.
What Was Actually Breaking Down
When Excellential began the diagnostic, two root causes emerged quickly.
First, service quality was inconsistent across call centres. Different teams handled the same types of complaints differently, with no shared framework for empathy, escalation, or resolution. A customer complaining about a delayed order might reach an agent who resolved it in three minutes or one who transferred the call twice and still did not fix it, depending entirely on which centre picked up.
Second, the escalation process had no structure. Complaints moved through L1, L2, and L3 teams without clear SLAs or ownership. By the time a complaint reached someone with the authority to resolve it, the customer had already posted about the experience publicly.
Excellential mapped over 50 customer touchpoints across the journey from order placement to delivery failure to complaint resolution to identify exactly where the experience was breaking down and why.
What Changed in 60 Days
CSAT moved from 68% to 85% – a 17-point improvement in two months. Social media escalations dropped from 200 to 120 per week, a 40% reduction. First-call resolution rose from 55% to 82%.
Agent attrition fell 20% – a result nobody had explicitly targeted, but that followed naturally from clearer workflows, better tools, and managers who could now coach with data rather than instinct.
The Head of Operations put it simply: “Excellential’s blend of process rigour and people-centric training turned our CX around in record time.”
What Customer Satisfaction in Quick Commerce Actually Requires
Quick commerce customer satisfaction does not fail because agents do not care. It fails because the system around them does not give them the tools, the clarity, or the escalation pathways to actually resolve what customers need.
Training without structure produces polite agents who still cannot fix the problem. Structure without training produces efficient processes that still feel cold. The combination — redesigned workflows followed by targeted capability building is what moves the needle on customer satisfaction. Quick commerce platforms are staking their brand reputation on.
The 60-day timeline was tight. The results were measurable. And the changes were built to last beyond the engagement.
Excellential is an HR and L&D consulting firm with over 24 years of expertise in talent acquisition, leadership development, and talent management. Our consultants and practitioners work with startups, SMEs, and enterprises across India to build people practices that drive real business outcomes.
