Client satisfaction at Kopi Logic

REF — KL-TESTIMONIALS

What clients say after working with us

Unedited perspectives from Singapore organisations who have been through our engagements — including what they found harder than expected, and what held up over time.

4.8

Average satisfaction (out of 5)

80+

Completed engagements since 2021

94%

Pilots reaching four-week review

100%

Engagements covered by NDA

TST — CLIENT REVIEWS

From the organisations we've worked with

WH

Wee Hwee Lim

Operations Director, logistics firm · Tanjong Pagar

"We came in thinking we needed a chatbot. The process map they produced in the first engagement made it clear the actual problem was in how handoffs between teams were documented — nothing to do with AI at all. That was worth the SGD 175 by itself."

Reviewed April 2025

RC

Rashida Chua

Finance Manager, SME · Jurong East

"The pilot they designed for our monthly reporting cycle cut the manual compilation time from about three hours to forty minutes. The runbook they left behind was clear enough that our accountant could modify the prompts herself without coming back to them."

Reviewed March 2025

TK

Thiru Kannan

Head of Customer Service, retail group

"The departmental programme took about four months for our customer service team of twelve. The training sessions were practical rather than theoretical, which helped. Some of our staff were initially cautious about the AI tools, and I thought Kopi Logic handled that carefully — they didn't rush it."

Reviewed April 2025

LB

Lee Bee Ling

General Manager, professional services · CBD

"I appreciated that they were upfront when one of our proposed workflows wasn't a good fit for current AI tools. They could have taken the money and delivered something mediocre. Instead they redirected the scope toward something that actually held up."

Reviewed March 2025

AM

Amir Madani

Co-founder, tech startup · one-north

"As a small team, we didn't have time to experiment ourselves. The pilot engagement gave us a working document review system within six weeks. The four-week review was genuinely useful — we made two adjustments to the prompting approach based on what the data showed."

Reviewed April 2025

JN

Janet Ng

HR Director, mid-size manufacturer

"The change management side was done well. Our operations staff had mixed feelings at the start, which is normal. The training sessions were patient, and the team checked in on how people were finding the tools — not just whether the systems were running."

Reviewed February 2025

TST — CASE STUDIES

Three engagements in detail

CASE-001 · FINANCE DEPARTMENT · SGD 720 PROGRAMME

Month-end reporting, a finance team of six

Challenge

The finance team spent three to four days each month consolidating reports from five separate systems. The process relied on one senior staff member who understood how the data connected, and there was no written record of the steps involved.

Engagement

Process discovery sessions identified the three most time-intensive steps. Two were addressed with AI-assisted data formatting; the third required a process change rather than technology. A written runbook documented the full revised workflow. Staff training covered both the new tools and the updated manual steps.

Outcome

Month-end reporting time reduced from 3–4 days to approximately one day. The process was fully documented for the first time, meaning the organisation was no longer dependent on one individual's knowledge.

"The documentation alone was worth the engagement."
— Finance Director

Duration: 14 weeks · Completed January 2025

CASE-002 · CUSTOMER SERVICE · SGD 380 PILOT

First-response triage for a high-volume enquiry channel

Challenge

A customer service team handling 200–300 inbound enquiries per day was spending significant time on initial categorisation and routing before any substantive response could begin. Response times were longer than the team's own standard.

Engagement

A pilot was designed to handle initial categorisation and draft first-response templates for the most common enquiry types. The pilot ran for four weeks with a structured review at the midpoint and end. The runbook documented the prompt design and how to update it as new enquiry types emerged.

Outcome

First-response time for the targeted enquiry types improved by approximately 35%. The team adopted the tools without significant friction, partly because the training was paced across the first two weeks rather than delivered in a single session.

"The four-week review was where we made the most useful adjustments."
— Customer Service Lead

Duration: 7 weeks · Completed March 2025

CASE-003 · OPERATIONS · SGD 175 DISCOVERY

Process mapping before a planned ERP upgrade

Challenge

An operations team was about to begin an ERP upgrade and wanted to understand which manual workarounds had grown up around the existing system before making decisions about the new one. Several workarounds were undocumented.

Engagement

Two on-site sessions with the operations and procurement teams. The resulting process map identified eleven distinct workarounds, four of which the management team had not known existed. The recommendations memo outlined which workarounds reflected genuine process gaps and which could be retired with the ERP upgrade.

Outcome

The organisation used the process map as a brief for their ERP implementation team. Three items that would have been replicated in the new system were retired instead. No AI tools were recommended — the engagement concluded that the ERP upgrade addressed the primary frictions identified.

"We didn't expect them to recommend doing less with technology. It was the right call."
— Operations Manager

Duration: 3 weeks · Completed February 2025

CNT — REACH US

Talk to us about your situation

Telephone

+65 6483 2917

Office

18 Cross Street, #08-04
Singapore 048423

Office hours

Monday – Friday: 9:00 am – 6:00 pm
Saturday: 10:00 am – 1:00 pm

TST — CREDENTIALS

Professional standing

PDPA-aware practice

Reviewed and confirmed annually against PDPC guidelines

SME Centre @ SCCCI advisory network

Member organisation providing peer review access

AISG ecosystem participant

Engaged with Singapore's AI governance development since 2022

Mutual NDA standard practice

All client engagements protected before first session

CTA — NEXT STEP

Curious whether this would suit your organisation?

Process Discovery is a low-commitment way to find out. A short initial conversation is usually enough to tell whether it's worth proceeding — and we'll say so directly either way.

Request a Conversation