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NeuralDB Ingatan Layer Enterprise Access
NeuralDB · Autonomi Ingatan Layer

The Autonomi Ingatan Layer for Enterprise AI

NeuralDB provides persistent, governed memory for AI agents storing structured context, operational records, compliance evidence and business intelligence in a detached, token-efficient memory architecture.

Ingatan Layer Operational Aktif Records 8,421 Cache Hit Rate 74% Kecekapan token 64% Validation Layer Enabled Pelaksanaan Peribadi-Sedia
The memory problem

Why AI Needs an Autonomi Ingatan Layer

AI agents without persistent memory forget context between sessions, waste tokens on repeated retrieval, and operate without governance. NeuralDB solves all three.

🧠

Persistent Konteks

Ejen retain structured memory across sessions customer records, order sejarah, compliance evidence and operational state are always available without re-ingestion.

Kecekapan token

Ingatan retrieval uses detached deterministic lookups and cached results, reducing token consumption by up to 64% compared to sending full context with every query.

🛡️

Operasi Terkawal

Every memory read and write passes through detached validation, permission checks and audit logging. Manusia approval gates protect sensitive operasi.

Ingatan should be persistent, efficient and governed. NeuralDB provides the autonomous memory layer that enterprise AI agents need to operate reliably at scale.
Interactive demo

AI Ingatan Retrieval Enjin

Search across structured memory records. Each retrieval is keyakinan-scored, source-attributed and governed by detached validation rules.

Ingatan Query

search or select a memory category

Pelanggan

Premium account, 3yr sejarah

Order

Memproses, 12 items

Produk

Rubberwood table, 24 units

Financial

Q2 revenue RM 342K

Kepatuhan

Last audit Jul 2026

Pembekal

Acacia Timber, A rating

Production

200 units, grade A

ESG

Carbon Q2 report

Retrieval Keputusan

keyakinan-scored memory records

Simulated memory retrieval. Actual memory records depend on connected data sources, schema configuration and access permissions.

NeuralOps architecture

NeuralDB Ingatan Seni Bina

Every memory operation flows through NeuralOps routing, detached validation and governed approval before reaching the enterprise data layer.

📥
Ingatan Ingestion Layerstructured data, operational records, compliance evidence
Input SourcesERP, CRM, production DB, compliance systems
Data TypesPelanggan records, orders, inventory, financials, ESG
NeuralOps AgentIngatan Ingestion Agent
ValidationSchema check, source verification, deduplication
🔀
NeuralOps Ingatan Routerclassification, retrieval, keyakinan scoring
Penghalaan LogicQuery classification → agen selection → model routing
Keyakinan PemarkahanSumber freshness, data completeness, schema compliance
Cache StrategyFrequent queries served from cache (72% hit rate)
FallbackRendah keyakinan → human review, unknown → escalate
🔍
Detached Validationschema, consistency, permission, audit checks
Schema ValidationField types, required fields, data format
Consistency CheckCross-reference with existing records
Permission CheckPeranan-based access, data scope, write approval
Jejak AuditEvery read and write logged immutably
👤
Kelulusan Manusia Gateapproval console, permission checks, sign-off
Kelulusan RequiredWrite operations, schema changes, bulk updates
Akses Berasaskan PerananData stewards, compliance officers, system admins
EscalationUnapproved changes → blocked + audit logged
Review QueuePending approvals visible in operations console
📊
Ingatan Hasil & Auditretrieved records, ESG metrics, immutable trail
Hasil TypesStructured records, keyakinan scores, source attribution
ESG IntegrationCarbon per query, energy consumption, renewable share
Jejak AuditImmutable event stream, full execution trace
RetentionPelanggan-configurable retention policy
🔐

Keselamatan Perusahaan

Pelanggan-controlled network, strong authentication, role-based access, encrypted communication and audit logging. Every deployment is configurable per organisational policy.

⚙️

NeuralOps Integration

Ingatan operations are routed through NeuralOps specialised agents Ingatan Ingestion Agent, Retrieval Agent, Validation Agent and Tadbir Urus Agent each with defined alatan and permissions.

📈

Token-Aware Penghalaan

Frequent queries are served from cache. Deterministic lookups bypass model inference. Advanced reasoning uses the minimum model capacity required. Average 64% token reduction.

Interactive demo

Token & Compute Kecekapan Kalkulator

Bandingkan conventional AI memory retrieval against NeuralDB's routed, cached and detached memory architecture.

Workload Assumptions

adjust to see efficiency change

Kecekapan Keputusan

NeuralDB vs conventional retrieval
0
Conventional Tokens
full context per query
0
NeuralDB Tokens
routed + cached + detached
Token Reduction

Model Calls Avoided

Estimated Kos Reduction

Token estimates based on simplified workload model. Actual savings depend on query patterns, cache configuration, model selection and deployment architecture.

Interactive demo

Ingatan ESG & Carbon Intelligence

Every memory operation has an environmental footprint. NeuralDB provides visibility into energy consumption, carbon emissions and efficiency improvements.

Infrastruktur Inputs

adjust to see ESG impact change

ESG Estimate

illustrative carbon and sustainability metrics
Bulanan Emissions

Per Query

Renewable Kongsi

Kecekapan Gain

Data Kelengkapan

Reporting Keyakinan

Carbon estimates are illustrative and based on simplified assumptions. Actual emissions depend on hardware efficiency, data centre energy mix, cooling and network infrastructure.

Enterprise deployment

Pelaksanaan Seni Bina

NeuralDB deploys within your network boundary. Pelanggan-controlled infrastructure, encrypted communication and role-based access ensure data sovereignty.

🏢

On-Premise Pelaksanaan

Deploy NeuralDB within your own infrastructure. Full data sovereignty, no external dependencies, custom retention policies and integration with existing identity providers.

☁️

Peribadi Awan

Deploy in your VPC with encrypted storage, network isolation and customer-managed encryption keys. Available for AWS, Azure and GCP.

🔗

Hybrid Seni Bina

Sambung on-premise data sources with cloud-based AI agents through encrypted tunnels. Ingatan stays within your network boundary while AI agents access it through governed APIs.

🔐

Keselamatan Seni Bina

Pelanggan-controlled network · Strong authentication · Peranan-based access · Encrypted communication · Pengelogan audit · Versi control · Manusia approval · Retention policy · Evidence preservation

📋

Kepatuhan Sedia

Designed to support GDPR, SOC 2, ISO 27001 and industry-specific regulatory requirements. Jejak audits, data retention controls and customer-specific compliance configuration.

Integration

REST API · GraphQL · Webhook events · Kafka connector · Pangkalan Data adapters (MySQL, PostgreSQL) · Identity provider integration (LDAP, SAML, OAuth)

Keselamatan depends on configuration. NeuralDB provides the governance mechanisms, but the effective security of a deployment depends on its configuration, network controls and your organisation's policies.

Enterprise applications

Ingatan Layer Kes Penggunaan

NeuralDB serves as the persistent memory layer for enterprise AI agents across every operational domain.

Pelanggan Intelligence

Persistent customer context for AI agents

Order Pengurusan

Order sejarah and fulfilment tracking

Inventori Ingatan

Real-time stock and allocation records

Kepatuhan Evidence

Jejak audits and regulatory records

Financial Records

Transaction sejarah and reporting

Supply Chain

Pembekal docs and chain of custody

Production Ingatan

Kelompok records and quality data

ESG Data

Carbon accounting and sustainability

ProblemAI agents lose customer context between sessions
Ingatan TypePelanggan profiles, interaction sejarah, preferences
NeuralOps AgentIngatan Retrieval Agent
ValidationSchema check, permission scope, data freshness
HasilStructured customer record with keyakinan score
Manusia AuthorityPelanggan data steward
ProblemOrder status scattered across systems
Ingatan TypeOrder records, fulfilment status, delivery ETA
NeuralOps AgentOrder Ingatan Agent
ValidationOrder consistency, status transition rules
HasilUnified order view with audit trail
Manusia AuthorityOrder operations manager
ProblemStok levels inaccurate across locations
Ingatan TypeStok levels, allocations, reservations
NeuralOps AgentInventori Ingatan Agent
ValidationBaki check, allocation rules, age tracking
HasilReal-time inventory snapshot
Manusia AuthorityGudang manager
ProblemAudit evidence scattered and hard to verify
Ingatan TypeAudit logs, compliance records, certifications
NeuralOps AgentKepatuhan Ingatan Agent
ValidationEvidence completeness, expiry checks, chain of custody
HasilKepatuhan report with evidence links
Manusia AuthorityKepatuhan officer
ProblemFinancial data in multiple systems, hard to reconcile
Ingatan TypeInvoices, payments, revenue records
NeuralOps AgentFinancial Ingatan Agent
ValidationPenyelarasan rules, balance checks, audit trail
HasilDiselaraskan financial record
Manusia AuthorityKewangan manager
ProblemPembekal documentation incomplete or conflicting
Ingatan TypePembekal records, contracts, delivery sejarah
NeuralOps AgentSupply Chain Ingatan Agent
ValidationDocument completeness, contract expiry, rating changes
HasilVerified supplier record
Manusia AuthoritySupply chain manager
ProblemKelompok records hard to trace across production stages
Ingatan TypeKelompok IDs, quality results, process parameters
NeuralOps AgentProduction Ingatan Agent
ValidationKelompok consistency, quality thresholds, chain of custody
HasilProduk genealogy record
Manusia AuthorityProduction manager
ProblemESG data scattered, hard to aggregate and report
Ingatan TypeCarbon records, energy data, waste metrics
NeuralOps AgentESG Ingatan Agent
ValidationData completeness, calculation rules, boundary checks
HasilESG report with evidence gaps
Manusia AuthorityKelestarian officer
Live operations

NeuralDB Operasi Console

Central monitoring dashboard for memory layer operasi. Metrik update in real time as memory queries are processed.

NeuralDB Operasi Console LANGSUNG Simulasi
Ingatan Records0
Aktif Queries0
Cache Hit Rate0%
Avg Kependaman0ms
Kecekapan token0%
ESG Skor0%
Agent Activity0
Review Queue0
EV-1000 · system initialisedNeuralDB v2.4 · Autonomi Ingatan Layer

This page demonstrates simulated memory-layer workflows. Actual memory operations require connected data sources, schema configuration and access permissions.

Lengkap ecosystem

NeuralDB System Map

From enterprise data sources to AI agen memory every operation is routed, validated, governed and audited.

Enterprise Sumber DataERP · CRM · production DB · compliance systems
Ingatan Ingestionstructured data · operational records · evidence
NeuralOps Ingatan Routerclassification · retrieval · keyakinan scoring
Cache Layerfrequent queries · deterministic lookups
Detached Validationschema · consistency · permission · audit
Kelulusan Manusia Gateapproval console · permission checks · sign-off
Ejen AI Ingatanpersistent context · governed retrieval
Audit & ESG Recordimmutable trail · carbon accounting

Deploy the Autonomi Ingatan Layer

NeuralDB provides persistent, governed memory for enterprise AI agents deployed within your network boundary, configured to your security requirements.

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