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Sampark Softwares
Sampark Softwares
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Enterprise GenAI knowledge search using RAG for trusted answers, source-grounded responses, access-aware retrieval and knowledge governance.

Knowledge Search / RAG

Enterprise GenAI

Knowledge Search and RAG for reliable enterprise answers

Sampark helps enterprises build RAG-based knowledge search systems that retrieve trusted content, answer business questions with context and keep responses grounded in approved information sources.

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Enterprise Knowledge Indexing

Organise policies, manuals, SOPs, contracts, FAQs, technical documents and business content into searchable knowledge layers.

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RAG-based Answering

Use retrieval augmented generation to answer from selected content rather than relying only on generic model memory.

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Source-grounded Responses

Show answer context, supporting references and relevant source sections so users can verify important responses.

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Access-aware Search

Respect user roles, document permissions and content visibility rules while answering from enterprise knowledge sources.

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Knowledge Governance

Manage approved content, stale documents, feedback loops, version control and quality checks for better answer accuracy.

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Search Analytics

Track search patterns, missed questions, unresolved topics, frequently used content and knowledge improvement opportunities.

Enterprise knowledge search

Need a reliable GenAI search layer for your internal knowledge?

Discuss your document sources, user roles, search pain points, response accuracy needs and governance expectations so the right RAG architecture can be planned.

Discuss Knowledge Search Requirements
Knowledge Search / RAG Approach

Enterprise search works better when GenAI is grounded in approved knowledge

Employees often lose time searching across shared drives, portals, manuals, SOPs, policies, emails and ticket histories. Standard keyword search may return documents, but it rarely gives a clear answer with context.

Sampark designs Knowledge Search and RAG solutions around approved content, retrieval logic, access rules, source traceability and feedback-driven improvement.

The delivery focus is on trusted answers, controlled retrieval, source visibility and continuous knowledge improvement.

Enterprise GenAI knowledge search and RAG solution
RAG Workflow

How Sampark structures Knowledge Search and RAG

We configure the knowledge layer around enterprise content sources, retrieval quality, access control, answer grounding, feedback review and analytics for continuous improvement.

Knowledge control view

Every answer path is mapped against approved sources, retrieval rules, confidence checks, access permissions and feedback history.

✓ Documents, manuals, SOPs, policies, FAQs, tickets and business content indexed with metadata
✓ Retrieval rules, chunking, ranking, prompt constraints and source display configured for accuracy
✓ Role-based access, content approval, stale document checks and escalation paths governed
✓ Search gaps, poor answers, missing content and usage trends reviewed for improvement
Index

Prepare enterprise content

Collect, clean and structure documents with metadata, ownership, version status, permission logic and content categories.

Retrieve

Find the right context

Use semantic retrieval, ranking logic and query understanding to select the most relevant knowledge before answer generation.

Answer

Generate grounded responses

Produce clear answers using retrieved content, source references, response boundaries and configured business rules.

Improve

Monitor gaps and quality

Review failed searches, weak answers, repeated queries, missing documents and feedback signals to improve the knowledge layer.

Collect Documents, policies, FAQs, SOPs.
Index Metadata, chunks, roles, versions.
Retrieve Context, ranking, source match.
Answer Grounded response and source view.
Improve Feedback, gaps, quality review.

Why Sampark

RAG systems designed for trusted answers and knowledge governance

Sampark helps enterprises move from scattered document search to a controlled GenAI knowledge layer, with source grounding, access rules, feedback review and operational visibility.

Faster Knowledge Access

Help employees find direct answers from large document sets without searching through multiple folders and portals.

Grounded Answer Quality

Use retrieval and source context so responses are tied to approved documents and business knowledge.

Permission-aware Retrieval

Respect access rules so users receive answers only from content they are authorised to view.

Reduced Knowledge Dependency

Reduce repeated dependency on experts for standard information, procedures, policies and operating guidance.

Better Content Governance

Identify stale documents, missing topics, unclear answers and content gaps that need ownership action.

Search Behaviour Insights

Track what teams search for, where answers fail and which knowledge areas need improvement.

Enterprise RAG knowledge search and GenAI answer governance

Want to assess Knowledge Search / RAG for your enterprise?

Share your content sources, access rules, search pain points and answer quality expectations. We can help map the first RAG use case.

Assess RAG Use Case
Solutions & Services

Service Areas

Explore Sampark services across transformation, applications, cloud, security, data, automation, and delivery support.

Apps, APIs & Enterprise Platforms

Application & Platform Services

Application development, integration, testing, enterprise platforms, APIs, mobile apps, and delivery support.

Application Development Custom enterprise application development. Application Maintenance & Support Support and stabilize business applications. Microservices Development Modular services for scalable platforms. Web Application Development Web apps, portals, and business interfaces. Mobile Application Development Mobile apps for customers and field users. System Integration Connect enterprise systems and workflows. API Development & Integration Secure APIs and third-party connectivity. UAT & Rollout Support Controlled validation and release support. QA & Automation Testing Testing coverage and automation support. Performance Testing Load, speed, and stability validation. Application Security Testing Security testing for applications and APIs. Enterprise Platforms Enterprise software platform implementation. ERP Implementation ERP implementation and process alignment. ServiceNow Implementation ServiceNow setup and workflow delivery. SAP Integration SAP connectivity and business integration.
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Cloud, Infrastructure & Operations

Cloud, Infrastructure & Managed Services

Cloud migration, infrastructure modernization, DevOps, monitoring, NOC/SOC, managed IT, and support services.

Cloud Migration Move workloads to cloud safely. Hybrid & Multi-Cloud Manage workloads across cloud environments. Cloud Native Development Cloud-ready applications and services. Cloud Cost Optimization Control cloud spend and usage waste. Infrastructure Modernization Upgrade infrastructure foundations. Server & Network Management Manage servers, networks, and operations. Storage & Backup Solutions Storage, backup, and recovery planning. Disaster Recovery and Business Continuity Resilience planning for critical operations. DevOps Automation Automate build, release, and deployment. Containerization & Kubernetes Container platforms and orchestration. Site Reliability Engineering Improve reliability and service uptime. Monitoring & Observability Track health, logs, uptime, and performance. NOC and SOC Services Operations and security monitoring support. Managed IT Services Managed support for IT environments. Infrastructure, Cloud & Network Managed Services Managed infrastructure and cloud operations. Application & Database Managed Services Managed application and database support. Helpdesk & Support Services L1/L2/L3 support and ticket handling.
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Assessment, Protection & Monitoring

Cybersecurity Services

Security assessment, protection controls, monitoring, tool implementation, endpoint security, identity, and network defense.

Vulnerability Assessment Find and prioritize security weaknesses. Cloud Security Assessment Assess cloud security gaps and controls. Compliance Readiness Prepare controls for compliance needs. Endpoint Security Protect laptops, desktops, and endpoints. Network Security Secure networks, traffic, and boundaries. Email & Web Security Protect users from web and email threats. Identity & Access Security Control access, identity, and permissions. Security Monitoring & Response Monitor alerts and support response. Security Tool Implementation Deploy and configure security platforms. Firewall & EDR Implementation Implement endpoint and perimeter controls.
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Data, Workflow & Connected Operations

Data, Automation & IoT Services

Data platforms, BI, database services, workflow automation, IoT, MES, video analytics, and omnichannel communication.

Data Engineering & Integration Move and integrate operational data. Data Warehousing & Analytics Platforms Build structured analytics platforms. Business Intelligence & Reporting Dashboards, MIS, and decision reports. Database Management Manage enterprise database environments. Database Migration & Performance Services Migrate, tune, and stabilize databases. Process Automation Automate business tasks and workflows. Workflow Platform Development Build workflow platforms for operations. IoT Solutions Connect field devices and sensor data. MES Solutions Manufacturing execution and shopfloor visibility. Video Analytics Computer vision for events and monitoring. Omnichannel Solutions Automate communication across channels.
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