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Main Authors: Chernyshev, Konstantin, Artemova, Ekaterina, Zhukov, Viacheslav, Nerush, Maksim, Fedorova, Mariia, Repik, Iryna, Shapovalova, Olga, Sukhorosov, Aleksey, Dobrovolskii, Vladimir, Mikhailova, Natalia, Tilga, Sergei
Format: Preprint
Published: 2026
Subjects:
Online Access:https://arxiv.org/abs/2602.01119
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author Chernyshev, Konstantin
Artemova, Ekaterina
Zhukov, Viacheslav
Nerush, Maksim
Fedorova, Mariia
Repik, Iryna
Shapovalova, Olga
Sukhorosov, Aleksey
Dobrovolskii, Vladimir
Mikhailova, Natalia
Tilga, Sergei
author_facet Chernyshev, Konstantin
Artemova, Ekaterina
Zhukov, Viacheslav
Nerush, Maksim
Fedorova, Mariia
Repik, Iryna
Shapovalova, Olga
Sukhorosov, Aleksey
Dobrovolskii, Vladimir
Mikhailova, Natalia
Tilga, Sergei
contents Tendem is a hybrid system where AI handles structured, repeatable work and Human Experts step in when the models fail or to verify results. Each result undergoes a comprehensive quality review before delivery to the Client. To assess Tendem's performance, we conducted a series of in-house evaluations on 94 real-world tasks, comparing it with AI-only agents and human-only workflows carried out by Upwork freelancers. The results show that Tendem consistently delivers higher-quality outputs with faster turnaround times. At the same time, its operational costs remain comparable to human-only execution. On third-party agentic benchmarks, Tendem's AI Agent (operating autonomously, without human involvement) performs near state-of-the-art on web browsing and tool-use tasks while demonstrating strong results in frontier domain knowledge and reasoning.
format Preprint
id arxiv_https___arxiv_org_abs_2602_01119
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Tendem: A Hybrid AI+Human Platform
Chernyshev, Konstantin
Artemova, Ekaterina
Zhukov, Viacheslav
Nerush, Maksim
Fedorova, Mariia
Repik, Iryna
Shapovalova, Olga
Sukhorosov, Aleksey
Dobrovolskii, Vladimir
Mikhailova, Natalia
Tilga, Sergei
Computation and Language
Tendem is a hybrid system where AI handles structured, repeatable work and Human Experts step in when the models fail or to verify results. Each result undergoes a comprehensive quality review before delivery to the Client. To assess Tendem's performance, we conducted a series of in-house evaluations on 94 real-world tasks, comparing it with AI-only agents and human-only workflows carried out by Upwork freelancers. The results show that Tendem consistently delivers higher-quality outputs with faster turnaround times. At the same time, its operational costs remain comparable to human-only execution. On third-party agentic benchmarks, Tendem's AI Agent (operating autonomously, without human involvement) performs near state-of-the-art on web browsing and tool-use tasks while demonstrating strong results in frontier domain knowledge and reasoning.
title Tendem: A Hybrid AI+Human Platform
topic Computation and Language
url https://arxiv.org/abs/2602.01119