As workplace knowledge spreads across chats, AI firms are building systems that can structure, retrieve and preserve it over time.
Updated
May 11, 2026 5:24 PM
A messaging app on a phone. PHOTO: ADOBE STOCK
Votee AI, an enterprise AI company headquartered in Hong Kong, has partnered with its Toronto-based research lab Beever AI to launch Beever Atlas. The new platform is designed to turn workplace chats into searchable knowledge that AI systems can retrieve and understand.
The release focuses on a growing issue inside organisations. Much of today’s workplace knowledge now exists inside chat platforms such as Slack, Microsoft Teams, Discord and Telegram. Important discussions, project decisions and technical information often disappear into long message histories that are difficult to search later.
Beever AI developed the platform to organise those conversations into a structured system for AI assistants. The software connects with Telegram, Discord, Mattermost, Microsoft Teams and Slack, then converts conversations into linked records of people, projects, files and decisions.
The collaboration combines Votee AI’s enterprise infrastructure work with Beever AI’s research around AI memory systems. The companies are releasing two versions of the product. The open-source edition is aimed at individual developers, researchers and creators. The enterprise edition is designed for banks, government agencies and larger organisations with stricter security requirements.
The release also reflects a broader shift happening across the AI industry. Companies are increasingly looking at how AI systems store and retrieve long-term knowledge, rather than relying solely on large context windows or search-based retrieval.
Earlier this year, OpenAI founding member and former director of AI at Tesla Andrej Karpathy discussed the growing need for what he described as “LLM Knowledge Bases.” He argued that AI systems need structured and evolving memory rather than depending only on context windows and vector search.
Beever Atlas approaches that problem through workplace communication. Instead of focusing mainly on uploaded files, the system is designed around conversations that happen daily across team chat platforms. It can also process images, PDFs, voice notes and video files within the same searchable system.
The companies say the software is designed to work directly with AI assistants and coding tools such as Cursor, AWS Kiro and Qwen Code. Integrations for OpenClaw and Hermes Agent are expected later in 2026.
Pak-Sun Ting, Co-Founder and CEO of Votee AI said: "Hong Kong has always been known for property and finance. Beever Atlas is proof that world-class AI infrastructure can emerge from an HK-headquartered company and be shared openly with the world. Every growing organization faces the same silent liability: conversational knowledge loss. Beever Atlas turns this perishable resource into a compounding organizational asset."
A large part of the enterprise version focuses on privacy and access control. The system mirrors permissions from Slack and Microsoft Teams so users can only retrieve information they are already authorised to access. Permission updates are reflected automatically when access changes inside company systems.
The enterprise edition also includes audit logs, encryption controls and data retention settings for organisations handling sensitive internal data. Companies can run the software entirely inside their own infrastructure using Docker and connect it to their preferred AI models through LiteLLM.
The companies argue that organising information is more useful than simply storing chat archives. Jacky Chan Co-Founder and CTO of Votee AI said: "The key technical decision was to treat agent memory as a knowledge engineering problem, not a retrieval problem. Structure beats similarity — a typed graph of who works on what is more useful to an AI than vector search over a Slack archive."
The software also includes protections against prompt injection attacks and systems designed to reduce hallucinated responses. According to the companies, the AI is designed to return “I don't know” with citations when confidence is low instead of generating unsupported answers.
As workplace communication becomes increasingly fragmented across chat platforms, companies are beginning to treat internal conversations as information that AI systems can organise, retrieve and build on. Beever Atlas reflects a broader push to turn everyday workplace communication into long-term organisational memory.
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A plug-and-play export pathway helps regional brands reach Asia without building overseas operations
Updated
March 17, 2026 1:01 AM
Coupang headquarters in Silicon Valley. PHOTO: ADOBE STOCK
Two western Pennsylvania companies — Kate’s Real Food and Healthy Origins — are expanding beyond the U.S. through a partnership with Coupang.
Coupang, a U.S.-technology and Fortune 150 company, operates one of the largest e-commerce platforms in South Korea. It allows American sellers to reach customers overseas without setting up their own distribution networks. Businesses ship products to a domestic Coupang logistics facility. From there, the company manages storage, fulfillment and delivery directly to customers abroad.
For Kate’s Real Food and Healthy Origins, this system opens the door to new markets without requiring on-the-ground operations. Kate’s Real Food makes organic energy and protein bars. Healthy Origins is a family-owned supplements business based near Pittsburgh. Both are now selling to customers in South Korea and in Healthy Origins’ case, Taiwan as well.
That structure addresses a practical gap for growing brands: how to access international demand without building international operations. Instead of navigating foreign warehousing and retail partnerships independently, sellers plug into an existing marketplace and logistics system.
“At Coupang, we’re proud to help thousands of American small and medium-sized businesses, agricultural producers and larger brands sell their goods to customers around the world”, said Coupang vice president Bill Anaya. “We’ve built an innovative, AI-driven export engine that enables great American entrepreneurs — like those who created Kate’s Real Food and Healthy Origins — to expand their horizons, find new revenue abroad and keep growing their local teams".
For Kate’s Real Food, the move marks its entry into South Korea for the first time. For Healthy Origins, the results have been measurable. The company reports that sales of its products on the platform have increased more than 50% year over year since partnering with Coupang. It has also expanded into Taiwan.
“Partnering with Coupang has been a significant step forward for our business”, said Bret Eby, CEO of Healthy Origins. “Coupang makes it easier to deliver a great shopping experience and we’ve appreciated the collaboration and support throughout the process. Its scale, efficiency and consumer reach in Korea are unmatched and launching on Coupang allowed us to elevate our presence and connect with customers in a much more impactful and direct way”.
The broader relevance lies in the model itself. Digital marketplaces are building integrated cross-border infrastructure. That shift changes what international expansion requires. Smaller regional brands no longer need to replicate warehousing, logistics and retail partnerships in every new market. Instead, they can plug into an existing system and reach customers abroad.
In this case, two Pennsylvania companies are doing exactly that. Their expansion illustrates how platform-led trade is reshaping the path from local operations to global reach.