Xong AI
Product

AI Modules

Reusable building blocks for document intelligence, vision, audio, sensors, and knowledge retrieval customized and tuned for your workflows.

AI modules network illustration

What it does

Modules plug into Orchestrator pipelines and produce structured outputs, confidence scores, and evidence trails with HITL escalation for edge cases.

Document AI
OCR, layout understanding, extraction, classification, cross-document validation.
Vision & video AI
Detection, classification, tracking, timestamped evidence packaging, OCR from frames.
Audio AI
ASR, summarization, topic/intent, quality checks, compliance signals.

How it works

Designed for structured outcomes

Modules output machine-readable data for ERP/CRM actions and audit trails, not just text.

Module orchestration diagram

Feature highlights

Prebuilt modules. Customer-specific performance.

Document AI
OCR, layout understanding, extraction, classification, cross-document validation.
Vision & video AI
Detection, classification, tracking, timestamped evidence packaging, OCR from frames.
Audio AI
ASR, summarization, topic/intent, quality checks, compliance signals.
Sensor & time-series
Anomaly detection, forecasting, event correlation, realtime alerts and triage.
Knowledge & RAG
Semantic search, grounded Q&A, evidence retrieval, policy-aware responses.
Custom modules
We build domain-specific modules tailored to your data schemas, formats, and KPIs.

Model output signals

Quality, confidence, and evidence coverage per module.

Modules emit structured outputs with confidence, provenance, and error types so you can track accuracy in production.

  • Field-level confidence and normalization.
  • Evidence anchors per output for auditability.
  • Coverage metrics per modality and document type.
Module signal map
Illustrative signal distribution across modalities.
Accuracy signal
Measured
Eval packs + HITL corrections.
Confidence
Scored
Field-level scores.
Evidence links
Attached
Page/frame provenance.
Coverage
Multimodal
Docs, images, audio, sensors.

Proof

Evidence-ready outputs at scale

Modules deliver verifiable outputs for audit and compliance workflows across media types.

Extraction schema
Field-level confidence, normalization, and provenance.
{
  "invoice_no": {"value":"INV-10293","confidence":0.98},
  "total": {"value": 1842.50, "currency":"EUR", "confidence":0.95},
  "supplier_id": {"value":"SUP-2201","confidence":0.92}
}
Evidence trail
Links outputs to input pages/frames and retrieved sources.
{
  "evidence": [
    {"type":"pdf_page","ref":"docA#p3","bbox":[...]},
    {"type":"video_ts","ref":"cam1@00:12:41","frame": 22941}
  ]
}
Modules

Need a custom module for your domain?

Bring a sample dataset and outputs you need. We will design a module + HITL loop and plug it into Orchestrator.

Talk to an engineerExplore model adaptation