NEW YORK – Today, Raylu, the AI-powered sourcing and research platform for private-market investors, announced that it has migrated its entire agent infrastructure to Temporal — the durable execution platform trusted by global leaders like ANZ, Block, and Gradient Labs.

This move allows Raylu users to orchestrate tens of thousands of simultaneous company research tasks in real time across private markets, extracting 200+ standardized signals per company for instant benchmarking.

Enterprise-Grade AI for Private-Market Investors

Raylu’s migration to Temporal marks a significant technical leap for the private-markets ecosystem. The platform’s agentic infrastructure now mirrors the durability and resilience standards of large financial systems, enabling investment teams to run deep market scans, competitive analyses, and outreach workflows at massive scale — all within Raylu’s secure, SOC 2-compliant environment.

“The Raylu searches surface an insane number of companies - there’s no way I would have found this using Google, SourceScrub maps, or software review sites. Raylu really is able to find companies we otherwise wouldn’t have found,” said Tim Stavros, Head of Business Development at Blue Star Innovation Partners.

This advancement underscores Raylu’s broader mission to bring enterprise-grade AI infrastructure to sourcing and deal origination — transforming how private-market investors discover and evaluate opportunities.

Scaling AI Research to 50,000 Sources — Instantly

Unlike traditional AI assistants or “chat” models that scan a few dozen pages before producing an answer, Raylu’s agentic architecture now analyzes up to 50,000 documents per query. The platform can autonomously explore market data, filings, news, and company websites to surface proprietary insights, tear sheets, and outreach targets — all in seconds.

By leveraging Temporal’s durable execution engine, each Raylu research agent now runs as a fault-tolerant, long-running workflow, capable of handling complex chains of reasoning, retries, and state persistence — a level of scalability rarely seen outside high-frequency trading or global payment systems.

“Temporal gives us the same reliability backbone used by companies that process millions of financial transactions per second,” said Nathan Ondracek, CTO and Co-Founder of Raylu. “Our AI agents perform thousands of concurrent deep-research tasks, and Temporal ensures every workflow completes — no matter how long or complex — without losing context or data integrity.”

About Temporal

Temporal is changing how modern software is built through its open-source Durable Execution platform. By guaranteeing the execution of workflows even in the face of system failures, Temporal allows developers to focus entirely on business logic instead of developer plumbing for process crashes, infrastructure, and dependency failures—increasing developer velocity. Its polyglot capabilities allow seamless orchestration across multiple programming languages, making it ideal for both traditional enterprise applications and next-generation AI workloads. Temporal Cloud, the company's managed service backed by the originators of the project, has been adopted by thousands of leading enterprises. Learn more at www.temporal.io.

About Raylu

Raylu is the AI platform purpose-built for private-market investors—empowering venture, growth, and private-equity firms to transform how they source and evaluate opportunities. Built by former Insight Partners investors, Raylu combines advanced AI agents, deep data integration, and institutional-grade security to automate market mapping, company research, and personalized outreach. The platform turns any thesis—niches, novel segments, or intersections—into a live, data-enriched landscape of qualified companies and crafts fund-calibrated emails in your voice to engage the right founders faster. Funds using Raylu consistently uncover more high-potential opportunities and see stronger cold-outreach engagement—freeing teams to focus on the deals that matter most.

For more information or to schedule a demo, contact sales@raylu.ai.