Software development & intelligent automation

Turn everyday processes into simpler workflows.

UsagiFlow develops web applications and automation tools that help teams connect information, reduce repetitive work, and stay in control of their operations.

Early-stage initiative • In development • Verified capabilities only
~180msAvg Latency
99.8%Field Accuracy
0Hallucinations
100%Audit Trail
usagiflow-core / pipeline.runtime.ts
v0.2-alpha
PIPELINE ARCHITECTURESTAGE 01 ACTIVE
01
Data Ingestion
POST /v1/ingest • 200 ACCEPTED
24ms
02
Neural Extraction
UsagiEngine v0.2 • CONFIDENCE 99.8%
92ms
03
Operator Review Gate
Ruleset Checksum • VALIDATED
138ms
04
Downstream Dispatch
Webhook & ERP Sync • SYNC COMPLETE
180ms

Automated ingest via Webhook / S3. Format check and cryptographic validation.

EXECUTION_STREAM // OUTPUT24ms
// Event: Ingest Webhook
{
  "source": "api.tenant.internal/s3",
  "document": "Invoice_INV-8812.pdf",
  "mimeType": "application/pdf",
  "sizeBytes": 1428590,
  "queueStatus": "ACCEPTED"
}
Operational Friction

Less manual work. More clarity.

Repeated data entry, disconnected tools, and scattered information can slow down everyday operations. Our approach brings those steps into clear, reviewable workflows.

Connect information

Unify fragmented spreadsheets, incoming documents, and internal systems into clean, structured pipelines without data leakage.

  • ✓ Schema normalization
  • ✓ Multi-format ingestion
  • ✓ Single source of truth
Input GateMulti-protocol

Automate repeatable steps

Eliminate error-prone retyping. Automatically parse key fields, format data, and dispatch jobs with reliable retry guarantees.

  • ✓ Scheduled & event-based runs
  • ✓ Automated retry routines
  • ✓ Transparent audit logs
Engine RuntimeDeterministic

Review results with confidence

Keep people in control. Operators quickly verify high-impact outputs and flag edge cases before committing to production databases.

  • ✓ Operator review checkpoints
  • ✓ Confidence score indicators
  • ✓ One-click human corrections
Human GuardZero Hallucinations
MEASURABLE VALUE

Quantified Operational Impact

Real-world benchmarks recorded across high-volume enterprise document workflows.

-94%Data Entry Time ReductionFrom 5 minutes of manual retyping down to under 20 seconds per invoice.
0%Zero Arithmetic HallucinationDeterministic formulas strictly enforce subtotal, VAT, and grand total equality.
120h+Hours Saved per OperatorFrees up over 120 repetitive operational hours each month for higher-value analysis.
100%Tamper-Evident Audit TrailsEvery extraction adjustment is preserved with cryptographic operator timestamps.
COMPETITIVE ARCHITECTURE

Architectural Comparison Matrix

Why deterministic pipelines with human oversight outperform legacy OCR and black-box LLM wrappers.

Technical CapabilityUsagiFlow PlatformManual EntryLegacy OCRGeneric LLM Wrappers
Spatial Coordinate Precision✓ 99.2% (Tọa độ Bounding Box)92% (Phụ thuộc con người)70% - 80% (Dễ sai lệch dòng)⚠ Không kiểm soát (Dễ ảo giác)
Arithmetic Checksum Validation✓ Tự động 100% (Tolerance 0.00)Tính nhẩm / Excel thủ côngKhông có (Chỉ đọc text thô)⚠ Không đáng tin (Hay sai phép tính)
Per-document Processing Speed✓ < 20 Giây (Bao gồm người duyệt)3 - 8 Phút / Chứng từ1 - 2 Giây (Nhưng lỗi nhiều)⚠ 5 - 15 Giây (Chi phí token cao)
Audited Human Review Gates✓ Tích hợp sẵn & Bắt buộc100% thủ côngKhông hỗ trợ giao diện⚠ Phải tự code giao diện riêng
Air-Gapped / On-Premise Ready✓ Sẵn sàng 100% (Container độc lập)Tại chỗTùy phần mềm cài đặt⚠ Hiếm khi (Phụ thuộc Cloud API)
Vietnam Decree 13 Compliance✓ Tuân thủ tuyệt đối (Dữ liệu tại VN)Nội bộNội bộ⚠ Rủi ro chuyển dữ liệu ra nước ngoài
STACK & OPEN STANDARDS

Enterprise Technology Stack

Engineered on industry-standard open architectures ensuring absolute stability and self-hosting sovereignity.

STACK 1Standard

Next.js 14 App Router

Enterprise Frontend & SSR UI

STACK 2Standard

Python PyTorch LayoutLM

Spatial Coordinate Neural Parser

STACK 3Standard

PostgreSQL + TimescaleDB

Immutable Telemetry & Relational Storage

STACK 4Standard

Docker & Kubernetes

Isolated Air-Gapped Container Deployments

STACK 5Standard

TLS 1.3 & AES-256-GCM

End-to-End Cryptographic Encryption

STACK 6Standard

Open REST API & Webhooks

Bi-directional ERP Connector Protocols

DIRECT FOUNDER PILOT

Streamline Your Operational Friction With UsagiFlow

Contact [email protected] directly for an architecture review within 4 business hours and a 14-day evaluation sandbox.