Automated data integrity
for unstructured feedback.
Anonymous channels can be vulnerable to automated bot submissions, duplicate spam, and coordinated feedback campaigns. Yves screens inbound messages in real time, isolating suspicious patterns before aggregation while preserving complete audit trails.
3
Detection signals
Language heuristics, device burst analysis, and semantic vector similarity.
12
Configurable rules
Calibrated per operational channel and reviewed against emerging patterns.
100%
Audit traceability
Every quarantine, release, and purge action is permanently logged.
Zero
Data loss by default
Quarantined submissions remain inspectable and reversible by authorized personnel.
Screening before aggregation. Verifiable lineage.
Metrics calculated over duplicate or artificially inflated submissions produce distorted operational indicators. Integrity screening runs automatically upon ingestion, before records enter analytics pipelines.
Each submission receives an integrity status: verified, suspect, or quarantined. Quarantined records are isolated from executive dashboards and reporting exports to ensure metric defensibility.
All isolated submissions remain preserved and inspectable within the administration console. Because genuine spikes following an incident can resemble coordinated activity, authorized personnel can review the underlying evidence and reverse any classification with full audit traceability.
Three independent screening vectors
Multi-layered detection evaluates linguistic syntax, temporal arrival rates, and semantic vector similarity across the entire tenant corpus.
01
Model-based
Synthetic text & spam classification
Evaluates language patterns, promotional syntax, and automated generation markers during the primary NLP enrichment pass.
02
Window-based
Temporal burst detection
Tracks rapid message clusters from identical device identifiers across short time windows, distinguishing single-source floods from distributed public response.
03
Embedding-based
Semantic near-duplicate clustering
Compares inbound text embeddings against the historical corpus to identify coordinated copypasta and paraphrased messaging across 40+ languages.
Corpus Verdicts
Verified
Meets all integrity criteria. Included in headline calculations, trend modeling, and executive board summaries.
Suspect
Triggers an individual threshold indicator. Held for administrative review before inclusion in governance exports.
Quarantined
Decisive multi-signal match. Automatically isolated from reporting dashboards, preserved with full evidence for supervisor audit.
Live Merkle audit trail · Tamper-evident ledger
Every screened interaction is sequenced into a cryptographic Merkle block. Inspect incoming blocks, verifiable SHA-256 state hashes, and quarantine status in real time.
Clean Records
73%
Flagged Suspect
23%
Quarantined
4%
Total Audited
1,247
Streaming Submissions Queue
Stable View · 5 Active RecordsThree hours without any result notification at Northgate
Zero synthetic entropy
El personal fue amable pero el tiempo fue excesivo
Natural native tone
aaaaaaa good good good good spam pattern repeated
Repetitive token collision
Personnel demandé argent pour avancer le dossier
High urgency whistleblower
Night pharmacy shut every weekend with zero notice
Verified clinical context
Reversible quarantine by default.
Permanent audit logging.
Quarantined submissions remain fully inspectable and reversible, displaying the exact detection signals and threshold scores that triggered isolation. Permanent deletion is an explicit, role-gated administrative action requiring typed confirmation and recorded credentials. Records are never silently discarded.
Diagnostic visibility across your verified corpus
Detailed diagnostic views provide full visibility into screening decisions, anomaly causes, and corpus composition.
Coordination network
Visualizes device clusters linked by near-identical content and tight arrival windows as an interactive graph to inspect candidate campaigns.
Integrity-weighted analysis
Calculates operational metrics with each record weighted by its verified integrity score, displayed alongside raw totals with the delta stated.
Anomaly root-cause explainer
Decomposes volume anomalies into organic baseline, seasonal shifts, and flagged campaign clusters with statistical confidence intervals.
Automated traffic trends
Tracks the percentage of flagged automated traffic over rolling intervals to monitor screening load and infrastructure exposure.
Message redundancy indexing
Measures the proportion of verbatim or closely paraphrased narratives relative to unique organic submissions across channels.
Integrity attestations
Generates cryptographic evidence packs detailing excluded volume, detection thresholds, and corpus composition before and after screening.
“Automated integrity screening isolated a concentrated burst of coordinated submissions within minutes of deployment, providing our compliance team with verifiable signal before report generation.”
Director of Clinical Governance, Regional Health System
Asked often enough to answer here
Ensure your operational metrics
reflect authentic signal.
Deploy automated integrity verification across your existing feedback channels. Identify bot bursts, duplicate spam, and coordinated campaigns from day one.