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    DEMO MODEDemo data only.
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    Recommendation Center

    AI / rules-based recommendations. Each is advisory — AI does not execute recommendations automatically.

    AI Authority ≤ User Authority

    Re-route failed Provider onboarding webhook

    DEMO MODE

    Webhook ALR-001 has failed 3 consecutive deliveries, blocking provider activation.

    Evidence

    • 3 failed deliveries
    • Retries exhausted
    • Target endpoint 503

    Confidence

    92%

    Affected

    4 provider records

    Impact

    Onboarding delay for 4 providers

    Authority

    Integration Administrator

    Suggested Human Action

    Review endpoint health and re-queue delivery manually.

    Advisory only — not auto-executed

    Renew expiring provider credentials

    DEMO MODE

    3 providers have credentials expiring within 14 days, risking marketplace eligibility.

    Evidence

    • Credential expiry ≤14d
    • Compliance review due

    Confidence

    88%

    Affected

    3 providers

    Impact

    Marketplace suspension risk

    Authority

    Provider Operations

    Suggested Human Action

    Notify providers and request renewed documentation.

    Advisory only — not auto-executed

    Fill Marketplace vacancy CAT-007

    DEMO MODE

    2 communities have no verified Painting provider coverage.

    Evidence

    • 0 verified providers
    • 2 communities affected
    • Service enabled

    Confidence

    80%

    Affected

    2 communities

    Impact

    Resident service gap

    Authority

    Marketplace Operations

    Suggested Human Action

    Prioritize provider recruitment for CAT-007 in affected communities.

    Advisory only — not auto-executed

    Investigate reconciliation variance

    DEMO MODE

    Payout total mismatch of $1,240 detected against ledger.

    Evidence

    • $1,240 variance
    • Single batch
    • No matching transaction

    Confidence

    71%

    Affected

    1 payout batch

    Impact

    Financial integrity risk

    Authority

    Finance (Human Approval Required)

    Suggested Human Action

    Finance team to reconcile batch and confirm ledger entry.

    Advisory only — not auto-executed

    Review duplicate contact pairs

    DEMO MODE

    14 possible duplicate contact pairs detected with high match confidence.

    Evidence

    • 14 pairs
    • Match confidence ≥85%
    • Shared email/phone

    Confidence

    76%

    Affected

    28 contacts

    Impact

    Data integrity / reporting accuracy

    Authority

    Data Quality Reviewer

    Suggested Human Action

    Data Quality Reviewer to verify and merge (no auto-merge).

    Advisory only — not auto-executed

    Address support escalation trend

    DEMO MODE

    Escalations rose 22% week-over-week, concentrated in service quality.

    Evidence

    • +22% WoW
    • Cluster: service quality
    • 3 repeat providers

    Confidence

    68%

    Affected

    12 cases

    Impact

    Resident satisfaction risk

    Authority

    Support Leadership

    Suggested Human Action

    Review repeat-offender providers and update knowledge base.

    Advisory only — not auto-executed

    Approve workflow dependency update

    DEMO MODE

    Lead routing workflow depends on a tag trigger that was renamed.

    Evidence

    • Dependency mismatch
    • Workflow degraded
    • Tag renamed in CRM

    Confidence

    84%

    Affected

    1 workflow

    Impact

    Lead routing latency

    Authority

    System Administrator

    Suggested Human Action

    Update workflow dependency mapping (read-only review first).

    Advisory only — not auto-executed