hivetrace.ru

What It Is

HiveTrace is positioned as LLM Monitoring and an AI Firewall for GenAI applications, supported by ITMO/AI Talent Hub according to the website. It is not a traditional perimeter firewall; instead, it performs security analysis across the interaction flow of large language model applications: continuously monitoring user inputs and LLM outputs to detect unwanted usage scenarios, abnormal behavior, and model security risks as early as possible.

Core Capabilities

In terms of protection coverage, HiveTrace clearly focuses on prompt injection, jailbreaks, malicious HTML/Markdown elements, sensitive or personal data sanitization, and harmful content in model responses. The site also highlights coverage across multiple areas of the OWASP Top 10 for LLM Applications 2025, including supply chain risks, data and model poisoning, improper output handling, system prompt leakage, weaknesses in vectors and embeddings, misinformation, and unbounded resource consumption. Its key highlight is “bidirectional monitoring,” meaning it analyzes both user messages and LLM responses. It also supports adaptive token management for suspicious users, load tracking, and custom LLM behavior policies.

Deployment, Management, and Alerts

Deployment options are disclosed fairly clearly, with support for On-premise, Yandex Cloud, and Cloud.ru. This makes it suitable for organizations with requirements around data residency, private deployment, or local cloud environments. On the management side, HiveTrace provides an interface for analyzing monitoring results and customized analytics visualizations based on specific needs. Alerts can be sent via email, Messenger, and Telegram Bot. The site also provides downloads for user manuals, feature descriptions, and compliance-related release materials, which helps enterprises conduct internal evaluations.

Pricing and Limitations

Pricing is not publicly available; users need to submit a request to obtain a commercial quote. This is not ideal for early-stage product selection or budget assessment. Public materials also do not show details on compliance certifications, third-party security audits, SLA, false positive rates, detection benchmarks, API/SDK availability, SIEM/SOAR integration, or enterprise identity system integration. As a result, deeper due diligence would still be required before deployment in large enterprises.

Who It Is For and Access from China

HiveTrace is better suited for enterprise security teams or system integrators that have already deployed, or are preparing to launch, GenAI applications; require private or Russia-based cloud deployment; and place strong emphasis on prompt-based attacks, sensitive data protection, and output content safety. The website does not make it possible to determine access conditions from China, and payment methods are not disclosed. Chinese teams considering procurement should further confirm network connectivity, contract settlement, Russian-language documentation support, and local alternatives. Comparable options include Lakera Guard, Protect AI, Prompt Security, major cloud providers’ LLM security gateways, and domestic content safety products in China.