Case Studies

Case studies

How we've helped customers put AI into production across financial services, media, aviation, and consumer brands.

Overview

Real deployments, named customers

From campaign personalization to customer-cloud systems, each case says what was built, where it runs, and how far it went.

Open trust center View AWS Marketplace

Public customer cases

Customer work across campaign, rollout, and production.

Named customer references

Named customer stories with scope labels and source links.

Customer-cloud deployments

Cases that show customer AWS or managed delivery.

Rollout and production work

Cases currently in rollout or production.

Featured work

Featured customer work with clear scope labels and public references.

Generative AIInternal Product

AI Art Platform Scaled to 1.5M+ Users

QuickQR.Art demonstrated product-scale AI deployment with 1.5M+ users, proving the team can build and operate consumer-grade generative AI systems.

Proof source: Internal product data
Scope: Live product, 1.5M+ users
Deployment setting: Consumer-scale generative AI deployed on AWS infrastructure.

Public references

Case page QuickQR.Art

Internal ProductInternal Product

AgenticFlow SaaS — Internal Product Proof

AgenticFlow runs Pixel ML's own operations as the company's SaaS product. This case is internal product proof, not evidence for Studio or Sentinel customer workflows.

Proof source: Internal product data
Scope: Production platform, internally dogfooded
Deployment setting: AgenticFlow and Agentic Video both integrate with AWS services, while enterprise deployments can run in customer-controlled AWS environments.

Public references

Case page AgenticFlow AgenticFlow Docs

Generative AIFMCG Brand

300,000+ Personalized New Year Video Greetings Delivered

Vinasoy delivered 300,000+ personalized AI video greetings for their Tet New Year campaign.

Proof source: Customer campaign source
Scope: Campaign delivered
Deployment setting: Campaign-scale Generative AI delivery with 300,000+ personalized videos.

Public references

Case page Vinasoy campaign proof note

Generative AINutrition Brand

10,000+ Moms Reached with 1:1 AI Video Personalization

Enfagrow reached 10,000+ moms with personalized AI video experiences, combining emotional storytelling with CRM-ready outputs.

Proof source: Customer campaign source
Scope: Campaign delivered
Deployment setting: Named reference for productionized generative AI personalization at consumer scale.

Public references

Case page Enfagrow campaign proof note

Agentic AIFinancial Services Company

Hyper-Personalization in Production for Financial Offers

CardX brought Generative AI hyper-personalization into production for financial offer optimization, deployed in their own environment.

Proof source: Public article + customer-approved material
Scope: Production in customer environment
Deployment setting: Production workflow deployed in CardX's own AWS environment.

Public references

Case page CardX public article CardX proof note

Customer-reported resultOperational customer workflow

Agentic AI

BeaconSites

BeaconSites Built a 16-Agent Content Engine That Produces Articles in 30 Minutes

BeaconSites reports running a 16-agent content workflow on AgenticFlow that reduced end-to-end article creation from weeks to roughly 30 minutes.

Proof: Customer-reported resultScope: Operational customer workflow

CardX Brought Hyper-Personalization into Production for Financial Offers

Public article + customer-approved materialProduction in customer environment

Agentic AI

CardX

CardX Brought Hyper-Personalization into Production for Financial Offers

CardX brought Generative AI hyper-personalization into production for financial offer optimization, deployed in their own environment.

Proof: Public article + customer-approved materialScope: Production in customer environment

Deployment setting: Production workflow deployed in CardX's own AWS environment.

GMA Deployed Phase 1 Long-to-Short Video Automation in AWS

Customer-approved delivery updatePhase 1 delivered in customer cloud

Agentic AI

GMA Network

GMA Deployed Phase 1 Long-to-Short Video Automation in AWS

GMA Network deployed a customer-hosted long-to-short editorial workflow in AWS and expanded it to editors.

Proof: Customer-approved delivery updateScope: Phase 1 delivered in customer cloud

Deployment setting: Studio-shaped media workflow deployed in the customer's AWS environment.

Anonymized customer caseTrial deployment

Agentic AI

APAC Aviation Group

APAC Aviation Group — Investigation Workflow Deployed in Customer AWS

A major APAC aviation group deployed customer-hosted search, summarization, and investigation workflows in its own AWS environment.

Proof: Anonymized customer caseScope: Trial deployment

Deployment setting: Customer-controlled AWS deployment for high-trust investigation and review workflows.

Cho Tot Brought AI Image Generation to CSE Job Fair 2025 with Pixel ML

Customer event postEvent activation delivered

Generative AI

Cho Tot

Cho Tot Brought AI Image Generation to CSE Job Fair 2025 with Pixel ML

Cho Tot partnered with Pixel ML for a Generative AI interactive image generation experience at CSE Job Fair 2025.

Proof: Customer event postScope: Event activation delivered

Enfagrow Reached 10,000+ Moms with 1:1 AI Video Personalization

Customer campaign sourceCampaign delivered

Generative AI

Enfagrow

Enfagrow Reached 10,000+ Moms with 1:1 AI Video Personalization

Enfagrow reached 10,000+ moms with personalized AI video experiences, combining emotional storytelling with CRM-ready outputs.

Proof: Customer campaign sourceScope: Campaign delivered

Deployment setting: Named reference for productionized generative AI personalization at consumer scale.

Vinasoy Delivered 300,000+ Personalized New Year Video Greetings

Customer campaign sourceCampaign delivered

Generative AI

Vinasoy

Vinasoy Delivered 300,000+ Personalized New Year Video Greetings

Vinasoy delivered 300,000+ personalized AI video greetings for their Tet New Year campaign.

Proof: Customer campaign sourceScope: Campaign delivered

Deployment setting: Campaign-scale Generative AI delivery with 300,000+ personalized videos.

Public ecosystem referenceCollaboration publicly documented

Agentic AI

MongoDB

MongoDB and Pixel ML: AI Collaboration in the AWS Builder Ecosystem

Pixel ML and MongoDB collaborated on AI and builder ecosystem work, connecting agentic workflows with modern data infrastructure.

Proof: Public ecosystem referenceScope: Collaboration publicly documented

Public ecosystem coverageCollaboration publicly documented

Agentic AI

Intel

Intel Featured AgenticFlow in Agentic and Multimodal AI Ecosystem Work

Intel's public developer ecosystem coverage featured Pixel ML and AgenticFlow in community work around agentic and multimodal AI.

Proof: Public ecosystem coverageScope: Collaboration publicly documented

Public event referenceEvent activation delivered

Generative AI

MMA

MMA Impact Vietnam 2024: AI Experience Activation for Live Audiences

Pixel ML delivered Generative AI interactive experiences at MMA Impact Vietnam 2024, bringing generative AI directly to event audiences.

Proof: Public event referenceScope: Event activation delivered

Internal product dataProduction platform, internally dogfooded

Internal Product

Pixel ML

AgenticFlow SaaS — Internal Product Proof for Pixel ML

AgenticFlow runs Pixel ML's own operations as the company's SaaS product. This case is internal product proof, not evidence for Studio or Sentinel customer workflows.

Proof: Internal product dataScope: Production platform, internally dogfooded

Deployment setting: AgenticFlow and Agentic Video both integrate with AWS services, while enterprise deployments can run in customer-controlled AWS environments.

QuickQR.Art — 1.5M+ User AI Art Platform

Internal product dataLive product, 1.5M+ users

Generative AI

Pixel ML

QuickQR.Art — 1.5M+ User AI Art Platform

QuickQR.Art demonstrated product-scale AI deployment with 1.5M+ users, proving the team can build and operate consumer-grade generative AI systems.

Proof: Internal product dataScope: Live product, 1.5M+ users

Deployment setting: Consumer-scale generative AI deployed on AWS infrastructure.