{"summary":{"analyzed":true,"build_worthy":false,"build_worthy_family_key":"support-conversation-ops","build_worthy_family_name":"support triage and conversation operations","build_worthy_reason":"This row is supporting evidence for the linked opportunity family; use the family card, not this row, for the build decision.","build_worthy_scope":"opportunity_family","comments_returned":2,"commercial_card_missing_count":0,"commercial_card_status":"complete","commercial_context_status":"linked_opportunity","commercial_context_status_label":"Evidence linked to opportunity","evidence_context_status":"linked_opportunity","evidence_context_status_label":"Evidence linked to opportunity","evidence_role":"supports_opportunity_family","evidence_role_label":"Evidence supporting opportunity family","evidence_role_reason":"This row is supporting evidence for the linked opportunity family; use the family card, not this row, for the build decision.","intelligence_role":"supporting_evidence","intelligence_role_label":"Supporting evidence","is_build_worthy":false,"opportunity_context_status":"linked_opportunity","opportunity_context_status_label":"Evidence linked to opportunity","opportunity_decision_status":"supporting_evidence","opportunity_decision_status_label":"Supporting evidence","opportunity_relevance":1.0,"plugin_name":"Antispam Bee","promotion_reason":"This row is supporting evidence linked to a commercial opportunity family, not the build-worthy opportunity itself.","promotion_status":"linked_opportunity","promotion_status_label":"Evidence linked to opportunity","recommendation_role":"evidence_input","recommendation_role_label":"Evidence input","reply_count":2,"row_is_build_worthy":false,"row_is_opportunity":false,"row_role":"supporting_evidence","row_role_label":"Supporting evidence","sentiment":"complaint","severity":"high","slug":"antispam-bee","source":"review","source_link_count":2,"url":"https://wordpress.org/support/topic/admin-comments-spam/","worth_validating":false,"source_count":0,"source_evidence_summary":{"total":30,"source_evidence_rows":6,"source_link_rows":6,"source_count_only_rows":0,"missing_source_evidence_rows":24,"source_evidence_not_applicable_rows":0,"source_link_coverage_percent":20.0,"evidence_required_rows":0,"evidence_required_rows_missing_source_links":0,"build_worthy_rows_missing_source_links":0,"decision_rows_missing_source_links":0,"missing_source_examples":[]},"commercial_readiness":{"total":30,"validation_ready":0,"core_validation_ready_rows":0,"family_wide_validation_ready_rows":0,"core_only_validation_ready_rows":0,"validation_scope_status":"not_ready","validation_scope_label":"Not ready","validation_scope_warning":"","validation_scope_counts":[{"scope":"not_validation_ready","label":"Not validation-ready","count":30}],"blocker_count":58,"caution_count":0,"status_counts":[{"status":"needs_external_proof","label":"Needs outside proof","count":29},{"status":"needs_family_proof","label":"Needs family proof","count":1}],"blocker_counts":[{"label":"Outside proof needed: not validated","count":29},{"label":"Commercial gate not complete: proof blocked","count":29}],"caution_counts":[],"ready_for_buyer_validation":0,"needs_external_proof":29,"needs_family_proof":1,"needs_report":0,"needs_thesis_detail":0,"needs_thesis_sharpening":0,"research_first":0,"research_only":0,"hold":0,"unclassified":0,"core_wedge_validation_ready_rows":0,"full_family_validation_ready_rows":0,"scope_limited_validation_rows":0,"full_family_claim_ready_rows":0,"validation_claim_scope_policy":"Core-only validation rows are worth buyer testing, but they must not be presented as full-family commercial opportunities until family_wide_validation_ready is true."},"commercial_readiness_summary":{"status":"needs_family_proof","label":"Needs family proof","validation_ready":false,"family_key":"support-conversation-ops","family_name":"support triage and conversation operations","decision_bucket":"proof_blocked","decision_bucket_label":"Proof Blocked","proof_status":"validated_core","proof_status_label":"Validated core","commercial_gate_status":"complete","commercial_gate_label":"Gate complete","commercial_gate_passed":7,"commercial_gate_total":7,"commercial_card_status":"complete","commercial_card_complete":true,"commercial_card_missing_count":0,"blockers":[],"blocker_count":0,"cautions":[],"caution_count":0,"next_action":"Finish the missing outside proof, then test buyer urgency with support-heavy site owners: triage repeated comment threads, failed replies, knowledge gaps, and escalation workload.","dossier_url":"/opportunities/families/support-conversation-ops/dossier","dossier_api_url":"/api/opportunities/families/support-conversation-ops/dossier"},"readiness_summary":{"status":"needs_family_proof","label":"Needs family proof","validation_ready":false,"family_key":"support-conversation-ops","family_name":"support triage and conversation operations","decision_bucket":"proof_blocked","decision_bucket_label":"Proof Blocked","proof_status":"validated_core","proof_status_label":"Validated core","commercial_gate_status":"complete","commercial_gate_label":"Gate complete","commercial_gate_passed":7,"commercial_gate_total":7,"commercial_card_status":"complete","commercial_card_complete":true,"commercial_card_missing_count":0,"blockers":[],"blocker_count":0,"cautions":[],"caution_count":0,"next_action":"Finish the missing outside proof, then test buyer urgency with support-heavy site owners: triage repeated comment threads, failed replies, knowledge gaps, and escalation workload.","dossier_url":"/opportunities/families/support-conversation-ops/dossier","dossier_api_url":"/api/opportunities/families/support-conversation-ops/dossier"},"cache_source":"durable_stale","cache_age_seconds":24343,"payload_mode":"compact","full_payload_url":"/api/evidence/source?full=true&compact_schema=evidence-source-v2&url=https%3A//wordpress.org/support/topic/admin-comments-spam/&comment_limit=80&text_limit=12000","row_key":"rows","source_row_key":"rows","rows_shown":1,"comments_shown":2,"evidence_summary":{"total":1,"source_evidence_rows":0,"source_link_rows":1,"source_count_only_rows":0,"missing_source_evidence_rows":0,"source_evidence_not_applicable_rows":0,"source_link_coverage_percent":100.0,"evidence_required_rows":0,"evidence_required_rows_missing_source_links":0,"build_worthy_rows_missing_source_links":0,"decision_rows_missing_source_links":0,"missing_source_examples":[]}},"rows":[{"section":"source","row_type":"source","url":"https://wordpress.org/support/topic/admin-comments-spam/","slug":"antispam-bee","plugin_name":"Antispam Bee","source":"review","sentiment":"complaint","severity":"high","opportunity_relevance":1.0,"reply_count":2,"comments_returned":2,"analyzed":true,"source_link_count":2,"title":"Admin comments spam?","author":"mvittel","published_at":"2023-09-20T06:27:00+00:00","rating":2,"resolved":false,"collected_at":"2026-05-28T23:13:46+00:00","intent":"feature_request","affected_feature":"spam","summary":"Admin comments spam?: users show security, bugs, compatibility pain that may indicate a product gap.","evidence_quote":"Admin comments spam?","confidence":0.68,"analyzed_at":"2026-05-28T23:17:20+00:00","market_key":"comments","market_name":"Comments","market_url":"/markets/comments","opportunity_url":"/opportunities/comments","family_key":"support-conversation-ops","family_name":"support triage and conversation operations","opportunity_family_key":"support-conversation-ops","opportunity_family_name":"support triage and conversation operations","buyer":"support-heavy site owners, agencies, and community operators","what_to_build":"Comments support operations workflow for reducing support load and keeping customer conversations moving","urgent_problem":"Support-heavy sites lose time when repeated questions, comments, chats, and unresolved issues are scattered across tools.","problem":"Support-heavy sites lose time when repeated questions, comments, chats, and unresolved issues are scattered across tools.","competitor_gap":"Gap to test: can buyers triage repeated comment threads, failed replies, knowledge gaps, and escalation workload before support triage and conversation workload. weak-incumbent evidence gives 898 teardown signal(s). paid-market language appears around integration, order,...","proof_support":"Proof base: outside proof that buyers already pay around the workflow, paid-adjacent plugin or pricing signals, repeated WordPress pain, and weak incumbent coverage around reducing support load and keeping customer conversations moving.","needs_validation":"finish the missing outside proof, then test buyer urgency with support-heavy site owners: triage repeated comment threads, failed replies, knowledge gaps, and escalation workload.","what_still_needs_validation":"finish the missing outside proof, then test buyer urgency with support-heavy site owners: triage repeated comment threads, failed replies, knowledge gaps, and escalation workload.","commercial_attractiveness":"Commercial pull comes from support-heavy site owners: support-heavy sites lose time when repeated questions, comments, chats, and unresolved issues are scattered across tools. The first paid wedge is to triage repeated comment threads, failed replies, knowledge gaps, and...","first_validation_wedge":"triage repeated comment threads, failed replies, knowledge gaps, and escalation workload","mvp_wedge":"triage repeated comment threads, failed replies, knowledge gaps, and escalation workload","decision_bucket":"proof_blocked","decision_bucket_label":"Proof Blocked","row_role":"supporting_evidence","recommendation_role":"evidence_input","evidence_role":"supports_opportunity_family","promotion_status":"linked_opportunity","promotion_status_label":"Evidence linked to opportunity","promotion_reason":"This row is supporting evidence linked to a commercial opportunity family, not the build-worthy opportunity itself.","is_build_worthy":false,"worth_validating":false,"build_worthy_scope":"opportunity_family","build_worthy_family_key":"support-conversation-ops","opportunity_decision_status":"supporting_evidence","body_summary":"It’s a pity, but since recently even comments that I write as an admin are classified as spam? That doesn’t work at all, now I have to activate every comment, even though the check mark is set. Otherwise, it does...","issue_labels":["security","bugs","compatibility","missing feature"],"source_links":[{"source_url":"https://wordpress.org/support/topic/admin-comments-spam/","url":"https://wordpress.org/support/topic/admin-comments-spam/","original_url":"https://wordpress.org/support/topic/admin-comments-spam/","source_page_url":"/evidence/source?url=https%3A%2F%2Fwordpress.org%2Fsupport%2Ftopic%2Fadmin-comments-spam%2F","source_api_url":"/api/evidence/source?url=https%3A%2F%2Fwordpress.org%2Fsupport%2Ftopic%2Fadmin-comments-spam%2F"}]}],"plugin":{"active_installs":700000,"api_url":"/api/plugins/antispam-bee","downloaded":12513158,"name":"Antispam Bee","rating":96.0,"slug":"antispam-bee","tags":["anti-spam","antispam","comments","spam filter","spam protection"],"url":"/plugin/antispam-bee"},"conversation":{"url":"https://wordpress.org/support/topic/admin-comments-spam/","slug":"antispam-bee","source":"review","title":"Admin comments spam?","author":"mvittel","published_at":"2023-09-20T06:27:00+00:00","rating":2,"resolved":false,"reply_count":2,"collected_at":"2026-05-28T23:13:46+00:00","body_summary":"It’s a pity, but since recently even comments that I write as an admin are classified as spam? That doesn’t work at all, now I have to activate every comment, even though the check mark is set. Otherwise, it does what it is supposed to do, therefore 2 stars","full_text_summary":"It’s a pity, but since recently even comments that I write as an admin are classified as spam? That doesn’t work at all, now I have to activate every comment, even though the check mark is set. Otherwise, it does what it is supposed to do, therefore 2 stars Hi @mvittel it..."},"analysis":{"affected_feature":"spam","analyzed_at":"2026-05-28T23:17:20+00:00","complaint_types":["security","bugs","compatibility","missing_feature","support"],"confidence":0.68,"conversation_url":"https://wordpress.org/support/topic/admin-comments-spam/","evidence_quote":"Admin comments spam?","intent":"feature_request","issue_labels":["security","bugs","compatibility","missing feature"],"model":"heuristic-v1","opportunity_relevance":1.0,"praise_types":["support","value","quality"],"sentiment":"complaint","severity":"high","slug":"antispam-bee","source":"review","summary":"Admin comments spam?: users show security, bugs, compatibility pain that may indicate a product gap."},"comments":[{"position":1,"author":"Torsten Landsiedel","published_at":"2023-09-20T06:58:00+00:00","body_summary":"Hi @mvittel it would have been nice if you had opened up a support thread first, so I could have helped you. Getting a bad review is not a very good motivation to help … But I’m still interested in solving the..."},{"position":2,"author":"Torsten Landsiedel","published_at":"2023-09-21T10:04:00+00:00","body_summary":"Hi @mvittel Hopefully you have removed the IP address via snippet or some GDPR plugin and the spam reason was “Empty data” and your version was 2.11.4. Because this bug was fixed with the latest 2.11.5 release. If..."}],"source_links":[{"source_url":"https://wordpress.org/support/topic/admin-comments-spam/","url":"https://wordpress.org/support/topic/admin-comments-spam/","original_url":"https://wordpress.org/support/topic/admin-comments-spam/","source_page_url":"/evidence/source?url=https%3A%2F%2Fwordpress.org%2Fsupport%2Ftopic%2Fadmin-comments-spam%2F","source_api_url":"/api/evidence/source?url=https%3A%2F%2Fwordpress.org%2Fsupport%2Ftopic%2Fadmin-comments-spam%2F"},{"source_url":"https://wordpress.org/plugins/antispam-bee/","url":"https://wordpress.org/plugins/antispam-bee/","original_url":"https://wordpress.org/plugins/antispam-bee/","source_page_url":"/plugin/antispam-bee","source_api_url":"/api/plugins/antispam-bee"}],"source_link_count":2,"market_key":"comments","market_name":"Comments","market_url":"/markets/comments","opportunity_url":"/opportunities/comments","opportunity_card":{"key":"support-conversation-ops","name":"support triage and conversation operations","family_key":"support-conversation-ops","family_name":"support triage and conversation operations","family_label":"support triage and conversation operations","display_name":"Comments support operations workflow","opportunity_name":"Comments support operations workflow","opportunity_label":"Comments support operations workflow","decision_bucket":"proof_blocked","commercial_readiness_status":"needs_family_proof","commercial_readiness_label":"Needs family proof","validation_ready":false,"is_build_worthy":false,"row_role":"opportunity_family","recommendation_role":"commercial_opportunity_candidate","buyer":"support-heavy site owners, agencies, and community operators","who_buys":"support-heavy site owners, agencies, and community operators","primary_buyer_segment":"support-heavy site owners","urgent_problem":"Support-heavy sites lose time when repeated questions, comments, chats, and unresolved issues are scattered across tools.","problem":"Support-heavy sites lose time when repeated questions, comments, chats, and unresolved issues are scattered across tools.","pain":"Support-heavy sites lose time when repeated questions, comments, chats, and unresolved issues are scattered across tools.","what_to_build":"Comments support operations workflow for reducing support load and keeping customer conversations moving","first_validation_wedge":"triage repeated comment threads, failed replies, knowledge gaps, and escalation workload","mvp_wedge":"triage repeated comment threads, failed replies, knowledge gaps, and escalation workload","wedge":"triage repeated comment threads, failed replies, knowledge gaps, and escalation workload","source_count":12,"source_link_count":12,"next_action":"Finish the missing outside proof, then test buyer urgency with support-heavy site owners: triage repeated comment threads, failed replies, knowledge gaps, and escalation workload.","family_dossier_url":"/opportunities/families/support-conversation-ops/dossier","opportunity_family_dossier_url":"/opportunities/families/support-conversation-ops/dossier","family_dossier_api_url":"/api/opportunities/families/support-conversation-ops/dossier","opportunity_family_dossier_api_url":"/api/opportunities/families/support-conversation-ops/dossier","urls":{"dossier":"/opportunities/families/support-conversation-ops/dossier","family":"/opportunities?family=support-conversation-ops"},"api_urls":{"dossier":"/api/opportunities/families/support-conversation-ops/dossier","family":"/api/opportunities/families?family=support-conversation-ops"},"family_url":"/opportunities?family=support-conversation-ops","opportunity_family_url":"/opportunities?family=support-conversation-ops","opportunity_family_api_url":"/api/opportunities/families?family=support-conversation-ops","commercial_gate_status":"complete","commercial_gate_label":"Gate complete","commercial_card_status":"complete","commercial_card_missing_count":0},"commercial_card_summary":{"status":"complete","status_label":"complete","missing_count":0,"passed":9,"required":9,"summary":{}},"commercial_card_checklist":[{"key":"what_to_build","label":"What to build","passed":true,"status":"pass","detail":"Comments support operations workflow for reducing support load and keeping customer conversations moving"},{"key":"specific_buyer","label":"Specific buyer","passed":true,"status":"pass","detail":"support-heavy site owners, agencies, and community operators"},{"key":"urgent_problem","label":"Urgent problem","passed":true,"status":"pass","detail":"Support-heavy sites lose time when repeated questions, comments, chats, and unresolved issues are scattered across tools."},{"key":"competitor_gap","label":"Competitor gap","passed":true,"status":"pass","detail":"Gap to test: can buyers triage repeated comment threads, failed replies, knowledge gaps, and escalation workload before support triage and conversation workload. weak-incumbent evidence gives 898 teardown signal(s). paid"}],"family_key":"support-conversation-ops","family_name":"support triage and conversation operations","opportunity_family_key":"support-conversation-ops","opportunity_family_name":"support triage and conversation operations","buyer":"support-heavy site owners, agencies, and community operators","what_to_build":"Comments support operations workflow for reducing support load and keeping customer conversations moving","urgent_problem":"Support-heavy sites lose time when repeated questions, comments, chats, and unresolved issues are scattered across tools.","problem":"Support-heavy sites lose time when repeated questions, comments, chats, and unresolved issues are scattered across tools.","competitor_gap":"Gap to test: can buyers triage repeated comment threads, failed replies, knowledge gaps, and escalation workload before support triage and conversation workload. weak-incumbent evidence gives 898 teardown signal(s). paid-market language appears around integration, order, subscription. Entry wedge: triage repeated comment threads, failed replies, knowledge gaps, and escalation workload.","proof_support":"Proof base: outside proof that buyers already pay around the workflow, paid-adjacent plugin or pricing signals, repeated WordPress pain, and weak incumbent coverage around reducing support load and keeping customer conversations moving.","needs_validation":"finish the missing outside proof, then test buyer urgency with support-heavy site owners: triage repeated comment threads, failed replies, knowledge gaps, and escalation workload.","what_still_needs_validation":"finish the missing outside proof, then test buyer urgency with support-heavy site owners: triage repeated comment threads, failed replies, knowledge gaps, and escalation workload.","commercial_attractiveness":"Commercial pull comes from support-heavy site owners: support-heavy sites lose time when repeated questions, comments, chats, and unresolved issues are scattered across tools. The first paid wedge is to triage repeated comment threads, failed replies, knowledge gaps, and escalation workload. Revenue can come from ticket integrations, conversation analytics, saved replies, SLA alerts, and agency/client reporting.","first_validation_wedge":"triage repeated comment threads, failed replies, knowledge gaps, and escalation workload","mvp_wedge":"triage repeated comment threads, failed replies, knowledge gaps, and escalation workload","decision_bucket":"proof_blocked","decision_bucket_label":"Proof Blocked","api_urls":{"evidence":"/api/evidence?slug=antispam-bee","market":"/markets/comments","opportunity":"/opportunities/comments","plugin":"/api/plugins/antispam-bee","source":"/api/evidence/source?url=https%3A%2F%2Fwordpress.org%2Fsupport%2Ftopic%2Fadmin-comments-spam%2F","wordpress":"https://wordpress.org/support/topic/admin-comments-spam/","family":"/api/opportunities/families?family=support-conversation-ops","dossier":"/api/opportunities/families/support-conversation-ops/dossier"},"commercial_readiness":{"total":30,"validation_ready":0,"core_validation_ready_rows":0,"family_wide_validation_ready_rows":0,"core_only_validation_ready_rows":0,"validation_scope_status":"not_ready","validation_scope_label":"Not ready","validation_scope_warning":"","validation_scope_counts":[{"scope":"not_validation_ready","label":"Not validation-ready","count":30}],"blocker_count":58,"caution_count":0,"status_counts":[{"status":"needs_external_proof","label":"Needs outside proof","count":29},{"status":"needs_family_proof","label":"Needs family proof","count":1}],"blocker_counts":[{"label":"Outside proof needed: not validated","count":29},{"label":"Commercial gate not complete: proof blocked","count":29}],"caution_counts":[],"ready_for_buyer_validation":0,"needs_external_proof":29,"needs_family_proof":1,"needs_report":0,"needs_thesis_detail":0,"needs_thesis_sharpening":0,"research_first":0,"research_only":0,"hold":0,"unclassified":0,"core_wedge_validation_ready_rows":0,"full_family_validation_ready_rows":0,"scope_limited_validation_rows":0,"full_family_claim_ready_rows":0,"validation_claim_scope_policy":"Core-only validation rows are worth buyer testing, but they must not be presented as full-family commercial opportunities until family_wide_validation_ready is true."},"readiness_summary":{"total":30,"validation_ready":0,"core_validation_ready_rows":0,"family_wide_validation_ready_rows":0,"core_only_validation_ready_rows":0,"validation_scope_status":"not_ready","validation_scope_label":"Not ready","validation_scope_warning":"","validation_scope_counts":[{"scope":"not_validation_ready","label":"Not validation-ready","count":30}],"blocker_count":58,"caution_count":0,"status_counts":[{"status":"needs_external_proof","label":"Needs outside proof","count":29},{"status":"needs_family_proof","label":"Needs family proof","count":1}],"blocker_counts":[{"label":"Outside proof needed: not validated","count":29},{"label":"Commercial gate not complete: proof blocked","count":29}],"caution_counts":[],"ready_for_buyer_validation":0,"needs_external_proof":29,"needs_family_proof":1,"needs_report":0,"needs_thesis_detail":0,"needs_thesis_sharpening":0,"research_first":0,"research_only":0,"hold":0,"unclassified":0,"core_wedge_validation_ready_rows":0,"full_family_validation_ready_rows":0,"scope_limited_validation_rows":0,"full_family_claim_ready_rows":0,"validation_claim_scope_policy":"Core-only validation rows are worth buyer testing, but they must not be presented as full-family commercial opportunities until family_wide_validation_ready is true."},"evidence_summary":{"total":1,"source_evidence_rows":0,"source_link_rows":1,"source_count_only_rows":0,"missing_source_evidence_rows":0,"source_evidence_not_applicable_rows":0,"source_link_coverage_percent":100.0,"evidence_required_rows":0,"evidence_required_rows_missing_source_links":0,"build_worthy_rows_missing_source_links":0,"decision_rows_missing_source_links":0,"missing_source_examples":[]},"cache":{"source":"durable_stale","generated_at":"2026-08-05T07:27:20+00:00","age_seconds":24343},"row_role":"supporting_evidence","recommendation_role":"evidence_input","evidence_role":"supports_opportunity_family","promotion_status":"linked_opportunity","promotion_status_label":"Evidence linked to opportunity","promotion_reason":"This row is supporting evidence linked to a commercial opportunity family, not the build-worthy opportunity itself.","is_build_worthy":false,"worth_validating":false,"build_worthy_scope":"opportunity_family","build_worthy_family_key":"support-conversation-ops","opportunity_decision_status":"supporting_evidence"}