Process Automation

Automation designed around process reality, not just task reduction

Process automation fails when teams automate screens without understanding approvals, exceptions, ownership, system dependencies, and business controls. Enterprise automation must reflect how work moves across people, applications, documents, and decision points.

Sampark helps map, redesign, automate, integrate, and stabilize business workflows across departments, including approvals, task routing, notifications, data updates, exception handling, and reporting.

The focus is to make automated processes traceable from request to closure, connected with source systems, governed through rules, and supportable after rollout.

Process automation shaped around execution discipline and business control

For enterprises that need workflow automation to reduce manual effort without weakening approvals, ownership, exception handling, auditability, or system accuracy.

Process Understanding Before Build

Sampark studies current workflows, users, approvals, handoffs, forms, data points, manual workarounds, delays, and exception paths before recommending automation design.

Rules That Reflect Real Operations

Business rules, routing logic, validation checks, approval levels, escalation triggers, SLA timers, and status changes are configured around how teams actually execute work.

Integration With Enterprise Systems

Automation flows are connected with ERP, CRM, HRMS, finance platforms, databases, APIs, email, files, and internal applications so outcomes update the right systems.

Exception Handling Built In

Failed steps, missing inputs, duplicate requests, approval gaps, integration errors, rejected actions, and pending queues are handled with clear escalation and resolution paths.

Auditability and Ownership

Tasks, approvals, comments, status changes, timestamps, users, escalations, and closure evidence are captured so process execution remains traceable and review-ready.

Supportable Automation Operations

Sampark prepares workflow documentation, user guidance, dashboards, issue handling, monitoring points, enhancement backlog, and stabilization support for continued business use.

Migration and tuning services built around risk control and post-go-live stability

For enterprises that need database migration, performance remediation, backup strategy, and recovery planning to protect production systems, users, and business continuity.

Migration Planning With Platform Context

Sampark assesses Oracle, SQL Server, PostgreSQL, MySQL, cloud databases, schemas, dependencies, stored procedures, jobs, users, and application connections before movement.

Controlled Cutover Execution

Migration work is planned around load sequencing, dry runs, downtime windows, validation gates, rollback paths, issue logs, application checks, and post-load confirmation.

Performance Baseline and Tuning

Query plans, indexing gaps, locks, waits, partitions, statistics, slow transactions, connection pressure, and workload behavior are reviewed before and after migration.

Backup and Recovery Controls

Backup schedules, retention, restore testing, point-in-time recovery, replication behavior, failover checks, DR coordination, and recovery evidence are treated as core delivery requirements.

Validation Before Acceptance

Row counts, object checks, sample comparisons, application transactions, performance baselines, reconciliation reports, exception logs, and recovery readiness are verified before sign-off.

Post-Migration Stabilization

Sampark supports monitoring, tuning backlog closure, failed-job review, slow-query cleanup, capacity observation, backup confirmation, incident handling, SOPs, and operations handover.

Clinical and Operational AI

Healthcare Intelligence & Automation

AI agents, NLP, and workflow intelligence for patient support, healthcare records, and hospital operations.

Clinical AI Stack

Patient Engagement AI Conversational support for patient journeys Clinical Workflow Support AI-assisted coordination across care teams Healthcare Document AI NLP extraction from records and reports Appointment & Query Automation AI agents for front-desk interactions Medical Knowledge Search RAG search across approved healthcare content Hospital Operations Insights AI detects delays, gaps, and service patterns

AI for Plants and Assets

AI for Plants, Assets & Operations

Machine learning, IoT signals, and agentic monitoring for manufacturing, maintenance, energy, and shopfloor intelligence.

Plant AI Layer

IIoT & IoT Integration AI-ready signals from machines and sensors Predictive Maintenance ML models predict early failure signals MES Intelligence AI visibility into production bottlenecks Shopfloor Monitoring Machine and operator activity intelligence Energy & Asset Insights AI detects abnormal usage and drift Plant Command View AI-assisted operational decision layer

Computer Vision AI

Computer Vision for Real-World Events

Vision AI for workplace safety, surveillance intelligence, restricted zones, movement analysis, and visual evidence workflows.

Vision AI Layer

Intelligent Video Surveillance AI detection over live camera streams Safety Violation Detection Computer vision for PPE and unsafe actions Restricted Area Monitoring AI watches mapped zones and boundaries People & Crowd Analytics Density, movement, and congestion intelligence Vehicle & Gate Intelligence AI-enabled entry and vehicle visibility Event Alerts & Evidence Visual proof for incidents and actions

Workflow and Document AI

Intelligent Workflow & Document Automation

AI agents that classify work, read documents, recommend actions, and move business processes with human control.

Agentic Workflow AI

Workflow Automation AI-guided approvals, tasks, and escalations Intelligent Task Routing AI classifies and assigns business work Document Processing OCR and NLP for document understanding Decision Support Automation AI recommendations for operational decisions Omnichannel Automation AI responses across business channels Exception Management AI detects process delays and SLA risk

Copilots and Knowledge AI

Enterprise Copilots, RAG & Knowledge AI

Enterprise-grade GenAI using approved knowledge, role-aware copilots, document intelligence, and governed AI responses.

RAG & Agents

Enterprise AI Chatbots GenAI support for customers and employees Internal Copilots Role-aware assistants for business teams Knowledge Search / RAG Answers grounded in approved documents Document Summarization LLMs convert long content into insights Business Query Assistant Ask business questions in natural language GenAI Governance Access, audit, and controlled AI behavior

Security Intelligence Layer

AI-Driven Security Operations

AI for threat correlation, anomaly detection, vulnerability prioritization, SOC/NOC assistance, and security response workflows.

AI SecOps

AI Network Security ML detects unusual traffic behavior Threat Correlation AI connects alerts, assets, and users Anomaly Detection Models identify abnormal activity patterns SOC / NOC Intelligence AI support for triage and investigation Vulnerability Intelligence Risk-based AI prioritization of exposure OT / IoT / IIoT Security AI monitoring for connected industrial assets

Forecasting and Decision AI

Forecasting, Risk & Decision Intelligence

Predictive models and GenAI summaries that surface demand signals, risk patterns, operational drift, and decision-ready insights.

Predictive AI

Demand Forecasting ML forecasts volume, demand, and pressure Pattern Discovery AI finds hidden operational trends Risk Prediction Models predict failures and delays Performance Insights AI highlights bottlenecks and gaps Asset Health Insights AI tracks condition and behavior drift Management Decision Views GenAI summaries for leadership action