{ "available": true, "contract": "aiwebsignals.self_observation", "version": "3", "generated_at": "2026-10-01T11:34:02.994Z", "window_days": 7, "window_started_at": "2026-09-24T11:34:02.507Z", "evidence": { "site_interaction": { "evidence_state": "observed_partial", "campaign_attribution_touches": 579, "product_interaction_events": [ { "event": "aiwebsignals_landing_viewed", "count": 2 }, { "event": "aiwebsignals_scanner_viewed", "count": 1 } ], "product_interaction_event_count": 3, "limitation": "This covers campaign-tagged acquisition touches, explicit first-party product events, and attributed checkout/activation milestones; it is not every pageview or browser session." }, "machine_retrieval": { "evidence_state": "observed_first_party_requests", "ai_related_requests": 252, "machine_discovery_requests": 117, "by_agent_purpose": [ { "purpose": "training", "provider": "Anthropic", "agent": "ClaudeBot", "count": 81 }, { "purpose": "user_requested", "provider": "OpenAI", "agent": "ChatGPT-User", "count": 46 }, { "purpose": "search_and_assistant", "provider": "Amazon", "agent": "Amazonbot", "count": 41 }, { "purpose": "search", "provider": "OpenAI", "agent": "OAI-SearchBot", "count": 40 }, { "purpose": "training", "provider": "OpenAI", "agent": "GPTBot", "count": 38 }, { "purpose": "training", "provider": "Meta", "agent": "Meta-ExternalAgent", "count": 5 }, { "purpose": "training", "provider": "ByteDance", "agent": "Bytespider", "count": 1 } ], "limitation": "Only connected first-party request evidence stored by AIWebSignals is included; user-agent or provider claims retain their recorded identity-confidence semantics." }, "referral_acquisition": { "evidence_state": "observed_campaign_attribution", "attributed_touches": 579, "by_source_medium": [ { "source": "threads", "medium": "organic", "count": 368 }, { "source": "social", "medium": "unknown", "count": 66 }, { "source": "social", "medium": "organic", "count": 60 }, { "source": "text_native", "medium": "organic_social", "count": 37 }, { "source": "qa_fixture", "medium": "diagnostic", "count": 25 }, { "source": "linkedin", "medium": "organic", "count": 8 }, { "source": "unknown", "medium": "unknown", "count": 7 }, { "source": "social_video", "medium": "organic", "count": 5 }, { "source": "instagram", "medium": "reel", "count": 2 }, { "source": "chatgpt.com", "medium": "unknown", "count": 1 } ], "creative_id_field": "utm_content", "creative_performance": [ { "creative_id": "discussion", "touches": 193, "source_medium": [ { "source": "threads", "medium": "organic", "count": 193 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "challenge", "touches": 99, "source_medium": [ { "source": "social", "medium": "unknown", "count": 66 }, { "source": "threads", "medium": "organic", "count": 29 }, { "source": "unknown", "medium": "unknown", "count": 4 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "aws-g2-p01-v1-threads-r1", "touches": 54, "source_medium": [ { "source": "threads", "medium": "organic", "count": 54 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "visual", "touches": 40, "source_medium": [ { "source": "social", "medium": "organic", "count": 40 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "aws-g2-p09-v1-threads-r1", "touches": 38, "source_medium": [ { "source": "threads", "medium": "organic", "count": 38 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "unknown", "touches": 26, "source_medium": [ { "source": "qa_fixture", "medium": "diagnostic", "count": 25 }, { "source": "chatgpt.com", "medium": "unknown", "count": 1 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "aws-g2-p02-v1-threads-r1", "touches": 24, "source_medium": [ { "source": "threads", "medium": "organic", "count": 24 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "aws-g2-p09-v1-x-r1", "touches": 17, "source_medium": [ { "source": "text_native", "medium": "organic_social", "count": 16 }, { "source": "unknown", "medium": "unknown", "count": 1 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "practical", "touches": 15, "source_medium": [ { "source": "threads", "medium": "organic", "count": 15 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "aws-g2-p01-v1-x-r1", "touches": 12, "source_medium": [ { "source": "text_native", "medium": "organic_social", "count": 11 }, { "source": "unknown", "medium": "unknown", "count": 1 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "aws-g2-p02-v1-x-r1", "touches": 11, "source_medium": [ { "source": "text_native", "medium": "organic_social", "count": 10 }, { "source": "unknown", "medium": "unknown", "count": 1 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "aws-vp-connect-v1-linkedin", "touches": 8, "source_medium": [ { "source": "linkedin", "medium": "organic", "count": 8 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "brand_story", "touches": 7, "source_medium": [ { "source": "threads", "medium": "organic", "count": 7 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "aws-g2-p01-v1-static", "touches": 6, "source_medium": [ { "source": "social", "medium": "organic", "count": 6 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "aws-g2-p09-v1-static", "touches": 6, "source_medium": [ { "source": "social", "medium": "organic", "count": 6 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "aws-g2-p09-v1-video-reach", "touches": 5, "source_medium": [ { "source": "social_video", "medium": "organic", "count": 5 } ], "product_events": [ { "event": "aiwebsignals_landing_viewed", "count": 2 }, { "event": "aiwebsignals_scanner_viewed", "count": 1 } ], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "aws-g2-p02-v1-static", "touches": 4, "source_medium": [ { "source": "social", "medium": "organic", "count": 4 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "clarity", "touches": 4, "source_medium": [ { "source": "threads", "medium": "organic", "count": 4 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "edge_am", "touches": 4, "source_medium": [ { "source": "social", "medium": "organic", "count": 4 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "trust", "touches": 4, "source_medium": [ { "source": "threads", "medium": "organic", "count": 4 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 }, { "creative_id": "aws-g2-p09-v1-reel", "touches": 2, "source_medium": [ { "source": "instagram", "medium": "reel", "count": 2 } ], "product_events": [], "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0 } ], "limitation": "Source and medium are explicit UTM campaign declarations; they are acquisition attribution, not proof of a raw HTTP referrer." }, "attention_to_value": { "evidence_state": "observed_partial", "instrumentation_started_at": "2026-09-29T19:46:00.000Z", "measured_from": "2026-09-29T19:46:00.000Z", "observed_attributed_ids": 159, "new_tagged_acquisition_ids": 159, "product_journey": [ { "id": "aiwebsignals_landing_viewed", "label": "Landing viewed", "attributed_ids": 2, "rate_per_observed_attributed_id": 0.0126 }, { "id": "aiwebsignals_scan_cta_clicked", "label": "Scanner CTA clicked", "attributed_ids": 0, "rate_per_observed_attributed_id": 0 }, { "id": "aiwebsignals_scanner_viewed", "label": "Scanner viewed", "attributed_ids": 1, "rate_per_observed_attributed_id": 0.0063 }, { "id": "aiwebsignals_scan_started", "label": "Scan started", "attributed_ids": 0, "rate_per_observed_attributed_id": 0 }, { "id": "aiwebsignals_scan_completed", "label": "Scan completed", "attributed_ids": 0, "rate_per_observed_attributed_id": 0 }, { "id": "aws_connection_viewed", "label": "Connection options viewed", "attributed_ids": 0, "rate_per_observed_attributed_id": 0 }, { "id": "aws_pricing_viewed", "label": "Pricing viewed", "attributed_ids": 0, "rate_per_observed_attributed_id": 0 }, { "id": "aws_advertise_viewed", "label": "Sponsorship page viewed", "attributed_ids": 0, "rate_per_observed_attributed_id": 0 }, { "id": "aws_contact_viewed", "label": "Contact page viewed", "attributed_ids": 0, "rate_per_observed_attributed_id": 0 } ], "commercial_outcomes": { "checkout_started": 0, "paid_activated": 0, "connected_site_activated": 0, "current_active_paid_workspaces": 1, "active_paid_workspaces_by_plan": [ { "plan": "pro", "count": 1 } ] }, "direct_inquiries": { "sponsor_inquiries": 0, "sponsor_inquiries_by_status": [], "customer_inquiries": 0, "customer_inquiries_by_kind_status": [] }, "publisher_interest": { "slot_views": 0, "slot_clicks": 0, "click_through_rate": null, "by_provider_article_type": [] }, "bottleneck_diagnosis": { "boundary": "measurement_collecting", "next_observation": "Accumulate post-instrumentation activity before changing acquisition volume.", "causal_claim": false }, "limitations": [ "Observed attribution IDs are opaque first-party identifiers, not verified unique people.", "Activation attribution before the instrumentation start is intentionally excluded from this funnel.", "Publisher slot events are aggregate events, not person-level identity.", "Inquiry counts exclude message bodies and contact details.", "Current paid workspaces are a present-state count, not recognized revenue." ] }, "agent_participation": { "evidence_state": "observed", "available": true, "observed_at": "2026-10-01T11:32:01.559Z", "source_reference": "https://machinerealms.com/api/v1/distribution/moltbook-funnel?days=7", "window_days": 7, "stages": { "posts_examined": 12750, "pain_points_detected": 1480, "machine_relevant_candidates": 5893, "comments": 84, "conversations": 39, "qualified_invitations": 21, "attributed_entries": 3, "guided_start_views": 0, "quest_views": 1, "join_views": 0, "join_attempts": 0, "joins": 0, "quest_claim_attempts": 0, "quest_claims": 0, "contribution_attempts": 0, "contributions": 0 }, "conversion_rates": { "pain_point_per_examined_post": 0.1161, "machine_relevant_per_examined_post": 0.4622, "comment_per_machine_relevant_candidate": 0.0143, "conversation_per_comment": 0.4643, "invitation_per_conversation": 0.5385, "entry_per_invitation": 0.1429, "guided_start_view_per_entry": 0, "quest_view_per_entry": 0.3333, "join_view_per_entry": 0, "join_attempt_per_join_view": null, "join_per_attempt": null, "claim_attempt_per_join": null, "claim_per_attempt": null, "contribution_attempt_per_claim": null, "contribution_per_attempt": null }, "bottleneck_diagnosis": { "boundary": "evidence_surface_to_join_view", "next_observation": "Inspect whether the participation proposition is visible and compelling enough to open join." }, "instrumentation": { "engagement_runs_in_window": 170, "classifier_instrumented_runs": 170, "classifier_coverage_complete": true, "pre_classifier_runs_may_contribute_posts_examined_without_middle_stage_counts": false } }, "mismatch_findings": [], "relationship_observations": { "acquisition_vs_product_interaction": { "evidence_state": "descriptive_observation", "attributed_touches": 579, "instrumented_product_interactions": 3, "observed_state": "acquisition_and_product_interaction_both_observed", "causal_claim": false }, "machine_retrieval_vs_product_interaction": { "evidence_state": "descriptive_observation", "ai_related_requests": 252, "instrumented_product_interactions": 3, "observed_state": "machine_retrieval_and_product_interaction_both_observed", "causal_claim": false }, "discovery_vs_broader_machine_use": { "evidence_state": "descriptive_observation", "machine_discovery_requests": 117, "ai_related_requests": 252, "observed_state": "discovery_paths_and_machine_use_observed", "causal_claim": false } } }, "measurement_contract": { "social_creative_id": { "field": "utm_content", "stable_across_reposts": true, "recommended_format": "aws---v", "interpretation": "Creative ID is a first-party campaign label used for aggregate performance comparison, not person-level identity." }, "attributed_activation": { "instrumented_since": "2026-09-29T19:46:00.000Z", "unit": "opaque_attribution_ids_and_aggregate_value_events", "historical_backfill": false, "interpretation": "Use post-instrumentation activity to compare attention with product actions and commercial outcomes without treating counts as verified people or causal conversion." } }, "evidence_boundaries": { "observation_not_identity": true, "campaign_source_not_verified_identity": true, "machine_request_identity_confidence_preserved": true, "machine_realms_participation_is_aggregate_cross_realm_evidence": true, "no_cross_site_identity_join": true, "unknown_is_valid_result": true } }