What Our Clients Have to Say
Honest feedback from organizations that have worked with us on proof of concepts, workflow orchestration, and team development.
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Kanokwan Srisombat
COO, Logistics Firm · Bangkok
We engaged Pulsarix for a proof of concept to predict delivery delays in our supply chain. Within five weeks, they had a working model using our actual dispatch data. The comparison against our existing method was clear and helped our board approve the next phase. They were straightforward about what the model could and couldn't do, which we really appreciated.
January 18, 2026
Piyapong Naruebet
IT Director · Manufacturing, Samut Prakan
The workflow orchestration project touched six different systems — our ERP, production scheduling, quality tracking, and more. Pulsarix mapped everything out before writing any code, which made the whole process feel controlled. There were a couple of integration hiccups midway, but they addressed them quickly. Our operators adapted to the new system faster than expected because the training was tailored to their daily tasks.
January 25, 2026
Supatra Thongprasert
HR Director · Financial Services, Bangkok
We enrolled 24 employees in the AI capability building program — a mix of analysts, developers, and two senior managers. The program was customized to our industry context and used our own data for projects. Four months later, the team is now running their own model evaluations without external help. That kind of independence was exactly what we were after.
February 1, 2026
Wichai Chanprasit
CEO · E-commerce, Nonthaburi
Started with a POC for customer segmentation. The results were good enough that we moved into a full workflow orchestration for our recommendation engine within two months. Pulsarix was patient with our questions and never oversold what the technology could do. The transition from one phase to the next felt natural.
January 12, 2026
Monthira Phetcharat
Data Team Lead · Insurance, Bangkok
The team development program gave our data engineers skills they'd been trying to pick up on their own for months. Having structured learning with our own claims data as the basis made everything click faster. My one note would be that the executive sessions could have been slightly longer — our leadership had a lot of questions.
January 30, 2026
Thanapol Pongsakorn
Operations Manager · Healthcare, Chiang Mai
We needed to streamline patient scheduling and resource allocation across three facilities. The proof of concept showed us where the biggest opportunities were, and the subsequent workflow integration handled the coordination between our systems. Communication throughout the project was clear and consistent — weekly updates, no surprises.
February 3, 2026
Client Success Stories
Detailed accounts of how AI integration delivered measurable improvements for our clients.
Logistics Company — Delivery Prediction Model
Challenge
A mid-size logistics operator in Bangkok was experiencing 22% late deliveries. Their existing scheduling relied on static routes and fixed time estimates, which couldn't account for real-time variables like traffic patterns and seasonal demand fluctuations.
Solution
Pulsarix developed a POC that used historical delivery data, weather patterns, and traffic information to predict delivery windows more accurately. The model was tested against six months of actual outcomes to validate performance.
Results
Late deliveries dropped to 9% within the first quarter of deployment. The company subsequently commissioned a workflow orchestration project to integrate the prediction model with their dispatch system.
"The POC gave us the evidence we needed to move forward with confidence. The improvement in on-time delivery has had a noticeable impact on client retention." — K.S., COO
Financial Services Firm — Team AI Capability Program
Challenge
A Bangkok-based financial services company had invested in AI tools but lacked internal expertise to evaluate, maintain, or improve them. External consultants were needed for every change, creating delays and high costs.
Solution
A five-month capability building program was designed for 24 employees across three role levels. Training used the company's own fraud detection and risk assessment data, with project-based assessments throughout.
Results
Within six months of program completion, the team independently developed and deployed two new models — one for document classification and one for anomaly detection. External consulting spend dropped by approximately 60%.
"The program didn't just teach theory — it gave our people practical skills they could use the next day. That's what made it worth the investment." — S.T., HR Director
E-commerce Company — Recommendation Workflow
Challenge
An online retailer with 50,000+ monthly active users was using rule-based product recommendations that hadn't changed in two years. Conversion rates on recommended products were declining steadily.
Solution
A two-phase engagement: first, a POC to validate an ML-based recommendation approach; then, a workflow orchestration project to integrate the model with the website, inventory system, and marketing platform.
Results
Conversion rate on recommended products increased by 34% in the first two months. The orchestrated workflow also automated promotional email content based on browsing behavior, reducing manual marketing effort by roughly 40%.
"From the first POC to a fully working system took about four months. The process was smooth and the team kept us informed at every stage." — W.C., CEO
By the Numbers
6+
Years in Operation
85+
Organizations Served
4.7
Average Client Rating
93%
POC-to-Production Rate
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