{"title":"Sponsored Agents in ChatGPT Ads: Where Does an Ad End and an Action-Capable Agent Begin?","description":"The bounded public record separates ordinary-ad safeguards from Sponsored Agent accountability. It assigns advertisers responsibility for Sponsored Agent content, configurations, Actions, Output, and Ad Materials, but does not publicly specify several agent-level safeguards that ordinary-ad materials describe or that an action-capable experience could require.","dataset_id":"spd:sponsored-agents-in-chatgpt-ads-where-does-an-ad-end-and-an-action-capable-agent-begin-ae13eb3a","canonical_url":"https://superpowerdaily.com/research/sponsored-agents-in-chatgpt-ads-where-does-an-ad-end-and-an-action-capable-agent-begin-ae13eb3a","version_url":"https://superpowerdaily.com/research/sponsored-agents-in-chatgpt-ads-where-does-an-ad-end-and-an-action-capable-agent-begin-ae13eb3a/versions/v1","version":"v1","snapshot_hash":"66c67c959e537ec54f0b4593c58424eb53acb602cd4eeca7b303432f0e8ccd13","date_created":"2026-09-16T15:45:42.505Z","date_modified":"2026-09-16T15:45:42.505Z","license":{"name":"Superpower Daily data reuse terms","url":"https://superpowerdaily.com/terms"},"license_url":"https://superpowerdaily.com/terms","temporal_coverage":"2026-09-16","coverage_note":"This synthesis uses the supplied public evidence available through September 16, 2026. Recovering this saved evidence is not a new collection or experiment. The Sponsored Agent program is described as limited beta access, and public documentation may not reflect pilot specifications or onboarding controls.","measurement_technique":["Planned evidence matrix: code each control by format—ordinary ChatGPT ad and Sponsored Agent—as explicit, inherited, discretionary, prohibited, or not publicly specified.","Use the bounded OpenAI terms, help pages, policies, app terms, and Sponsored Agents program form supplied in the evidence packet.","Separate documented rules from absences in the bounded public record; do not treat an undocumented safeguard as proof that it is absent in implementation or private pilot materials.","Count only explicitly named ordinary-ad reporting metrics and explicitly mandatory Sponsored Agent Action-confirmation categories."],"methodology":["Planned evidence matrix: code each control by format—ordinary ChatGPT ad and Sponsored Agent—as explicit, inherited, discretionary, prohibited, or not publicly specified.","Use the bounded OpenAI terms, help pages, policies, app terms, and Sponsored Agents program form supplied in the evidence packet.","Separate documented rules from absences in the bounded public record; do not treat an undocumented safeguard as proof that it is absent in implementation or private pilot materials.","Count only explicitly named ordinary-ad reporting metrics and explicitly mandatory Sponsored Agent Action-confirmation categories."],"metrics":[{"label":"Verified observations","value":"10","detail":"10 measured fields"},{"label":"Supported claims","value":"11","detail":"11 material findings"},{"label":"Cited sources","value":"8","detail":"8 primary or authoritative"},{"label":"Research score","value":"85","detail":"Automated topic and evidence score"}],"columns":[{"key":"entity","label":"Entity"},{"key":"metric","label":"Metric"},{"key":"value","label":"Value"},{"key":"unit","label":"Unit"},{"key":"observed","label":"Observed"},{"key":"source","label":"Source"},{"key":"transform","label":"Transform"}],"data":[{"unit":null,"value":"No dedicated Sponsored Agent Action or Output complaint, reversal, remediation, or recovery procedure is publicly specified.","entity":"Sponsored Agent","metric":"Action or output complaint and recovery path","source":"https://openai.com/policies/ad-tools-terms","observed":"2026-09-16","transform":null},{"unit":"action categories","value":"No Sponsored Agent action category has a publicly stated mandatory confirmation rule.","entity":"Sponsored Agent","metric":"Action types with explicit mandatory confirmation","source":"https://openai.com/policies/ad-tools-terms","observed":"2026-09-16","transform":"Counted clauses in the bounded sources requiring user confirmation for a defined Sponsored Agent action category; none were found."},{"unit":"specified metric categories","value":"No conversation, Action, confirmation, completion, failure, or recovery metric is specified.","entity":"Sponsored Agent","metric":"Agent-specific public measurement fields","source":"https://openai.com/policies/ad-tools-terms","observed":"2026-09-16","transform":"Counted explicit Sponsored Agent measurement categories among conversation, Action, confirmation, completion, failure, and recovery; none were found."},{"unit":null,"value":"No explicit persistent label or agent-output separation rule found in the bounded sources.","entity":"Sponsored Agent","metric":"Conversation-level labeling","source":"https://openai.com/policies/ad-tools-terms","observed":"2026-09-16","transform":null},{"unit":null,"value":"Sponsored label, advertiser identity, placement below responses, and visual separation are explicit.","entity":"Ordinary ChatGPT ad","metric":"Labeling and separation","source":"https://help.openai.com/en/articles/20001047-ads-in-chatgpt","observed":"2026-09-16","transform":null},{"unit":"metrics","value":"Impressions, clicks, spend, CTR, average CPC, average CPM, and conversions.","entity":"Ordinary ChatGPT ad","metric":"Named Ads Manager metrics","source":"https://help.openai.com/en/articles/20001207-ads-in-chatgpt-the-basics","observed":"2026-09-16","transform":"Counted the distinct reporting metrics explicitly listed on the page."},{"unit":null,"value":"Responsible as deemed GPT builder for content, configurations, Actions, Output, and Ad Materials.","entity":"Sponsored Agent advertiser","metric":"Responsibility allocation","source":"https://openai.com/policies/ad-tools-terms","observed":"2026-09-16","transform":null},{"unit":null,"value":"Three-dot menu provides Report ad; reporting hides the ad and sends it to OpenAI for review.","entity":"Ordinary ChatGPT ad","metric":"User complaint path","source":"https://help.openai.com/en/articles/20001047-ads-in-chatgpt","observed":"2026-09-16","transform":null},{"unit":null,"value":"Applicable portions of user Content and certain information such as country and state may be sent to the Application.","entity":"Connected Action application","metric":"User data received","source":"https://openai.com/policies/service-terms","observed":"2026-09-16","transform":null},{"unit":null,"value":"Aggregated performance information; direct messages only when the user chooses to message the advertiser.","entity":"Ordinary ad advertiser","metric":"User information received","source":"https://help.openai.com/en/articles/20001047-ads-in-chatgpt","observed":"2026-09-16","transform":null}],"sources":[{"url":"https://openai.com/policies/developer-apps-terms","name":"OpenAI","title":"App Developer Terms","records":0},{"url":"https://help.openai.com/en/articles/20001047-ads-in-chatgpt","name":"OpenAI","title":"help.openai.com","records":3},{"url":"https://help.openai.com/en/articles/20001207-ads-in-chatgpt-the-basics","name":"OpenAI","title":"help.openai.com","records":1},{"url":"https://openai.com/policies/ad-policies","name":"OpenAI","title":"openai.com","records":0},{"url":"https://openai.com/policies/ad-tools-terms","name":"OpenAI","title":"openai.com","records":5},{"url":"https://openai.com/policies/service-terms","name":"OpenAI","title":"openai.com","records":1},{"url":"https://openai.com/policies/advertising-terms","name":"OpenAI","title":"openai.com","records":0},{"url":"https://openai.com/form/sponsored-agents-hubspot","name":"OpenAI","title":"Sponsored Agents with HubSpot","records":0}],"provenance":{"publisher":"Superpower Daily","source_count":8,"source_urls":["https://openai.com/policies/developer-apps-terms","https://help.openai.com/en/articles/20001047-ads-in-chatgpt","https://help.openai.com/en/articles/20001207-ads-in-chatgpt-the-basics","https://openai.com/policies/ad-policies","https://openai.com/policies/ad-tools-terms","https://openai.com/policies/service-terms","https://openai.com/policies/advertising-terms","https://openai.com/form/sponsored-agents-hubspot"],"methodology":["Planned evidence matrix: code each control by format—ordinary ChatGPT ad and Sponsored Agent—as explicit, inherited, discretionary, prohibited, or not publicly specified.","Use the bounded OpenAI terms, help pages, policies, app terms, and Sponsored Agents program form supplied in the evidence packet.","Separate documented rules from absences in the bounded public record; do not treat an undocumented safeguard as proof that it is absent in implementation or private pilot materials.","Count only explicitly named ordinary-ad reporting metrics and explicitly mandatory Sponsored Agent Action-confirmation categories."],"snapshot_hash":"66c67c959e537ec54f0b4593c58424eb53acb602cd4eeca7b303432f0e8ccd13"},"distributions":{"csv":"https://superpowerdaily.com/api/research/sponsored-agents-in-chatgpt-ads-where-does-an-ad-end-and-an-action-capable-agent-begin-ae13eb3a/versions/v1?format=csv","json":"https://superpowerdaily.com/api/research/sponsored-agents-in-chatgpt-ads-where-does-an-ad-end-and-an-action-capable-agent-begin-ae13eb3a/versions/v1?format=json"}}