Not a generic chatbot wrapper or SaaS API proxy. LightOps AI is an on-premises cognitive operations platform custom-engineered to mirror your organization's exact operational topology, frontline LINE OA customer journeys, Thai fiscal compliance (ภ.พ.20 Tax Invoices & PromptPay slips), and deterministic ERP execution rails.
| Field | OCR Extracted | ERP Expected | Status |
|---|
Discrepancy delta requires Level 1 operator authorization before committing journal entry to ERP.
Every layer of LightOps AI is custom-engineered for your organization. We adapt models to your specific vocabulary, build custom computer vision perception adapters for your forms, and interface directly with your existing enterprise databases.
Direct webhook handler verified with HMAC-SHA256 signature gating. Customized Thai NLP pipeline handling mixed Thai-English code switching, industry abbreviations, polite particles, and customer slang. Features automated state compaction for seamless human handoff.
Tuned perception models calibrated for Thai fiscal documents. Automated 13-digit Tax ID Modulo-11 validation, 5-digit branch code verification (Head Office vs. Branches), PromptPay EMVCo QR decoding, and bank transfer hash deduplication against ledger receivables.
We fine-tune open foundation models directly on your organization proprietary data—historical customer chats, internal SOPs, product catalogs, and industry jargon via LoRA and full-parameter SFT. Deployed on private on-premise vLLM clusters with zero telemetry egress and strict PDPA compliance.
No uncontrolled LLM tool hallucination. Every operational write must produce a deterministic Action Manifest strictly validated against JSON schemas. Built-in tiered Human-in-the-Loop escalation requiring manager authorization for high-value thresholds.
Engineered using Factor IO's light-design principles. Zero generic dashboard slop, zero placeholder charts. High information density focused on live triage queues, bounding box inspection, and discrepancy management. Dual-language (EN/TH).
Integrates natively with your existing Active Directory / Keycloak identity providers. Granular Role-Based Access Controls enforced at the vector embedding and retrieval boundaries, preventing cross-department information leakage.
Test our deterministic Thai fiscal algorithms and NLP normalizers directly in this browser session. These exact algorithms power our production backend.
Verifies official Thai 13-digit Juristic & Personal Tax IDs per Revenue Department standard.
0105562205512 or test an invalid number.
Parses colloquial Thai slang, particle stripping, and Thai-English code switching into structured intent payloads.
LightOps AI runs completely within your physical data center or sovereign virtual private cloud. The architecture eliminates any cloud API dependency or recurring per-token SaaS liability.
┌────────────────────────────────────────────────────────────────────────────────────────┐ │ CLIENT PRIVATE VPC / DATA CENTER (NUTANIX NKP / OPENSHIFT / KUBERNETES) │ │ │ │ [Frontline Webhook Ingress] │ │ │ (HMAC-SHA256 Auth & Redis Bloom Deduplication) │ │ ▼ │ │ ┌──────────────────────────────┐ ┌───────────────────────────────────────────┐ │ │ │ LINE OA / Frontline Ingress │ │ Sovereign Vector RAG Substrate │ │ │ │ Fastify + PyThaiNLP Tokenizer│◄─────►│ pgvector (HNSW) + Thai BM25 Hybrid │ │ │ └──────────────┬───────────────┘ │ Tenant & Role-Based Access Controls (RBAC)│ │ │ │ └─────────────────────▲─────────────────────┘ │ │ ▼ │ │ │ ┌──────────────────────────────┐ ┌─────────────────────┴─────────────────────┐ │ │ │ Thai Document AI Perception │ │ Private vLLM Inference Engine │ │ │ │ ภ.พ.20 Modulo-11 + EMVCo QR │──────►│ Bespoke Fine-Tuned (OpenThaiGPT/SeaLLM/Qwen2.5)│ │ │ │ Noise & Perspective Filter │ │ Local NVIDIA GPUs (Zero-Egress Network) │ │ │ └──────────────┬───────────────┘ └─────────────────────┬─────────────────────┘ │ │ │ │ │ │ ▼ ▼ │ │ ┌──────────────────────────────────────────────────────────────────────────────────┐ │ │ │ Governed Autonomous Ops Engine (Deterministic Manifest Gating) │ │ │ │ - Strict JSON Schema Pre-flight Validation │ │ │ │ - Tiered Human-In-The-Loop Approval Escalation Gate │ │ │ │ - Bidirectional ERP Connectors: SAP S/4HANA (BAPI), Express DB, FlowAccount │ │ │ │ - Cryptographic SHA-256 Append-Only Audit Ledger │ │ │ └──────────────────────────────────────────────────────────────────────────────────┘ │ └────────────────────────────────────────────────────────────────────────────────────────┘
Calling an overseas LLM API with a Thai customer's name, 13-digit National ID, or transfer slip is a cross-border personal data transfer under PDPA Sections 28 and 29. Running fine-tuned models inside your Thailand data center avoids cross-border transfer mechanisms entirely, while scrubbing PII in volatile RAM before context ingestion.
The most dangerous failure in enterprise automation is a dashboard that stays green when an upstream scanner or ERP link goes silent. LightOps AI evaluates lane completeness as an early return: if an OCR check or SAP lookup is unavailable, the transaction halts as UNKNOWN and can never be outvoted by a model confidence score.
Most RAG builds cannot answer how to honour a PDPA deletion request or retire a superseded pricing policy once embedded. Every vector chunk in LightOps AI is keyed to its authoritative source ID, effective date window, and role ACL—allowing deterministic purge and instant retirement of superseded documents.
Deploys cleanly on Red Hat OpenShift, Nutanix NKP, or upstream bare-metal Kubernetes. Processing millions of LINE inquiries and ภ.พ.20 invoices on your own GPUs incurs zero external per-token charges. Model your exact hardware payback in our Local AI Cost Calculator →
Every LightOps AI deployment is engineered and delivered by Thanat Manasakool, Founder & Principal Engineer with nearly 20 years in enterprise infrastructure (former Ecosystem Solutions Architect at Red Hat and Nutanix).
