Keep-customer swarm · Review Response Agent · Auto-publish-gating skill · Published June 1, 2026

Auto-publish threshold gating for multi-location operators

Birdeye AI Reply + AI Gate, Glowing Pre-Publish + AI Reply, Trustpilot AI Approve, Yelp AI Suggestions + Approve, Reputation.com AI Draft, Podium Review Reply Studio, Localworks (Moz Local) Review Reply Generator, ChatMeter AI Reply, SOCi Reply AI, Brandify AI Reply, Synup AI Reply, GMB Everywhere AI Reply, ReviewTrackers, Reviewshake ship per-platform AI-draft-and-publish primitives. The auto-publish-gating skill on the review-response agent — running per-portfolio per-draft per-LLM-confidence per-brand-voice per-vertical-compliance per-PHI per-PII per-claim per-sentiment per-crisis-flag per-FTC-Endorsement per-per-jurisdiction per-threshold-spec configurable threshold decisioning + per-human-in-loop-calibration + per-portfolio audit-trail at multi-location-review-response-operator scale — is operator-side architecture above the per-platform primitive.

Engage the review-response agent See the 32-agent swarm

What this skill closes

Multi-dimensional scoring across per-LLM-confidence (GPT-4-logprob + o1-confidence + Claude-logprob + Gemini-logprob + Cohere-Command-confidence + Mistral-confidence + multi-LLM-ensemble-Cohen-kappa-Krippendorff-Fleiss-kappa) + per-LLM-confidence-calibration (Temperature-Scaling-Guo-2017 + Platt + Isotonic + Histogram + Beta-Calibration) + per-brand-voice (tone + vocabulary + forbidden-phrase + required-phrase + corporate-vs-franchisee) + per-vertical-compliance (FDA-substantiation + FDA-cosmetic-drug + FDA-health-claim + state-medical-board + state-cannabis-control + FINRA + HIPAA + state-childcare-license) + per-PHI-detection (Presidio + AWS-Comprehend-Medical + Google-Cloud-DLP-Healthcare + Azure-Purview) + per-PII-detection (Presidio + DLP + AWS-Comprehend + Purview + BigID + OneTrust + Privacera + Cyera + Spirion + Guardium + Truata) + per-claim-substantiation + per-sentiment + per-crisis-flag + per-FTC-Endorsement + per-jurisdiction.
7-tier threshold spec — per-Tier-1-auto-publish (LLM-conf greater-than-95% + brand-voice greater-than-90 + compliance greater-than-95 + no-PHI + no-PII + no-crisis-flag) + per-Tier-2-spot-check (80-95) + per-Tier-3-human-review (60-80) + per-Tier-4-supervisor-approval (40-60) + per-Tier-5-compliance-review (PHI-detected vs PII-detected vs FTC-Endorsement-violation vs state-AG-risk) + per-Tier-6-legal-review (FDA-warning-letter-risk + state-AG-civil-penalty + FINRA-violation + HIPAA-violation) + per-Tier-7-block (crisis-flag + cannot-substantiate-claim + policy-violation).
Per-vertical + per-jurisdiction + per-corporate-vs-franchisee + per-buyer-state threshold customization — per-medical-stricter-HIPAA + per-financial-stricter-FINRA + per-cannabis-stricter-state-cannabis-control + per-California-stricter-Prop-65 + per-New-York-stricter-GBL-349-350 + per-Urgent-Emergency-stricter-faster-routing.
Cross-rubric confidence-interval Bayesian aggregation — per-rubric-Bayesian-prior + per-rubric-Bayesian-posterior + per-rubric-credible-interval-95% + per-cross-rubric-weighted-aggregation (LLM-confidence-0.30 + brand-voice-0.15 + vertical-compliance-0.20 + PHI-0.10 + PII-0.05 + claim-0.10 + crisis-flag-0.05 + FTC-Endorsement-0.05) + per-cross-rubric-disagreement-detection + per-disagreement-routing-to-human.
Human-in-loop feedback calibration — per-reviewer-pass-fail + per-reviewer-confidence + per-reviewer-suggested-edit-diff + per-reviewer-reason-classification + per-LLM-vs-human-comparison + per-rolling-30-day-90-day-365-day-accuracy + per-LLM-calibration-bias-detection (overconfidence + underconfidence + systematic-vertical + systematic-jurisdiction) + per-LLM-weighted-ensemble-update + per-threshold-iteration + per-rubric-prompt-iteration + per-few-shot-example-update + per-cohort-evaluation.
Per-decision audit-trail + rolling-accuracy + A/B-test — per-decision-audit + per-rolling-accuracy-tracking + per-A/B-test-spec + per-threshold-experiment + per-tier-experiment.
Per-portfolio audit-trail — every multi-dimensional score, every threshold-tier decision, every routing-action, every human-reviewer-feedback, every calibration-update, every A/B-test-result logged.

Why per-vendor-Birdeye-canonical-AI-Gate-canonical-binary-auto-vs-manual breaks at multi-location-multi-vertical-multi-jurisdiction scale

At 1-location-1-vertical-1-jurisdiction scale per-binary-auto-vs-manual primitive is enough. At 200-location-multi-vertical-multi-jurisdiction-multi-language scale per-canonical-binary-auto-vs-manual-coarse-decisioning + per-canonical-multi-dimensional-threshold-gating-blind + per-canonical-per-vertical-PHI-PII-claim-compliance-blind (per-medical-HIPAA-PHI + per-financial-FINRA-disclosure + per-cannabis-state-claim + per-childcare-state-license-disclosure).

Per-canonical-per-jurisdiction-FTC-Endorsement-blind + per-canonical-per-jurisdiction-state-AG-deceptive-practice-blind + per-canonical-cross-rubric-confidence-interval-aggregation-blind + per-canonical-crisis-flag-detection-blind (per-emerging-PR-crisis-not-detected + per-FDA-warning-letter-risk-not-flagged + per-state-AG-enforcement-risk-not-flagged) + per-canonical-multi-tier-threshold-blind + per-canonical-rolling-accuracy-tracking-blind + per-canonical-human-in-loop-feedback-calibration-blind.

Per-canonical-auto-published-FDA-warning-letter-risk + per-canonical-auto-published-state-AG-civil-penalty-risk + per-canonical-auto-published-HIPAA-violation-risk + per-canonical-auto-published-FINRA-disclosure-violation-risk + per-canonical-auto-published-crisis-amplification-risk + per-canonical-auto-published-brand-reputation-damage + per-canonical-editorial-queue-volume-overflow-rate-22-to-47-percent. Per-canonical-multi-dimensional-scoring + per-canonical-LLM-confidence + per-canonical-brand-voice + per-canonical-per-vertical-compliance + per-canonical-PHI-PII + per-canonical-claim-substantiation + per-canonical-sentiment + per-canonical-crisis-flag + per-canonical-FTC-Endorsement + per-canonical-per-jurisdiction + per-canonical-multi-tier-threshold-decisioning + per-canonical-human-in-loop-calibration is operator-side architecture above per-vendor per-binary-decision primitive.

What is in market today

Per-platform per-review-response-AI-platform

Per-platform per-PHI-PII-detection

Microsoft Presidio, AWS Comprehend Medical + PHI Detection, Google Cloud DLP + Healthcare API, Azure Purview, BigID, OneTrust DataDiscovery, Privacera, Cyera, Spirion, IBM Guardium Insights, Truata Pseudonymization. Per-account per-detection-rule. Per-canonical-per-vertical-canonical-PHI-PII-canonical-cross-rubric-aggregation is not the primitive.

Per-platform per-LLM-confidence-calibration

OpenAI GPT-4 logprobs, Anthropic Claude logprobs, Google Gemini logprobs, Cohere Command R+ confidence, Calibration of Modern Neural Networks (Guo 2017), Temperature Scaling, Platt Scaling, Isotonic Regression, Histogram Binning, Beta Calibration. Per-LLM per-prompt per-completion-logprob. Per-canonical-cross-LLM-canonical-agreement-canonical-Cohen-kappa-canonical-Krippendorff-canonical-Fleiss-kappa is not the primitive.

Per-platform per-multi-rubric-evaluation

OpenAI Evals, LangSmith, Helicone, Braintrust, Weights & Biases Prompts, Vellum, Phoenix (Arize), Promptfoo. Per-account per-evaluation per-rubric-spec. Per-canonical-cross-rubric-canonical-Bayesian-confidence-interval-canonical-aggregation + per-cross-rubric-disagreement-routing is not the primitive.

How the architecture is set up

Per-portfolio per-canonical-multi-LLM-canonical-confidence-spec. Per-OpenAI-GPT-4-logprob + per-o1-confidence + per-Claude-logprob + per-Gemini-logprob + per-Cohere-Command-confidence + per-Mistral-confidence + per-multi-LLM-ensemble-Cohen-kappa-Krippendorff-Fleiss-kappa canonical-LLM-confidence.
Per-portfolio per-canonical-LLM-confidence-calibration. Per-Temperature-Scaling-Guo-2017 + per-Platt + per-Isotonic + per-Histogram + per-Beta-Calibration canonical-calibration.
Per-portfolio per-canonical-brand-voice-score-spec. Per-tone + per-vocabulary + per-forbidden-phrase + per-required-phrase + per-corporate-vs-franchisee canonical-brand-voice.
Per-portfolio per-canonical-per-vertical-compliance-score-spec. Per-FDA-substantiation + per-FDA-cosmetic-drug + per-FDA-health-claim + per-state-medical-board + per-state-cannabis-control + per-FINRA + per-HIPAA + per-state-childcare-license canonical-vertical-compliance.
Per-portfolio per-canonical-PHI-PII-detection-substrate. Per-Presidio + per-AWS-Comprehend-Medical + per-Google-Cloud-DLP-Healthcare + per-Azure-Purview + per-BigID + per-OneTrust + per-Privacera + per-Cyera + per-Spirion + per-IBM-Guardium + per-Truata canonical-multi-vendor.
Per-portfolio per-canonical-claim-substantiation-score + sentiment-score + crisis-flag-detection + FTC-Endorsement-score + per-jurisdiction-score. Per-multi-LLM-implied-claim-detection + per-substantiation-verification-vs-FDA-NIH-clinical-study + per-VADER-TextBlob-RoBERTa-FinBERT-DistilBERT + per-emerging-PR-crisis-detection + per-FDA-warning-letter-risk + per-state-AG-enforcement-risk + per-state-medical-board-investigation-risk + per-California-Prop-65 + per-New-York-GBL-349-350.
Per-portfolio per-canonical-cross-rubric-Bayesian-confidence-interval-aggregation. Per-Bayesian-prior + per-Bayesian-posterior + per-credible-interval-95 + per-weighted-aggregation (0.30 + 0.15 + 0.20 + 0.10 + 0.05 + 0.10 + 0.05 + 0.05) + per-disagreement-detection + per-disagreement-routing.
Per-portfolio per-canonical-7-tier-threshold-spec. Per-Tier-1-auto-publish-greater-than-95 + per-Tier-2-spot-check-80-95 + per-Tier-3-human-review-60-80 + per-Tier-4-supervisor-approval-40-60 + per-Tier-5-compliance-review-PHI-PII-FTC + per-Tier-6-legal-review-FDA-AG-FINRA-HIPAA + per-Tier-7-block-crisis-flag-claim-unsubstantiated-policy-violation.
Per-portfolio per-canonical-per-vertical-per-jurisdiction-per-corporate-vs-franchisee-per-buyer-state-threshold-customization. Per-medical-stricter-HIPAA + per-financial-stricter-FINRA + per-cannabis-stricter + per-California-stricter + per-New-York-stricter + per-Urgent-Emergency-faster-routing.
Per-portfolio per-canonical-per-decision-canonical-audit-trail-spec. Per-multi-dimensional-score-log + per-tier-decision-log + per-routing-action-log.
Per-portfolio per-canonical-per-decision-canonical-rolling-accuracy-tracking. Per-rolling-30-day + per-90-day + per-365-day accuracy + per-bias-detection + per-LLM-weighted-ensemble-update.
Per-portfolio per-canonical-human-in-loop-canonical-feedback-calibration. Per-reviewer-pass-fail + per-reviewer-confidence + per-reviewer-suggested-edit-diff + per-reviewer-reason + per-LLM-vs-human-comparison + per-threshold-iteration + per-rubric-prompt-iteration + per-few-shot-update + per-cohort-evaluation.
Per-portfolio per-canonical-A-B-test-spec + audit-trail + CMO-dashboard-rollup. Per-threshold-experiment + per-tier-experiment + per-A/B-test-success-metric (per-CTR + per-conversion + per-NPS + per-CSAT + per-recovery-rate + per-FDA-warning-letter-rate-canonical-zero + per-state-AG-civil-penalty-canonical-zero) + per-CMO-dashboard-rollup.

Frequently asked questions

What is auto-publish threshold gating for multi-location operators?

Auto-publish threshold gating runs per-portfolio per-draft per-canonical-multi-dimensional-canonical-scoring-canonical-aggregation + per-canonical-LLM-canonical-confidence-canonical-score + per-canonical-brand-voice-canonical-score + per-canonical-per-vertical-compliance-canonical-score + per-canonical-PHI-canonical-detection + per-canonical-PII-canonical-detection + per-canonical-claim-canonical-substantiation-canonical-score + per-canonical-sentiment-canonical-score + per-canonical-crisis-flag-canonical-detection + per-canonical-FTC-Endorsement-canonical-compliance-score + per-canonical-per-jurisdiction-canonical-compliance-score + per-canonical-cross-rubric-canonical-confidence-interval-canonical-aggregation + per-canonical-per-threshold-canonical-spec-canonical-load + per-canonical-per-threshold-canonical-decision-canonical-routing (per-auto-publish + per-editorial-queue + per-supervisor-approval + per-compliance-review + per-legal-review + per-block) + per-canonical-per-decision-canonical-audit-trail + per-canonical-per-decision-canonical-rolling-accuracy-canonical-tracking + per-canonical-per-decision-canonical-human-in-the-loop-canonical-feedback-canonical-calibration + per-canonical-per-threshold-canonical-A-B-test-spec + per-portfolio audit-trail. Per-canonical-multi-dimensional-canonical-scoring runs per-canonical-LLM-confidence-canonical-score (per-OpenAI-GPT-4-canonical-logprob + per-Anthropic-Claude-canonical-logprob + per-Google-Gemini-canonical-logprob + per-Cohere-Command-canonical-confidence + per-multi-LLM-ensemble-canonical-agreement-canonical-Cohen-kappa per-canonical-LLM-confidence-spec) + per-canonical-brand-voice-canonical-score + per-canonical-per-vertical-compliance-canonical-score + per-canonical-PHI-detection + per-canonical-PII-detection + per-canonical-claim-substantiation-score + per-canonical-sentiment-score + per-canonical-crisis-flag + per-canonical-FTC-Endorsement-score + per-canonical-per-jurisdiction-score. The per-platform per-review-response-AI-platform category includes Birdeye AI Reply + AI Gate, Glowing Pre-Publish + AI Reply, Trustpilot AI Approve, Yelp AI Suggestions + Approve, Reputation.com AI Draft, Podium Review Reply Studio, Localworks (Moz Local) Review Reply Generator, ChatMeter AI Reply, SOCi Reply AI, Brandify AI Reply, Synup AI Reply, GMB Everywhere AI Reply, ReviewTrackers, Reviewshake. The per-platform per-PHI-PII-detection category includes Microsoft Presidio, AWS Comprehend Medical + PHI Detection, Google Cloud DLP + Healthcare API, Azure Purview, BigID, OneTrust DataDiscovery, Privacera, Cyera, Spirion, IBM Guardium Insights, Truata Pseudonymization. The per-platform per-LLM-confidence-calibration category includes OpenAI GPT-4 logprobs, Anthropic Claude logprobs, Google Gemini logprobs, Cohere Command R+ confidence, Calibration of Modern Neural Networks (Guo 2017), Temperature Scaling, Platt Scaling, Isotonic Regression. The per-platform per-editorial-workflow category includes Asana, Trello, Linear, Notion, ClickUp, Monday.com, Jira, GitLab Issue, GitHub Issue, Frame.io, Pinpoint, Workfront (Adobe), Wrike. The per-platform per-multi-rubric-evaluation category includes OpenAI Evals, LangSmith, Helicone, Braintrust, Weights & Biases Prompts, Vellum, Phoenix (Arize), Promptfoo. The auto-publish-gating skill on the review-response agent (1 of the bundle on review-response in the keep-customer swarm alongside per-canonical-cs-agent-assist + per-canonical-sentiment-concern-classification + per-canonical-brand-voice-constrained-response-drafting + per-canonical-crisis-detection-escalation + per-canonical-post-crisis-SEO-reputation-repair) — running per-portfolio per-draft per-LLM-confidence per-brand-voice per-vertical-compliance per-PHI per-PII per-claim per-sentiment per-crisis-flag per-threshold-spec configurable threshold decisioning + per-portfolio audit-trail at multi-location-review-response-operator scale — is operator-side architecture above the per-platform per-review-response-AI-platform + per-PHI-PII-detection + per-LLM-confidence-calibration + per-editorial-workflow + per-multi-rubric-evaluation primitive.

Why does per-vendor-Birdeye-canonical-AI-Gate-canonical-binary-auto-vs-manual break down at multi-location-multi-vertical-multi-jurisdiction scale?

Per-vendor-Birdeye-canonical-AI-Gate-canonical-binary-auto-vs-manual ships per-account per-template per-binary-auto-vs-manual-decision primitive. Per-vendor-Glowing + per-Trustpilot-AI-Approve + per-Yelp-AI-Approve + per-Reputation.com + per-Podium + per-Localworks + per-ChatMeter + per-SOCi + per-Brandify + per-Synup + per-GMB-Everywhere + per-ReviewTrackers + per-Reviewshake-canonical-single-account ship per-vendor per-native binary-decision primitives. At 1-location-1-vertical-1-jurisdiction scale per-binary-auto-vs-manual primitive is enough. At 200-location-multi-vertical-multi-jurisdiction-multi-language scale per-canonical-binary-auto-vs-manual-canonical-coarse-decisioning + per-canonical-multi-dimensional-threshold-gating-blind + per-canonical-per-vertical-PHI-PII-claim-compliance-blind (per-medical-vertical-HIPAA-canonical-PHI + per-financial-vertical-FINRA-canonical-disclosure + per-cannabis-vertical-state-canonical-claim + per-childcare-vertical-state-license-canonical-disclosure per-canonical-vertical-compliance-blind) + per-canonical-per-jurisdiction-FTC-Endorsement-canonical-blind + per-canonical-per-jurisdiction-state-AG-canonical-deceptive-practice-blind + per-canonical-cross-rubric-canonical-confidence-interval-aggregation-blind + per-canonical-crisis-flag-canonical-detection-blind (per-emerging-PR-crisis-canonical-not-detected + per-FDA-warning-letter-risk-canonical-not-flagged + per-state-AG-enforcement-risk-canonical-not-flagged per-canonical-crisis-flag-blind) + per-canonical-per-threshold-canonical-spec-blind (per-auto-publish-vs-editorial-queue-vs-supervisor-approval-vs-compliance-review-vs-legal-review-vs-block per-canonical-multi-tier-threshold-blind) + per-canonical-per-decision-canonical-rolling-accuracy-tracking-blind + per-canonical-per-decision-canonical-human-in-the-loop-canonical-feedback-calibration-blind. Per-canonical-auto-published-canonical-FDA-warning-letter-risk + per-canonical-auto-published-canonical-state-AG-civil-penalty-risk + per-canonical-auto-published-canonical-HIPAA-violation-risk + per-canonical-auto-published-canonical-FINRA-disclosure-violation-risk + per-canonical-auto-published-canonical-crisis-amplification-risk + per-canonical-auto-published-canonical-brand-reputation-canonical-damage + per-canonical-canonical-editorial-queue-canonical-volume-canonical-overflow-canonical-rate-canonical-22-to-47-percent. Per-vendor-Birdeye + Glowing + Trustpilot + Yelp + Reputation.com + Podium + Localworks + ChatMeter + SOCi + Brandify + Synup + GMB-Everywhere + ReviewTrackers + Reviewshake ship per-vendor per-binary-decision primitive. Per-canonical-multi-dimensional-canonical-scoring + per-canonical-LLM-confidence + per-canonical-brand-voice + per-canonical-per-vertical-compliance + per-canonical-PHI-PII + per-canonical-claim-substantiation + per-canonical-sentiment + per-canonical-crisis-flag + per-canonical-FTC-Endorsement + per-canonical-per-jurisdiction + per-canonical-multi-tier-threshold-decisioning + per-canonical-human-in-loop-calibration is operator-side architecture above per-vendor per-binary-decision primitive.

What does per-portfolio per-canonical-multi-dimensional-canonical-scoring-canonical-aggregation do?

Per-portfolio per-canonical-multi-dimensional-canonical-scoring-canonical-aggregation runs per-portfolio per-canonical-LLM-confidence-canonical-score-canonical-spec (per-OpenAI-GPT-4-canonical-logprob-canonical-extraction + per-OpenAI-o1-canonical-confidence + per-Anthropic-Claude-canonical-logprob + per-Google-Gemini-canonical-logprob + per-Cohere-Command-canonical-confidence + per-Mistral-Large-canonical-confidence + per-multi-LLM-canonical-ensemble-canonical-agreement-canonical-Cohen-kappa-canonical-Krippendorff-alpha-canonical-Fleiss-kappa per-canonical-LLM-confidence) + per-canonical-LLM-confidence-canonical-calibration (per-Temperature-Scaling-canonical-Guo-2017 + per-Platt-Scaling + per-Isotonic-Regression + per-Histogram-Binning + per-Beta-Calibration per-canonical-calibration-method) + per-canonical-brand-voice-canonical-score (per-tone-validation + per-vocabulary-validation + per-forbidden-phrase-validation + per-required-phrase-validation + per-corporate-vs-franchisee-voice-segmentation per-canonical-brand-voice-score) + per-canonical-per-vertical-compliance-canonical-score (per-FDA-substantiation-per-supplement + per-FDA-cosmetic-drug-per-beauty + per-FDA-health-claim-per-food + per-state-medical-board-per-medical + per-state-cannabis-control-per-cannabis + per-FINRA-disclosure-per-financial + per-HIPAA-per-healthcare + per-state-childcare-license-per-childcare per-canonical-vertical-score) + per-canonical-PHI-canonical-detection (per-Microsoft-Presidio-PHI + per-AWS-Comprehend-Medical-PHI + per-Google-Cloud-DLP-Healthcare-API + per-Azure-Purview-PHI per-canonical-PHI-detection) + per-canonical-PII-canonical-detection (per-Microsoft-Presidio-PII + per-Google-Cloud-DLP + per-AWS-Comprehend-PII + per-Azure-Purview + per-BigID + per-OneTrust + per-Privacera + per-Cyera + per-Spirion + per-IBM-Guardium + per-Truata per-canonical-PII-detection) + per-canonical-claim-substantiation-canonical-score (per-multi-LLM-implied-claim-detection + per-substantiation-verification-vs-FDA-NIH-clinical-study-database per-canonical-claim-substantiation) + per-canonical-sentiment-canonical-score + per-canonical-crisis-flag-canonical-detection (per-emerging-PR-crisis-detection + per-FDA-warning-letter-risk-detection + per-state-AG-enforcement-risk-detection + per-state-medical-board-investigation-risk per-canonical-crisis-flag) + per-canonical-FTC-Endorsement-canonical-compliance-score + per-canonical-per-jurisdiction-canonical-compliance-score. Per-portfolio audit-trail.

How does per-portfolio per-canonical-per-threshold-canonical-spec + per-decision-routing work?

Per-portfolio per-canonical-per-threshold-canonical-spec runs per-portfolio per-canonical-multi-tier-canonical-threshold-canonical-spec (per-Tier-1-canonical-auto-publish-canonical-LLM-confidence-greater-than-95-percent-canonical-brand-voice-greater-than-90-canonical-compliance-greater-than-95-canonical-no-PHI-no-PII-no-crisis-flag + per-Tier-2-canonical-spot-check-editorial-queue-canonical-LLM-confidence-80-95-canonical-brand-voice-80-90-canonical-compliance-85-95 + per-Tier-3-canonical-human-review-editorial-queue-canonical-LLM-confidence-60-80-canonical-brand-voice-65-80-canonical-compliance-70-85 + per-Tier-4-canonical-supervisor-approval-canonical-LLM-confidence-40-60-canonical-borderline-rubric + per-Tier-5-canonical-compliance-review-canonical-PHI-detected-vs-PII-detected-vs-FTC-Endorsement-violation-vs-state-AG-risk + per-Tier-6-canonical-legal-review-canonical-FDA-warning-letter-risk-vs-state-AG-civil-penalty-vs-FINRA-violation-vs-HIPAA-violation + per-Tier-7-canonical-block-canonical-crisis-flag-detected-vs-cannot-substantiate-claim-vs-policy-violation per-canonical-multi-tier-spec) + per-canonical-per-vertical-canonical-threshold-canonical-customization (per-medical-vertical-stricter-canonical-HIPAA + per-financial-vertical-stricter-canonical-FINRA + per-cannabis-vertical-stricter-canonical-state-cannabis-control per-canonical-vertical-customization) + per-canonical-per-jurisdiction-canonical-threshold-canonical-customization (per-California-stricter-canonical-Prop-65 + per-New-York-stricter-canonical-GBL-349-350 per-canonical-jurisdiction-customization) + per-canonical-per-corporate-vs-franchisee-canonical-threshold-canonical-customization + per-canonical-per-buyer-state-canonical-threshold-canonical-customization (per-Urgent-Emergency-stricter-canonical-faster-routing) + per-canonical-per-decision-canonical-audit-trail-canonical-spec + per-canonical-per-decision-canonical-rolling-accuracy-canonical-tracking + per-canonical-per-decision-canonical-A-B-test-canonical-spec. Per-portfolio audit-trail.

What does per-portfolio per-canonical-human-in-loop-canonical-feedback-canonical-calibration do?

Per-portfolio per-canonical-human-in-loop-canonical-feedback-canonical-calibration runs per-portfolio per-canonical-human-reviewer-canonical-feedback-canonical-ingestion (per-reviewer-canonical-pass-fail-canonical-decision + per-reviewer-canonical-confidence-canonical-score + per-reviewer-canonical-suggested-edit-canonical-diff + per-reviewer-canonical-reason-canonical-classification per-canonical-feedback-ingestion) + per-canonical-LLM-score-canonical-vs-human-score-canonical-comparison (per-LLM-confidence-canonical-vs-human-confidence + per-LLM-brand-voice-vs-human-brand-voice + per-LLM-compliance-vs-human-compliance + per-LLM-PHI-detection-vs-human-PHI + per-LLM-claim-substantiation-vs-human per-canonical-comparison) + per-canonical-per-LLM-canonical-rolling-30-day-canonical-accuracy + per-canonical-per-LLM-canonical-rolling-90-day-canonical-accuracy + per-canonical-per-LLM-canonical-rolling-365-day-canonical-accuracy + per-canonical-per-LLM-canonical-calibration-bias-canonical-detection (per-overconfidence-bias + per-underconfidence-bias + per-systematic-bias-per-vertical + per-systematic-bias-per-jurisdiction per-canonical-bias-detection) + per-canonical-per-LLM-canonical-weighted-ensemble-blend-canonical-update + per-canonical-per-threshold-canonical-spec-canonical-iteration (per-Tier-1-threshold-adjustment + per-Tier-2-threshold-adjustment per-canonical-threshold-iteration) + per-canonical-per-rubric-canonical-prompt-canonical-iteration + per-canonical-per-rubric-canonical-few-shot-example-canonical-update + per-canonical-per-vertical-canonical-customization-canonical-iteration + per-canonical-per-jurisdiction-canonical-customization-canonical-iteration + per-canonical-cohort-canonical-evaluation-canonical-spec (per-LLM-confidence-cohort + per-vertical-cohort + per-jurisdiction-cohort + per-buyer-state-cohort per-canonical-cohort-evaluation). Per-portfolio audit-trail.

What does per-portfolio per-canonical-cross-rubric-canonical-confidence-interval-canonical-aggregation + per-review-response-agent-canonical-bundle do?

Per-portfolio per-canonical-cross-rubric-canonical-confidence-interval-canonical-aggregation runs per-portfolio per-canonical-per-rubric-canonical-confidence-interval-canonical-Bayesian-canonical-credible-interval-canonical-computation (per-rubric-canonical-Bayesian-prior + per-rubric-canonical-Bayesian-posterior + per-rubric-canonical-credible-interval-95-percent per-canonical-Bayesian-CI) + per-canonical-cross-rubric-canonical-weighted-canonical-aggregation (per-LLM-confidence-weighted-0.30 + per-brand-voice-weighted-0.15 + per-vertical-compliance-weighted-0.20 + per-PHI-weighted-0.10 + per-PII-weighted-0.05 + per-claim-weighted-0.10 + per-crisis-flag-weighted-0.05 + per-FTC-Endorsement-weighted-0.05 per-canonical-weighted-aggregation) + per-canonical-cross-rubric-canonical-disagreement-canonical-detection (per-LLM-confidence-high-canonical-vs-compliance-low + per-brand-voice-high-canonical-vs-claim-low per-canonical-disagreement) + per-canonical-cross-rubric-canonical-disagreement-canonical-routing (per-disagreement-canonical-routes-to-human-canonical-review per-canonical-disagreement-routing) + per-canonical-aggregate-confidence-canonical-final-canonical-score + per-canonical-final-confidence-canonical-vs-threshold-canonical-comparison. Per-review-response-agent-canonical-bundle integrates the auto-publish-gating skill with sibling skills on the same agent: per-canonical-cs-agent-assist (skill sibling — per-store CS context co-pilot substrate) + per-canonical-sentiment-concern-classification (skill sibling — provides sentiment score input) + per-canonical-brand-voice-constrained-response-drafting (skill sibling — drafts response that this skill gates) + per-canonical-crisis-detection-escalation (skill sibling — provides crisis-flag input) + per-canonical-post-crisis-SEO-reputation-repair (skill sibling — post-crisis-repair if crisis-flag detected). Per-portfolio audit-trail.

Engage the review-response agent

Per-portfolio per-draft per-LLM-confidence per-brand-voice per-vertical-compliance per-PHI per-PII per-claim per-sentiment per-crisis-flag per-FTC-Endorsement per-per-jurisdiction per-threshold-spec configurable threshold decisioning + per-human-in-loop-calibration + per-portfolio audit-trail shipped as the orchestration layer above your existing per-review-response-AI-platform + per-PHI-PII-detection + per-LLM-confidence-calibration + per-editorial-workflow + per-multi-rubric-evaluation primitive.

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