Automated Report Generation
AI-Assisted Review & Issuance
Intelligent template population, automatic anomaly flagging, risk alerting, and compliant e-signature issuance. LLM-powered reviewer on duty 24/7 — leaving only final decisions to humans.
Six Core Capabilities Building the Closed Loop
Refined around real-world pain points, every capability has been validated across thousands of laboratories.
Intelligent Template Engine
Visual drag-and-drop designer supporting tables, charts, QR codes, limit annotations, and multilingual output. Word / PDF / HTML triple-engine driven, with seamless migration of existing templates.
LLM Intelligent Writing
Auto-generated conclusions, optimized out-of-spec wording, client industry style adaptation. Supports self-hosted GPT-4o / Claude / Qwen and other models — data never leaves the lab.
AI Data Verification
Four-tier validation: limit exceedances, trend anomalies, correlation rules, and historical comparisons. Anomalies auto-highlighted with risk ratings; complete traceable audit trail.
Electronic Signature
Integrated with CFCA / digital certificates / USB Key, compliant with the Electronic Signature Law. Supports multi-level signing, cross-page seals, timestamps, and deep approval workflow integration.
Multi-Channel Issuance
Email, SMS, client portal, WeChat, API push — unified management. Automatically records delivery status and read time; supports scheduled issuance and batch operations.
Multilingual Reports
One-click switching between Chinese / English / Japanese / German / French with customizable industry terminology databases. Supports mixed-language templates; outputs tailored to client language preferences.
Complete Functional Module Matrix
Ready-to-use standard modules, combinable on demand with deep customization options.
Template Designer
Word / PDF / HTML triple-engine, visual drag-and-drop design, supporting tables, charts, QR codes, limit annotations. Seamless migration of existing enterprise templates.
Data Binding
Field mapping + formula calculation + conditional display, auto-extracting test results from LIMS database, supporting dynamic table rows and batch data sources.
AI Reviewer
Self-hosted GPT-4o / Claude / Qwen powered, four-tier validation: limits, trends, relationships, history — with explainable review opinions.
Electronic Signature
CFCA / GlobalSign / self-hosted CA, legally compliant, supporting USB Key & cloud certificates, multi-level signing, and cross-page seals.
Distribution Center
Email / SMS / WeCom / API push, auto-delivery via client-preferred channels, tracking delivery and read status, supporting scheduled and batch operations.
Client Portal
Online viewing, PDF download, QR code authenticity verification, self-service historical report lookup, supporting bi-directional messaging between client and lab.
Watermark & Anti-Counterfeiting
Dynamic watermarks + blockchain verification, tamper-proof with screenshot leak traceability. Each report hashed on-chain — scan to verify authenticity.
Multilingual Library
20+ industry terminology dictionaries, one-click switching between CN / EN / JP / DE / FR, custom terminology support ensuring professional and consistent translations.
Five-Step Implementation Delivery Path
Standardized methodology, averaging 8 weeks to go-live.
Auto-Collection of Test Results + Instrument Charts + Sample Retention Info
Auto-pulls raw test data, instrument chart files, and sample retention info from the LIMS database — no manual export or copy-paste needed. Supports concurrent multi-source aggregation with auto-deduplication and format standardization.
Field Mapping + Formula Calculation + Chart Rendering
Pre-configured field mapping rules auto-match; built-in formula engine handles calculated items (averages, RSD, recovery rates, etc.); charts auto-render as vector graphics. Word / PDF / HTML triple-engine output.
Limits / Trends / Relationships / History — Four-Tier Validation
LLM auto-reviews report completeness: limit exceedances highlighted in red, trend shift alerts, relational logic validation, historical data comparison. Anomalies auto-flagged with risk ratings; review opinions are fully traceable and explainable.
E-Signature + Multi-Level Approval Flow + Secondary Confirmation
Supports CFCA / GlobalSign electronic signature insertion, customizable multi-level approval workflows, and pre-issuance secondary human confirmation. Full audit trail compliant with GMP / GLP requirements.
Client Email / Portal / WeCom / API Push
Auto-selects delivery channels based on client preferences, recording delivery time and read status. Supports scheduled issuance, batch operations, and failure retry — ensuring every report arrives on time.
Make Report Generation Intelligent — Starting Today
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