Ads in AI Chatbots? An Analysis of How Large Language Models Navigate Conflicts of Interest

Ads in AI Chatbots? An Analysis of How Large Language Models Navigate Conflicts of Interest | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/ads-in-ai-chatbots-an-analysis-of-how-large-language-models-navigate-conflicts-of-interest

stale

Proof freshness: stale
Proof status: unverified
Display score: 3/10
Last proof check: 2026-04-10
Score updated: 2026-04-10
Score fresh until: 2026-05-10
References: 0
Source count: 3
Coverage: 50%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID ads-in-ai-chatbots-an-analysis-of-how-large-language-models-navigate-conflicts-of-interest | Route /signal-canvas/ads-in-ai-chatbots-an-analysis-of-how-large-language-models-navigate-conflicts-of-interest

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/ads-in-ai-chatbots-an-analysis-of-how-large-language-models-navigate-conflicts-of-interest

MCP example

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    "query_text": "Summarize Ads in AI Chatbots? An Analysis of How Large Language Models Navigate Conflicts of Interest"
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}

source_context

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Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Ads in AI Chatbots? An Analysis of How Large Language Models Navigate Conflicts of Interest

PDF: https://arxiv.org/pdf/2604.08525v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-10T17:42:04.251Z

Signal Canvas receipt window

Not build-ready: Ads in AI Chatbots? An Analysis of How Large Language Models Navigate Conflicts of Interest

/buildability/ads-in-ai-chatbots-an-analysis-of-how-large-language-models-navigate-conflicts-of-interest

Ignoreblocked

Subject: Ads in AI Chatbots? An Analysis of How Large Language Models Navigate Conflicts of Interest

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

Ads in AI Chatbots? An Analysis of How Large Language Models Navigate Conflicts of Interest

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