Programmable reliability
Embed expert judgment into your infrastructure. Escalate ambiguity through callable MCP endpoints and receive structured, machine-readable outputs — without breaking automation.
Enterprise-grade validation
Access Toloka’s network of 10,000+ vetted experts across 20+ domains — trusted by Frontier Labs and Fortune 500 companies, with enterprise-grade QA built in.
Proven risk reduction
Move beyond “human-in-the-loop” to a system-level approach. Achieve a +22.3pp improvement in task completeness and 53% faster resolution, minimizing liability in high-stakes environments.
Tendem by Toloka: a new model for reliable AI
AI agents can fail when they encounter ambiguity, edge cases, or decisions that require accountable judgment. Tendem introduces a structured way to extend agent capabilities with verified human judgment. Rather than relying on manual review processes or disconnected human interventions, Tendem enables AI systems to escalate ambiguity to verified domain experts via Model Context Protocol (MCP).
Tendem handles:
- Routing to the appropriate expert from Toloka’s vetted network
- Coordinating AI + human task execution
- Applying quality control
- Returning production-ready, structured results
This approach embeds human validation inside the agent pipeline without requiring internal ops teams or ad hoc task management.
Verified expertise at scale
Tendem is powered by Toloka’s human intelligence infrastructure, developed over more than a decade and trusted by leading AI innovators. It provides:
- Access to 10,000+ vetted experts across 20+ domains
- AI-guided quality assurance mechanisms trusted by leading frontier labs
- Structured, machine-readable validation outputs
- Audit-ready decision traceability
Built for production workflows
Tendem supports organizations operating in environments where the cost of error is significant. It enables:
- Policy-driven escalation frameworks
- Risk-aware decision gating
- Governance-ready validation checkpoints
- Consistent, QA-backed oversight at scale
Availability
Tendem is available today as a standalone platform by Toloka and can be integrated into your agent architecture via MCP with future plans to integrate with the complete Nebius stack.
