Reporters Use AI Vibe-Coding to Analyze Monday.com Workplace Interactions

Technology reporters led by CNBC’s Deidre Bosa used an "AI vibe-coding" tool identified in reporting as Anthropic’s Claude Cod to process and label Monday.com workplace interactions, testing whether an AI could characterize tone and underlying sentiment in internal communications at the company.

The experiment by Bosa and colleagues was picked up and reproduced by a number of follow-on tech outlets, which reran aspects of the workflow and published independent analyses of the results. Those outlets applied the same "AI vibe-coding" approach to sample exchanges tied to Monday.com, comparing outputs and noting differences in labeling across runs.

TechBuzz compiled and updated those threads of coverage in an article updated March 4, 2026, aggregating the CNBC experiment and the subsequent reproductions. The TechBuzz update summarized how multiple outlets applied the Anthropic tool to similar Monday.com interaction sets and highlighted variation in the AI outputs across platforms and iterations.

Reporters documented the mechanics of the exercise using Anthropic’s Claude Cod and the phrase "AI vibe-coding" to describe the automated tagging process; that vocabulary and the repeated reproductions by tech outlets brought the methodology into public view on March 4, 2026. The consolidated reporting shows how a single reporter-led experiment can be rerun across outlets to test consistency when a third-party model labels workplace communications associated with Monday.com.

For Monday.com employees and internal teams, the public experiment and the TechBuzz aggregation on March 4, 2026 place AI-driven labeling tools at the center of an emerging conversation about how workplace interactions can be parsed by external systems. The experiment itself, carried out by CNBC’s Deidre Bosa and reproduced by multiple tech outlets, has already generated a traceable record that others can examine when evaluating the accuracy and limits of "AI vibe-coding" applied to Monday.com communications.