AI - Enhanced

Automation Tools For Market Research

For Data, Research, and Media Operations

Collect - Classify - Extract - Publish - Manage

Web - PDFs - Filings - Social Media - Email

Products & Services

In Commercial Deployments With Clients For 6+ Years

A comprehensive workflow solution (Enterprise SaaS) with AI-enhanced automation for data and research companies to collect, classify, extract/analyse, and publish data and market intelligence. Focused on unstructured data from the web, filings, PDF documents, API feeds, and emails.

Includes specialist modules such as for SEC Filings, UK Companies House, and LLM-powered KubroTM Document Explorer, AI Data Extraction (AIDE).

A front-end ‘terminal’ powered by KubroTM deployed for specific domains, including China property, data centers, digital assets, Guangdong-Hong Kong-Macau Greater Bay Area.

A system to run custom trigger-event based ‘news’ feeds/signals for different use cases including lead generation and for newsletter production with a complete workflow. Powered by KubroTM.

See public examples and use cases: AI on AI   |   GLIO

Draw on ROI’s experience, whether for Agentic AI flow, RAG deployment, AI Workflow systems, or LLM-based data extraction from large documents.

Or just to help your group make sense of what works and what doesn’t in practice today.

KubroTM Platform

Build your data products faster and cheaper

A comprehensive workflow solution (Enterprise SaaS) with AI-enhanced automation for data and research companies to collect, classify, extract/analyse, and publish data and market intelligence. Focused on unstructured data from the web, filings, PDF documents, API feeds, and emails.

Includes specialist modules such as for SEC Filings, UK Companies House, and LLM-powered KubroTM Document Explorer, AI Data Extraction (AIDE).

SignalliumTM Terminal

Monitor open source intelligence in your specific niche

A front-end ‘terminal’ powered by KubroTM deployed for specific domains, including China property, data centers, digital assets, Guangdong-Hong Kong-Macau Greater Bay Area.

Newsletter Engine

Engage your prospects and clients through relevant content

A system to run custom trigger-event based ‘news’ feeds/signals for different use cases including lead generation and for newsletter production with a complete workflow. Powered by KubroTM.

See public examples and use cases: AI on AI   |   GLIO

Consulting Services

Get hands-on external assistance in deployment of LLMs

Draw on ROI’s experience, whether for Agentic AI flow, RAG deployment, AI Workflow systems, or LLM-based data extraction from large documents.

Or just to help your group make sense of what works and what doesn’t in practice today.

What Customers Say About KubroTM Platform

Kubro has transformed how we collect and process information – we've become more efficient and can cover many more sources.

Head of Research
A global information business, London

Kubro has enabled us to build a whole new content offering for members. It forms the backbone of our weekly FT Wilshire GLIO Index news service which is distributed to nearly 10,000 contacts.

Fraser Hughes, CEO
Global Listed Infrastructure Organisation

Kubro plays a critical role in automation of our data collection work.

CEO
A specialist data company, New York

Kubro's automation capabilities have been instrumental in ensuring we receive accurate and reliable data on a regular cadence. Their platform has streamlined our workflows, saving time and improving the consistency of our insights.

VP of Product Analytics
Commercial Real Estate Sector

I haven’t seen any other tool as powerful and all-encompassing as Kubro. It effortlessly automates tracking updates, extracting insights and sharing them with the team. A remarkably versatile system!

Cynthia Feng, Founder and CEO
A policy research firm, Beijing

The topic models framework in Kubro was instrumental for us in identifying key market events.

Founder-CEO
A startup data company, New York

With Kubro, it’s like having a team of robo-analysts, working for you 24/7.

Research Director
An investment research firm, Hong Kong

Our efficiency in processing market intelligence has jumped to another level with Kubro at the backend.

Senior Analyst
A research firm, Hong Kong

Some testimonials are anonymous to observe client confidentiality, but they are all genuine with the permission to use here.

ROI Approach

How We Make A Difference In Automation + AI/LLM Deployments
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SOFTWARE COMBINED WITH INDUSTRY EXPERTISE

Combine software developed in-house and AI with deep domain expertise within one team, including real estate, information and data business, investment research; UK, US, China

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FOCUS ON ENTERPRISE WORKFLOW

Comprehensive workflow and integration in an enterprise, taking into account the reality of ‘how things work’ today; orchestrating LLM applications, but it’s not just about automation and AI

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USE-CASE SPECIFIC ONTOLOGY FIRST

Start with the use-case specific topic models / ontology, only then deploy automation and AI into such framework; we focus on data, research, and media client use cases

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CUSTOMIZED DEPLOYMENTS

Enterprise SaaS but with highly client-specific deployments - the only way to help you build your competitive edge

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NO-CODE, API-READY

With no-code platform and extensive RESTful APIs, we make deployment and integration easy for end-users, and the IT teams.

Insights & Announcements

LLMs in Data and Research Businesses - A Few Reflections From 2024

[Featured] LLMs in Data and Research Businesses - A Few Reflections From 2024

7 January, 2025

For 2025, on the AI front, the big theme for us at Robotic Online Intelligence (ROI) remains 'making LLMs work in practice' against the backdrop of rapid progress and real opportunities on one hand, and the over-hyped ideas and the 'enterprise reality' on the other. …

ROI Joining the AI Launchpad programme developed by FT Strategies and the Google News Initiative

ROI Joining the AI Launchpad programme developed by FT Strategies and the Google News Initiative

9 April, 2025

We are delighted to announce that Robotic Online Intelligence (ROI) has joined the AI Launchpad programme, developed by FT Strategies and the Google News Initiative. …

At the Enterprise Connect session at the AWS Executive Forum in Hong Kong

At the Enterprise Connect session at the AWS Executive Forum in Hong Kong

20 March, 2025

Showcasing Robotic Online Intelligence (ROI) solutions, as part of the pitching session for select startups …

LLMs in Research - Singapore Meeting / Our 4th Coffee And Showcase Tour (CAST) Session

LLMs in Research - Singapore Meeting / Our 4th Coffee And Showcase Tour (CAST) Session

26 February, 2025

In Singapore today, just hosted our 4th CAST (Coffee And Showcase Tour) meeting "LLMs in Research - What Works and What Doesn't", following similar small-group sessions in San Francisco, London, and Hong Kong. …

Insights & Announcements

LLMs in Data and Research Businesses - A Few Reflections From 2024

[Featured] LLMs in Data and Research Businesses - A Few Reflections From 2024

7 January, 2025

For 2025, on the AI front, the big theme for us at Robotic Online Intelligence (ROI) remains 'making LLMs work in practice' against the backdrop of rapid progress and real opportunities on one hand, and the over-hyped ideas and the 'enterprise reality' on the other. …

ROI Joining the AI Launchpad programme developed by FT Strategies and the Google News Initiative

ROI Joining the AI Launchpad programme developed by FT Strategies and the Google News Initiative

9 April, 2025

We are delighted to announce that Robotic Online Intelligence (ROI) has joined the AI Launchpad programme, developed by FT Strategies and the Google News Initiative. …

At the Enterprise Connect session at the AWS Executive Forum in Hong Kong

At the Enterprise Connect session at the AWS Executive Forum in Hong Kong

20 March, 2025

Showcasing Robotic Online Intelligence (ROI) solutions, as part of the pitching session for select startups …

LLMs in Research - Singapore Meeting / Our 4th Coffee And Showcase Tour (CAST) Session

LLMs in Research - Singapore Meeting / Our 4th Coffee And Showcase Tour (CAST) Session

26 February, 2025

In Singapore today, just hosted our 4th CAST (Coffee And Showcase Tour) meeting "LLMs in Research - What Works and What Doesn't", following similar small-group sessions in San Francisco, London, and Hong Kong. …

About Robotic Online Intelligence (ROI)

We started building software in 2016 to automate research at a China property research business Real Estate Foresight (REF) - essentially solving for our own problems. REF is a sister company to ROI. Show More