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Transforming Research With AI: Data Extraction With Kubro(TM) AIDE From Robotic Online Intelligence

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Robotic Online Intelligence Ltd (ROI), the developer of research automation tools, announces the release of Kubro(TM) AIDE, a powerful AI module that streamlines data extraction from text and PDF files for data companies and research firms.

HONG KONG, June 12, 2023 Robotic Online Intelligence (ROI), a specialist provider of tools for the automation of research for data companies and research firms through its Enterprise SaaS Kubro(TM) Information Engine – announced the release of a new product module that integrates Large Language Models (LLMs) into the platform.

Kubro(TM) AIDE, or AI Data Extraction, helps extract specific data points from unstructured text, such as PDF or text documents into the database format, significantly reducing manual analysis time and seamlessly integrating with a workflow for human review.

The new features are integrated with the core engine for data collection and classification.

The integration also allows for the creation of “Robo-Analysts” or AI Agents on the platform. These agents are specifically programmed for research tasks involving unstructured text. Use cases include, but aren’t limited to, daily news briefs about specific companies, synthesizing viewpoints from incoming research reports, or summarizing policy changes in niche sectors such as the China property or digital asset markets, including local language translation.

“We are very excited about what Large Language Models can do for the data businesses, with a particular focus on the practical processing of text, such as data extraction, summarization, or translation – where the LLMs can do a great job,” says Robert Ciemniak, Founder-CEO of Robotic Online Intelligence.

Kubro(TM) has been deployed commercially with clients since 2018, with the main use cases in data operations of data companies and research firms in the US, Europe, and Asia, in domains ranging from real estate to data centers, to carbon and digital asset markets.

Discover more about how the Kubro(TM) Information Engine is transforming research automation at https://www.kubro.net

Pull Quote

“Integrating Large Language Models into Kubro(TM) Information Engine can take the automation of data collection and research to the whole new level, offering our clients significant time savings” – Robert Ciemniak, Founder-CEO, Robotic Online Intelligence (ROI)

Media Contact

Roya Ai, Robotic Online Intelligence Ltd, 852 81701421, roya.ai@roboticonline.ai, roboticonline.ai

 

SOURCE Robotic Online Intelligence Ltd

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Eqvista Launches Company-Sponsored Tender Offers, Expanding Private Market Liquidity Capabilities

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New tender offer capabilities connect equity management with real-time valuation data covering approximately 65,000 private companies with a combined estimated value of $9 trillion, laying the groundwork for future secondary marketplace capabilities.

SAN FRANCISCO, Oct. 19, 2026 /PRNewswire/ — Eqvista, a leading equity management and valuation platform serving more than 25,000 companies, today announced the launch of company-sponsored tender offer capabilities, enabling private companies to organize structured liquidity events directly within their equity management platform. The launch also marks a step toward Eqvista’s planned secondary marketplace capabilities.

As companies stay private longer, employees and early investors face limited opportunities to sell their shares. Meanwhile, organizing liquidity events involves complex decisions around pricing, participant eligibility, approvals, and ownership changes.

Eqvista brings these processes together through a company-controlled tender offer workflow, supported by its equity management infrastructure and Eqvista Real-Time Company Valuation® technology.

“With Eqvista, private companies can help their employees and early investors turn their shares into cash, rewarding them for their contributions to the company,” said Tomas Milar, Founder and CEO of Eqvista. “We already help companies manage ownership and understand their value. Bringing tender offers into the same platform is a natural next step toward connecting equity management, valuation, and liquidity.”

Company-Controlled Tender Offers

Eqvista’s new capabilities allow companies to manage tender offers while maintaining control over participation, transaction terms, and ownership changes.

Key features include:

Cap table integration: Automatically record completed ownership changes.Participant controls: Define eligible buyers and sellers and offer windows.Allocation rules: Set transaction limits, pro rata allocations, and priorities.Integrated approvals: Manage approval requirements and rights of first refusal.Valuation-informed pricing: Reference Eqvista Real-Time Company Valuation® data when evaluating transaction pricing.

By integrating these processes, Eqvista aims to reduce the administrative complexity of organizing liquidity events while helping companies maintain control over their shareholder base.

Building Toward a Secondary Marketplace

Building on its company-sponsored tender offer capabilities, Eqvista plans to expand into secondary marketplace infrastructure designed to support structured, company-approved liquidity programs. By connecting ownership records, real-time valuation data, and private share transactions within one platform, Eqvista aims to make private market liquidity more accessible while allowing companies to maintain control over participation and ownership changes. Further details will be announced as development progresses, subject to applicable regulatory requirements.

Learn more about Eqvista’s Company-Sponsored Tender Offers.

About Eqvista

Eqvista is an equity management and valuation platform building infrastructure for private markets. Trusted by more than 25,000 companies worldwide, Eqvista combines equity management, in-house valuation expertise, and AI-powered technology to help private companies manage ownership and understand their value. Eqvista Real-Time Company Valuation® technology covers approximately 65,000 U.S. private companies representing an estimated $9 trillion in combined value.

Contact Information
Jakub Vele
Head of Marketing
424978@email4pr.com
+1 (415) 375-4963

View original content to download multimedia:https://www.prnewswire.com/news-releases/eqvista-launches-company-sponsored-tender-offers-expanding-private-market-liquidity-capabilities-302911472.html

SOURCE Eqvista

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Eqvista Launches Company-Sponsored Tender Offers, Expanding Private Market Liquidity Capabilities

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New tender offer capabilities connect equity management with real-time valuation data covering approximately 65,000 private companies with a combined estimated value of $9 trillion, laying the groundwork for future secondary marketplace capabilities.

SAN FRANCISCO, Oct. 19, 2026 /PRNewswire/ — Eqvista, a leading equity management and valuation platform serving more than 25,000 companies, today announced the launch of company-sponsored tender offer capabilities, enabling private companies to organize structured liquidity events directly within their equity management platform. The launch also marks a step toward Eqvista’s planned secondary marketplace capabilities.

As companies stay private longer, employees and early investors face limited opportunities to sell their shares. Meanwhile, organizing liquidity events involves complex decisions around pricing, participant eligibility, approvals, and ownership changes.

Eqvista brings these processes together through a company-controlled tender offer workflow, supported by its equity management infrastructure and Eqvista Real-Time Company Valuation® technology.

“With Eqvista, private companies can help their employees and early investors turn their shares into cash, rewarding them for their contributions to the company,” said Tomas Milar, Founder and CEO of Eqvista. “We already help companies manage ownership and understand their value. Bringing tender offers into the same platform is a natural next step toward connecting equity management, valuation, and liquidity.”

Company-Controlled Tender Offers

Eqvista’s new capabilities allow companies to manage tender offers while maintaining control over participation, transaction terms, and ownership changes.

Key features include:

Cap table integration: Automatically record completed ownership changes.Participant controls: Define eligible buyers and sellers and offer windows.Allocation rules: Set transaction limits, pro rata allocations, and priorities.Integrated approvals: Manage approval requirements and rights of first refusal.Valuation-informed pricing: Reference Eqvista Real-Time Company Valuation® data when evaluating transaction pricing.

By integrating these processes, Eqvista aims to reduce the administrative complexity of organizing liquidity events while helping companies maintain control over their shareholder base.

Building Toward a Secondary Marketplace

Building on its company-sponsored tender offer capabilities, Eqvista plans to expand into secondary marketplace infrastructure designed to support structured, company-approved liquidity programs. By connecting ownership records, real-time valuation data, and private share transactions within one platform, Eqvista aims to make private market liquidity more accessible while allowing companies to maintain control over participation and ownership changes. Further details will be announced as development progresses, subject to applicable regulatory requirements.

Learn more about Eqvista’s Company-Sponsored Tender Offers.

About Eqvista

Eqvista is an equity management and valuation platform building infrastructure for private markets. Trusted by more than 25,000 companies worldwide, Eqvista combines equity management, in-house valuation expertise, and AI-powered technology to help private companies manage ownership and understand their value. Eqvista Real-Time Company Valuation® technology covers approximately 65,000 U.S. private companies representing an estimated $9 trillion in combined value.

Contact Information
Jakub Vele
Head of Marketing
424978@email4pr.com
+1 (415) 375-4963

View original content to download multimedia:https://www.prnewswire.com/news-releases/eqvista-launches-company-sponsored-tender-offers-expanding-private-market-liquidity-capabilities-302911472.html

SOURCE Eqvista

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Eqvista Launches Company-Sponsored Tender Offers, Expanding Private Market Liquidity Capabilities

Published

on

By

New tender offer capabilities connect equity management with real-time valuation data covering approximately 65,000 private companies with a combined estimated value of $9 trillion, laying the groundwork for future secondary marketplace capabilities.

SAN FRANCISCO, Oct. 19, 2026 /PRNewswire/ — Eqvista, a leading equity management and valuation platform serving more than 25,000 companies, today announced the launch of company-sponsored tender offer capabilities, enabling private companies to organize structured liquidity events directly within their equity management platform. The launch also marks a step toward Eqvista’s planned secondary marketplace capabilities.

As companies stay private longer, employees and early investors face limited opportunities to sell their shares. Meanwhile, organizing liquidity events involves complex decisions around pricing, participant eligibility, approvals, and ownership changes.

Eqvista brings these processes together through a company-controlled tender offer workflow, supported by its equity management infrastructure and Eqvista Real-Time Company Valuation® technology.

“With Eqvista, private companies can help their employees and early investors turn their shares into cash, rewarding them for their contributions to the company,” said Tomas Milar, Founder and CEO of Eqvista. “We already help companies manage ownership and understand their value. Bringing tender offers into the same platform is a natural next step toward connecting equity management, valuation, and liquidity.”

Company-Controlled Tender Offers

Eqvista’s new capabilities allow companies to manage tender offers while maintaining control over participation, transaction terms, and ownership changes.

Key features include:

Cap table integration: Automatically record completed ownership changes.Participant controls: Define eligible buyers and sellers and offer windows.Allocation rules: Set transaction limits, pro rata allocations, and priorities.Integrated approvals: Manage approval requirements and rights of first refusal.Valuation-informed pricing: Reference Eqvista Real-Time Company Valuation® data when evaluating transaction pricing.

By integrating these processes, Eqvista aims to reduce the administrative complexity of organizing liquidity events while helping companies maintain control over their shareholder base.

Building Toward a Secondary Marketplace

Building on its company-sponsored tender offer capabilities, Eqvista plans to expand into secondary marketplace infrastructure designed to support structured, company-approved liquidity programs. By connecting ownership records, real-time valuation data, and private share transactions within one platform, Eqvista aims to make private market liquidity more accessible while allowing companies to maintain control over participation and ownership changes. Further details will be announced as development progresses, subject to applicable regulatory requirements.

Learn more about Eqvista’s Company-Sponsored Tender Offers.

About Eqvista

Eqvista is an equity management and valuation platform building infrastructure for private markets. Trusted by more than 25,000 companies worldwide, Eqvista combines equity management, in-house valuation expertise, and AI-powered technology to help private companies manage ownership and understand their value. Eqvista Real-Time Company Valuation® technology covers approximately 65,000 U.S. private companies representing an estimated $9 trillion in combined value.

Contact Information
Jakub Vele
Head of Marketing
424978@email4pr.com
+1 (415) 375-4963

View original content to download multimedia:https://www.prnewswire.com/news-releases/eqvista-launches-company-sponsored-tender-offers-expanding-private-market-liquidity-capabilities-302911472.html

SOURCE Eqvista

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