A new Raptive survey of 3,083 U.S. consumers finds that trust in AI-generated answers depends heavily on whether the source behind them is visible, with 74% of respondents calling it extremely or very important to know where an AI answer or recommendation comes from.
The research, commissioned by the advertising technology company Raptive and conducted in September 2026, examines how consumer trust behaves as AI tools increasingly synthesize information that once required visiting multiple websites. Raptive’s prior research found that content perceived as AI-generated was seen as 48% less trustworthy, 57% less authentic, and 60% lower in emotional connection than content believed to be human-made, along with declines in purchase consideration for brands advertising alongside it. The new study extends that work to ask what happens to trust when AI delivers a synthesized answer rather than raw content.
Citations Move the Needle
Fifty-nine percent of respondents said citations would make them more likely to trust an AI answer, and 41% said they specifically wanted to see multiple sources. When no source was shown, 42.0% of respondents said they would trust the answer completely or somewhat. That figure rose to 77.2% when a trusted publisher or media brand was cited, to 75.4% when a trusted creator or expert was cited, and to 78.7% when both a recognizable publisher and a trusted creator or expert appeared together. An unfamiliar source produced almost no lift, at 41.8%.
Raptive reports the increase was largest among people who said they trust an AI answer on its own: visible sourcing lifted their trust by 32 to 40 percentage points. Among those who already trust an answer when it matches what they know, the lift was smaller, 8 to 10 percentage points.
When AI Disagrees With a Trusted Source, AI Loses
Asked what they would do if an AI answer conflicted with a publisher, creator, or expert they already trust, only 19% of respondents said they would believe the AI. Thirty-three percent said they would stick with the source they already trusted, and 37% said they would investigate further before deciding.
Usage Is High, but Verification Habits Vary
The survey found 72% of respondents use AI tools or AI-powered search at least a few times a week, including 41% daily. More than half said they always or often accept an AI answer without checking another source. Among those who do double-check, 76% turn to Google or another search engine. Daily AI users were nearly twice as likely as non-daily users to turn to a creator, expert, or influencer they follow when verifying an answer, at 29% compared with 16%.
Trusted Source Type Shifts by Topic
Preference for a publisher or media brand versus an individual creator or expert varied by category. For news, 45.6% of respondents preferred a trusted website or media brand compared with 22.5% who preferred a creator or expert. For health and wellness, the gap narrowed to 41.1% versus 32.1%. For recipes, the categories were closer still, at 31.8% versus 26.8%. Raptive also reported that among daily AI users, 35% said they would prefer a trusted creator or expert for recipes and food advice, compared with 23% of non-daily users.
Raptive’s Framing
“AI may be the interface consumers see, but it cannot be the source of trust on its own,” said John Roa, Chief AI Officer at Raptive. “The quality of an AI answer depends on the human intelligence behind it: original reporting, real expertise, and the hard-won relationship a trusted publisher or creator has built with an audience.”
Marla Newman, EVP of Sales at Raptive, said the findings extend beyond platform design. “For advertisers, this is a context story as much as a technology story,” she said. “As AI changes how people encounter information, the credibility of the publishers, experts, and creators behind an answer still shapes what consumers are willing to believe.”
Raptive noted that the research measures consumer response to source visibility and does not address the commercial or legal terms governing how AI systems use source content. The company said its position is that content owners should be visible to consumers, have meaningful choice over the use of their work, and participate in fair commercial arrangements when that work generates value.
Image source: Raptive The full report is availablehere
Dragomir is a Serbian freelance blog writer and translator. He is passionate about covering insightful stories and exploring topics such as influencer marketing, the creator economy, technology, business, and cyber fraud.
A new Raptive survey of 3,083 U.S. consumers finds that trust in AI-generated answers depends heavily on whether the source behind them is visible, with 74% of respondents calling it extremely or very important to know where an AI answer or recommendation comes from.
The research, commissioned by the advertising technology company Raptive and conducted in September 2026, examines how consumer trust behaves as AI tools increasingly synthesize information that once required visiting multiple websites. Raptive’s prior research found that content perceived as AI-generated was seen as 48% less trustworthy, 57% less authentic, and 60% lower in emotional connection than content believed to be human-made, along with declines in purchase consideration for brands advertising alongside it. The new study extends that work to ask what happens to trust when AI delivers a synthesized answer rather than raw content.
Citations Move the Needle
Fifty-nine percent of respondents said citations would make them more likely to trust an AI answer, and 41% said they specifically wanted to see multiple sources. When no source was shown, 42.0% of respondents said they would trust the answer completely or somewhat. That figure rose to 77.2% when a trusted publisher or media brand was cited, to 75.4% when a trusted creator or expert was cited, and to 78.7% when both a recognizable publisher and a trusted creator or expert appeared together. An unfamiliar source produced almost no lift, at 41.8%.
Raptive reports the increase was largest among people who said they trust an AI answer on its own: visible sourcing lifted their trust by 32 to 40 percentage points. Among those who already trust an answer when it matches what they know, the lift was smaller, 8 to 10 percentage points.
When AI Disagrees With a Trusted Source, AI Loses
Asked what they would do if an AI answer conflicted with a publisher, creator, or expert they already trust, only 19% of respondents said they would believe the AI. Thirty-three percent said they would stick with the source they already trusted, and 37% said they would investigate further before deciding.
Usage Is High, but Verification Habits Vary
The survey found 72% of respondents use AI tools or AI-powered search at least a few times a week, including 41% daily. More than half said they always or often accept an AI answer without checking another source. Among those who do double-check, 76% turn to Google or another search engine. Daily AI users were nearly twice as likely as non-daily users to turn to a creator, expert, or influencer they follow when verifying an answer, at 29% compared with 16%.
Trusted Source Type Shifts by Topic
Preference for a publisher or media brand versus an individual creator or expert varied by category. For news, 45.6% of respondents preferred a trusted website or media brand compared with 22.5% who preferred a creator or expert. For health and wellness, the gap narrowed to 41.1% versus 32.1%. For recipes, the categories were closer still, at 31.8% versus 26.8%. Raptive also reported that among daily AI users, 35% said they would prefer a trusted creator or expert for recipes and food advice, compared with 23% of non-daily users.
Raptive’s Framing
“AI may be the interface consumers see, but it cannot be the source of trust on its own,” said John Roa, Chief AI Officer at Raptive. “The quality of an AI answer depends on the human intelligence behind it: original reporting, real expertise, and the hard-won relationship a trusted publisher or creator has built with an audience.”
Marla Newman, EVP of Sales at Raptive, said the findings extend beyond platform design. “For advertisers, this is a context story as much as a technology story,” she said. “As AI changes how people encounter information, the credibility of the publishers, experts, and creators behind an answer still shapes what consumers are willing to believe.”
Raptive noted that the research measures consumer response to source visibility and does not address the commercial or legal terms governing how AI systems use source content. The company said its position is that content owners should be visible to consumers, have meaningful choice over the use of their work, and participate in fair commercial arrangements when that work generates value.
Image source: Raptive
The full report is available here
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