Miravoice, a startup using AI voice agents to conduct long-form phone surveys, has raised $6.3 million in seed funding led by Unusual Ventures. Neo, 25madison and angel investors from Ramp, PubMatic, Atlassian and Google also participated. The company's AI interviewer conducts quantitative phone surveys without human interviewers, handling questionnaires with over 120 questions lasting more than 40 minutes. The platform supports multiple languages and uses usage-based billing, charging customers for actual phone time. Founded by Nishant Jain, Danny D. Leybzon and Shreyas Tirumala, Miravoice has between 10 and 20 customers including public opinion organisations, market research firms and private companies. The startup surpassed 100,000 calls in 2025 and expects significant growth this year, with some customers planning millions of calls annually after full deployment.

RAVEN.IO, a cybersecurity startup protecting applications at runtime, has raised $20 million in funding. Norwest led the seed round, with a post-seed investment led by Elron Ventures. SentinelOne, Unusual Ventures and others also participated. Founded in 2023 by three Israeli Defence Forces cyber unit veterans, RAVEN.IO addresses the gap created by AI-generated exploits that can weaponise vulnerabilities faster than traditional CVE systems can identify them. The platform analyses code behaviour within running applications in real time, creating unique behavioural fingerprints for each execution path to detect malicious deviations instantly. The company, which has registered three US patents for its technology, is already deployed in production with 11 enterprise customers, primarily in insurance and financial services. The funding will accelerate product development and expand US market activities.

Qdrant develops a vector search engine designed for production AI systems, enabling teams to configure retrieval, ranking, and filtering to support scalable applications such as semantic search and AI workflows.