>>>Explore AI solutions with Amazon Bedrock\u00a0<\/span><\/a><\/p>\nThis architecture allows different AI capabilities to work together rather than treating image recognition as a standalone task.<\/span><\/p>\n![\"Solution](\"http:\/\/renovacloud.com\/wp-content\/uploads\/2026\/08\/Solution-architecture-design.png\")
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Image 1. Solution architecture design [Source: Renova Cloud]<\/span><\/i><\/p>\nFrom images to actionable compliance scoring<\/b><\/h3>\n
The operating workflow is straightforward for the field team:<\/span><\/p>\n\n\n\n| Visit the store<\/span><\/td>\n | Sales representatives visit the store and check inventory.<\/span><\/td>\n<\/tr>\n\n| Arrange the products<\/span><\/td>\n | Products are displayed according to Vinasoy’s merchandising standards.<\/span><\/td>\n<\/tr>\n\n| Capture images<\/span><\/td>\n | The representative photographs the completed display.<\/span><\/td>\n<\/tr>\n\n| AI processes the images<\/span><\/td>\n | The images move through Vinasoy’s data environment and AWS-based processing architecture.<\/span><\/td>\n<\/tr>\n\n| Automated evaluation<\/span><\/td>\n | The system recognizes products, evaluates the display against predefined criteria, and generates a score.<\/span><\/td>\n<\/tr>\n\n| Management receives the result<\/span><\/td>\n | Vinasoy can use the evaluation to monitor execution and identify areas requiring improvement.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n ![\"Staff](\"http:\/\/renovacloud.com\/wp-content\/uploads\/2026\/08\/SKUs-check.png\") <\/p>\n
Image 2: Staff is taking pictures of products on the shelf to check on the platform. [Source: Vinasoy]<\/span><\/i><\/p>\nDesigned for parallel processing at scale<\/b><\/h3>\nTo process more store images efficiently, the system can check multiple POS displays at the same time instead of one by one.<\/span><\/p>\nDuring testing, it handled 10 POS checks at once, taking about 4 seconds per unpaid display. For production, it can scale to 20-40 checks at once, with a target of about 1-2 seconds per POS, depending on data transfer and overall system capacity.<\/span><\/p>\nImportant Distinction: What the 1,300\u00d7 Speed Improvement Means<\/b><\/h3>\nThe widely reported 1,300\u00d7 speed improvement should be interpreted precisely.<\/span><\/p>\nIt refers to the SKU detection model inference speed: approximately 22 images per second, compared with around one minute for a person to manually evaluate an image. It does not represent the end-to-end scoring workflow, nor is it solely attributable to parallel processing.<\/span><\/p>\nThe complete workflow includes compliance validation, planogram matching, and GenAI-based scoring, which require additional processing.<\/span><\/p>\nThis distinction is important because the real transformation is not simply “AI processes images faster.” It is the ability to build a scalable, automated evaluation pipeline around those AI capabilities.<\/span><\/p>\nAccording to the Deputy CEO of Renova Cloud<\/span><\/p>\n\u201cTechnology only creates true value when it drives transformative change in business operations. At Vinasoy, we see a powerful combination of innovative thinking and strong execution capability in their operational digitalization strategy. The AI solution deployed on the AWS platform enables the company to make better use of existing data, accelerate information processing, build a consistent evaluation framework, and progressively move toward a real-time, data-driven operating model.\u201d<\/span><\/p>\n![\"Vinasoy](\"http:\/\/renovacloud.com\/wp-content\/uploads\/2026\/08\/Vinasoy-DQN-1.png\") <\/p>\n
Image 3: Vinasoy and Renova Cloud Vietnam have launched an AI-powered display image scoring system on the AWS platform.<\/span><\/i><\/p>\nBusiness Outcomes<\/b><\/h2>\nAI has helped Vinasoy move from manual, periodic display auditing to a faster, more scalable and data-driven approach to retail execution – giving sales teams more timely visibility and helping them maintain better execution across the retail network.<\/span><\/p>\n\n\n\n| What changed<\/b><\/td>\n | Before AI<\/b><\/td>\n | With AI<\/b><\/td>\n | Business impact<\/b><\/td>\n<\/tr>\n\n| Monthly monitoring coverage<\/b><\/td>\n | ~20,000 POS\/month<\/span><\/td>\n | 100,000+ POS\/month<\/b><\/td>\n | 5\u00d7 more stores monitored<\/b>, giving Vinasoy visibility across a much larger share of its retail network<\/span><\/td>\n<\/tr>\n\n| Monitoring frequency<\/b><\/td>\n | ~1\u00d7 per month<\/span><\/td>\n | 4\u20135\u00d7 per month<\/b><\/td>\n | Moves from periodic audits to <\/span>weekly visibility<\/b>, allowing teams to identify and address display issues sooner<\/span><\/td>\n<\/tr>\n\n| Evaluation turnaround<\/b><\/td>\n | 20+ days, sometimes nearly 1 month<\/span><\/td>\n | ~1\u20132 days<\/b><\/td>\n | Faster feedback makes display data <\/span>more useful for day-to-day sales execution<\/b><\/td>\n<\/tr>\n\n| Compliant display execution<\/b><\/td>\n | ~1\u20132\u00d7 per customer\/month<\/span><\/td>\n | ~4\u20138\u00d7 per customer\/month<\/b><\/td>\n | Encourages <\/span>more consistent display execution<\/b> across store visits<\/span><\/td>\n<\/tr>\n\n| SKU recognition<\/b><\/td>\n | Manual image assessment<\/span><\/td>\n | ~22 images\/second<\/b><\/td>\n | Automates a time-consuming part of image review and enables the process to <\/span>scale with retail volume<\/b><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n >>>Explore more how AI solutions can apply in any use case<\/span><\/a><\/p>\nBuilt to scale with Vinasoy’s growing network<\/b><\/h2>\nThe solution is designed to support a significant increase in image volume as deployment expands.<\/span><\/p>\n\n\n\n| Current scale<\/b><\/td>\n | Target scale<\/b><\/td>\n<\/tr>\n\n| 8,000 key-shop POS \u2192 ~24,000 images<\/span><\/p>\n 51,000 non-key-shop POS \u2192 ~153,000 images<\/span><\/p>\n59,000 POS in total \u2192 ~177,000 images<\/span><\/td>\n | 20,000 key-shop POS \u2192 ~60,000 images<\/span><\/p>\n 100,000 non-key-shop POS \u2192 ~300,000 images<\/span><\/p>\n120,000 POS in total \u2192 ~360,000 images<\/span><\/td>\n<\/tr>\n\nThe estimates are based on approximately <\/span>three images per POS<\/b>.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\nFuture Plans<\/b><\/h2>\n![\"Technology](\"http:\/\/renovacloud.com\/wp-content\/uploads\/2026\/08\/Shelf-checking.png\") <\/p>\n
Image 4: Technology is applied to ultimately serve the goal of improving operational efficiency and delivering more value to customers. [Source: Vinasoy]<\/span><\/i><\/p>\nVinasoy is expanding AI beyond retail display compliance across distribution, marketing, sales, customer care, and quality control.<\/span><\/p>\n\n- AI-powered customer care:<\/b> Reduced average response time from 17 minutes to 21 seconds and enables 24\/7 support.<\/span><\/li>\n
- AI Host for livestream:<\/b> Supports livestream sessions when human hosts are unavailable, achieving approximately 1.5\u00d7 investment effectiveness.<\/span><\/li>\n
- Agentic AI:<\/b> Vinasoy and Renova Cloud plan to explore AI that can analyze data, recommend actions, and support business workflows across distribution, marketing, and customer service.<\/span><\/li>\n<\/ul>\n
The vision is to move from:<\/span><\/p>\nSee \u2192 Understand \u2192 Score \u2192 Recommend \u2192 Act<\/b><\/p>\n The display-scoring solution provides the foundation by turning store images into structured business data that can support faster decisions and more intelligent operations.<\/span><\/p>\nKey Takeaway<\/b><\/h2>\nVinasoy’s AI journey is not just about processing images faster. It is about turning a manual process into a scalable, data-driven operating capability.<\/span><\/p>\nWith Computer Vision, Generative AI, and cloud technology, Vinasoy can monitor more stores, more frequently, and respond faster to in-store execution issues.<\/span><\/p>\nFrom \u201cWe check what happened\u201d to \u201cWe see what is happening – and act sooner.\u201d<\/span><\/p>\nReady to Transform Your Business with AI?<\/b><\/h2>\nFrom retail execution to customer experience and beyond, AI can turn complex, manual processes into scalable, data-driven operations. Work with Renova Cloud to identify the right AI opportunities, build practical solutions, and turn them into measurable business impact.<\/span><\/p>\nReady to explore what’s possible? <\/span>>>>Work with us<\/span><\/a> and <\/span>>>>Find more AI solutions today<\/span><\/a>.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"How Vinasoy and Renova Cloud turned manual retail display auditing into a scalable, data-driven operation across 100,000+ points of sale.<\/p>\n","protected":false},"featured_media":0,"template":"","meta":[],"class_list":["post-31188","story-pt","type-story-pt","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/renovacloud.com\/en\/wp-json\/wp\/v2\/story-pt\/31188","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/renovacloud.com\/en\/wp-json\/wp\/v2\/story-pt"}],"about":[{"href":"https:\/\/renovacloud.com\/en\/wp-json\/wp\/v2\/types\/story-pt"}],"wp:attachment":[{"href":"https:\/\/renovacloud.com\/en\/wp-json\/wp\/v2\/media?parent=31188"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}} | | | | | | | | | | | | | | |