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TolokaToloka
PRODUCT LAUNCHToloka2026-03-13

Tendem Launches Hybrid AI-Human Workflow Platform to Handle Task Completion from 'Almost' to 'Done'

Key Takeaways

  • ▸Tendem combines AI automation with human expert co-pilots to complete business tasks without leaving incomplete AI work for users to finish
  • ▸The platform routes tasks to domain specialists (researchers, data builders, analysts) who oversee AI work, fill gaps, and validate outputs before delivery
  • ▸Initial use cases span data collection, lead generation, competitive research, and content consolidation—tasks historically requiring manual effort or extensive AI verification
Source:
Hacker Newshttps://tendem.ai/↗

Summary

Tendem, a new service from Toloka AI, offers a hybrid workflow platform that combines AI automation with human expert oversight to complete business tasks end-to-end. Rather than leaving AI outputs incomplete or requiring users to manually verify and fix AI-generated work, Tendem assigns domain experts (researchers, data specialists, automation builders, etc.) to co-pilot AI systems, catch gaps, and validate results before delivery. The platform accepts task descriptions from users and intelligently routes work to specialists across marketing, operations, data, and research domains, with AI handling bulk processing and humans ensuring accuracy and completeness.

Tendem addresses a common pain point in AI adoption: the "last mile" problem where AI produces near-complete but imperfect results that still require significant human effort to finalize. By embedding human expertise alongside AI automation, the platform aims to reduce the time users spend on cleanup work while maintaining quality standards. Early use cases showcase data collection and consolidation tasks—from sourcing business leads across geographies to compiling competitive intelligence and building verified contact lists—all previously handled manually or requiring extensive human validation of AI outputs.

  • Users can delegate their first task with $20 in free credits and no setup or credit card required, lowering barriers to adoption

Editorial Opinion

Tendem represents a pragmatic evolution in AI product design—acknowledging that perfect AI autonomy remains aspirational while human oversight remains essential. By positioning human experts as co-pilots rather than QA cleanup crews, the platform reframes hybrid intelligence as a feature, not a failure, and directly targets the friction point where most organizations currently struggle with AI deployment. If execution quality matches positioning, this model could reshape how businesses outsource repetitive knowledge work.

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