Literature Monitoring & Signal Detection

Monitor scientific publications and identify safety signals with traceable evidence.

WHAT'S BROKEN

Challenges

Invoice operations break at scale. Agentic AI is required to restore control, accuracy, and speed across the invoice lifecycle.

Fragmented Invoice Data

Invoices arrive across emails, portals, ERPs, and scanned documents. Data stays siloed, inconsistent, and difficult to standardize in real time.

Slow Approval Cycles

Approvals move across disconnected systems and stakeholders. Delays result in missed SLAs, late payments, and strained vendor relationships.

Manual Validation Overload

Line-item checks, tax validation, and PO matching depend on manual effort. Exceptions accumulate faster than teams can review and resolve.

Limited Audit Traceability

Invoice decisions lack end-to-end visibility and context. Audits require manual reconstruction instead of instant, explainable records.

HOW WE FIX IT

What Defines Us

Multi-database literature ingestion (PubMed, Embase, journals, internal archives)
Drug, reaction, and outcome entity extraction
Duplicate detection and de-duplication across sources
Signal classification and scoring
Workflow routing for medical review and validation
Reference linking to publication metadata and full text
PSUR / PBRER report support

Unified, traceable pharmacovigilance from literature to signal.

Literature Monitoring & Signal Detection unifies data from scientific journals, clinical studies, and medical databases to support pharmacovigilance operations. It automatically screens publications for drug-event co-mentions, normalizes entities to MedDRA or WHO-DD standards, and highlights potential safety signals for review. Each signal is traceable to its originating publication, abstract, or paragraph, ensuring audit compliance. Configurable workflows allow safety and medical reviewers to confirm, annotate, or close signals. Periodic outputs feed into aggregate reporting, enabling continuous, documented oversight of product safety trends.

WHAT YOU GET

Template-free, Accurate Invoice Data
Extraction — in a Few Clicks

Automate literature scanning, extract adverse event mentions, and link findings to drugs, reactions, and sources. Support ongoing signal detection and periodic safety reporting with verifiable audit trails.

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Faster Signal Detection

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Entity Extraction Accuracy

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Audit Trail Coverage

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Sources Supported

SEE IT IN ACTION

See Signal Detection in Action

Explore how literature sources are ingested, analyzed, and cross-referenced — turning unstructured publications into structured, traceable pharmacovigilance insights.

AI Workflow Automation

Automate the entire invoice processing workflow from capture to payment. End-to-end automation

Intelligent Chat Interface

Interact with invoices using natural language queries. Ask questions, get insights

Real-time Dashboard

Monitor invoice processing metrics and status in real-time. Live updates and analytics

Detailed Invoice Summary

Get comprehensive summaries and validation of invoice data. Accurate extraction and validation

AI Workflow Automation
Intelligent Chat Interface
Real-time Dashboard
Detailed Invoice Summary

See Signal Detection in Action

Explore how literature sources are ingested, analyzed, and cross-referenced — turning unstructured publications into structured, traceable pharmacovigilance insights.