Tek-Insight | Agentic AI Knowledge Platform for Enterprises
AGENTIC KNOWLEDGE & INSIGHTS PLATFORM

Tek-Insight — Turning Data into Insight, and Insight into Action

Answers employee questions from your own policy and operational documents — every answer cited, deployed on-premises, hybrid or cloud.

80% Faster Less Time Spent Searching for Information
TEK-INSIGHT · AGENTIC RAG ON-PREM ISOLATED Q "What is the policy on card dispute resolution timelines?" AI Verified Answer (Audit-Ready) Per Section 4.2 of the Operational Manual, customer disputes must be acknowledged within 24 hours and settled in 7 business days. 📄 Source: Ops-Policy-2024.pdf §4.2 (p. 18) Confidence: 99.6% Qdrant Vector DB · bge-m3 Embeddings · Audit Logged
BUILT PURPOSEFULLY FOR:
Banks Insurance Companies FMCG Organisations Healthcare Enterprises

Tek-Insight is an agentic AI platform that answers questions from an organisation's own policy documents and operational data, in real time, with every answer traceable to its source. It combines a conversational query module, a managed knowledge base, and an analytics layer — deployed on-premises, hybrid, or in the cloud, so the organisation decides where its data lives.

80% Less time spent searching for information
70% Queries auto-resolved without a human
2x Faster query and decision turnaround
100% Data sovereignty — on-prem, hybrid or cloud
* Figures from an enterprise banking deployment — see case study.
THE CHALLENGE

The Answer Already Exists. Nobody Can Find It.

In most large organisations the hard question isn't what's the answer — it's where is the answer. Policy documents sit in one system, operational guidelines in another, circulars arrive as email attachments, and the person who knew the current rule left eighteen months ago.

Information is Scattered

Policies, operational guidelines, and protocols live across disparate internal systems with no single way in or unified search index.

Specialist Dependency

Support and subject-matter teams get constantly pulled off high-value strategic work to answer inquiries that already have documented answers.

Decisions Wait on Answers

Traditional enterprise systems are reactive, not proactive — leaving critical customer and compliance decisions stalled in email queues.

Siloed Data & Waste

Valuable information never crosses functional boundaries. The cost is invisible but constant, showing up as thousands of lost staff hours.

HOW IT WORKS

Grounded in Your Documents, Not a Model's Memory.

Tek-Insight ingests your existing material — policy manuals, procedures, circulars, operational data — and answers against it. Every response cites the document and passage it came from, so a user or an auditor can verify it in one click rather than taking the system's word for it.

That single design decision is what separates a tool compliance will approve from one it won't: the audit trail already exists.

Tek-Insight End-to-End Architecture From enterprise documents to a cited answer — with a continuous improvement loop. 01 Document Estate · Policy Manuals · Circulars & SOPs · Operational DBs 02 Section Chunking · ETL Pipelines · bge-m3 Embeddings · Semantic Vectors 03 Qdrant Vector DB · Sub-second Index · On-Premises Isolation · RBAC Protected 04 RAG Cited Answers · Real-Time Query Answering · 100% Traceable Source Citations · Web, Mobile & Plugin Access CONTINUOUS IMPROVEMENT LOOP Answer Audit Logging Rules + AI Judge Evaluation DPO / LoRA Fine-Tuning ✓ Zero Hallucination

From your documents to a cited answer — with a continuous improvement loop.

MODULES

What Tek-Insight Does.

01 — Real-Time Query

AI-driven conversational answers drawn from existing policy and operational data.

  • Instant responses — no waiting on a support queue
  • Reduced load on HR, compliance, and support teams
  • Consistent, policy-accurate answers for every user

02 — Knowledge Base

A centralised repository for policies, guidelines, manuals, and procedures.

  • Smart document organisation and classification
  • AI-powered search that finds by meaning, not keyword
  • Up-to-date records supporting compliance and clarity

03 — Reports & Insights

An analytics layer over operational and workforce query performance.

  • KPI, trend, and organizational bottleneck tracking
  • Interactive visual graphs and executive analytics
  • Real-time telemetry supporting proactive leadership

04 — Compliance Intelligence

A centralized repository for rules, circulars, and a digital compliance assistant.

  • Regulatory authority mandates and circulars
  • Card scheme updates (Visa & Mastercard bulletins)
  • AML/CFT screening and internal compliance manuals

05 — Employee Self-Service

A personalised dashboard for routine staff tasks with natural-language initiation.

  • Manage leave, attendance, tasks, and profiles
  • Initiate requests conversationally without forms
  • Zero administrative overhead with compliance preserved

06 — Feedback & Survey

Sentiment capture and workforce satisfaction analysis.

  • Customisable surveys at multiple operational touchpoints
  • AI sentiment analysis scoring communication quality
  • Trend telemetry to act on engagement before attrition

07 — Automated Recruitment

Intelligent automation across the talent acquisition workflow.

  • Smart candidate shortlisting against job descriptions
  • Automated test and interview scheduling
  • Interview recording and structured AI-assisted evaluation

08 — Admin Control Panel

Centralized governance, user permissions, and workflow logic.

  • Role-based access control (RBAC) across departments
  • Customizable workflow configuration
  • User permission management and audit logging
DEPLOYMENT

You Decide Where Your Data Lives.

Tek-Insight runs on-premises, in a hybrid configuration, or fully in the cloud — chosen on the sensitivity of the data involved, not on what suits the vendor.

MODEL 01

On-Premises

100% Network Isolation

Everything inside your infrastructure — open-source models, vector database, application services, and product database. Nothing leaves your network.

Zero External APIs
MODEL 02

Hybrid Architecture

Local Data + Cloud Inference

Application services, data access, and both databases stay on your infrastructure; model inference runs against OpenAI or AWS cloud.

Encrypted Inference
MODEL 03

Cloud Managed

Fastest to Deploy

Full platform hosted on either AWS, Azure or any of your preferred cloud platforms — fastest to deploy, no infrastructure to maintain.

Turnkey Cloud SLA

The same platform, deployed on your terms.

DELIVERY METHODOLOGY

How We Deploy Tek-Insight

  • 01 — Document Estate Audit & Ingestion Our team audits your internal knowledge base, circulars, and databases, configuring ETL connectors for structured ingestion.
  • 02 — Pipeline & Chunking Configuration Section-aware document chunking and domain-specific bge-m3 embeddings are established within your Qdrant vector store.
  • 03 — Evaluation Tuning (Rules + AI Judge) Ground truth question sets are evaluated using custom rules and AI judges, running DPO/LoRA fine-tuning for domain precision.
  • 04 — Enterprise Deployment & Rollout On-premises, hybrid, or cloud infrastructure deployment with role-based access control (RBAC) and web/mobile/plugin endpoints.
COMPETITIVE EDGE

What Makes It Different

  • AI-Powered Intelligence & Insights: Concrete cited answers and analytics, not just keyword search.
  • Data Security & Sovereignty: You decide whether data stays on-prem, hybrid, or cloud.
  • Seamless Integration: Connects to your existing databases (SQL Server/Oracle), ERPs, and intranets.
  • Three Access Channels: Web portal, mobile app, or embedded plugin inside everyday tools.
  • User-Centric Design: Configurable workflows and role-based permissions for every department.
  • Cost-Effective Automation: 70% of routine policy queries resolved with zero human backlog.

In Production at an Enterprise Bank

Deployed across large-scale corporate banking operations to resolve complex policy inquiries, circular compliance, and employee workflows with an 80% search time reduction.

Read Banking Case Study
KNOWLEDGE BASE

Frequently Asked Questions.

Direct technical, architectural, and operational answers regarding Tek-Insight deployment and RAG citation pipelines.

What is Tek-Insight?
Tek-Insight is an agentic AI platform that answers questions from an organisation's own policy documents and operational data, in real time, with every answer traceable to its source. It combines a conversational query module, a managed knowledge base, and an analytics layer — deployed on-premises, hybrid, or in the cloud, so the organisation decides where its data lives.
How does Tek-Insight avoid making up answers?
Every response is generated against your own ingested documents using retrieval-augmented generation (RAG), and returned with the source document, page number, and passage cited, so any answer can be verified in one click rather than taking the system's word for it.
Can Tek-Insight run on our own infrastructure?
Yes. On-premises, hybrid, and full-cloud deployments are all natively supported; the choice depends on your data sensitivity and governance requirements, and is made entirely by the client.
What data sources can Tek-Insight use?
Policy documents, PDFs, circulars, SOP manuals, spreadsheets, CSV files, and operational databases, ingested through an enterprise ETL pipeline with section-aware chunking.
How do employees access Tek-Insight?
Through a web portal, a mobile app, or an embedded plugin within existing enterprise applications such as intranet portals, Microsoft Teams, or Slack.
Which industries is Tek-Insight built for?
Banks, insurance companies, FMCG organisations, and healthcare enterprises — any operation with large document estates, strict regulatory obligations, and staff who lose valuable hours searching for answers that already exist.
Can Tek-Insight keep up with regulatory changes?
Yes. Regulatory authority mandates and circulars, card scheme updates from Visa and Mastercard, AML/CFT guidance, and internal compliance manuals are held in a centralised repository, so staff can immediately ask what a change means and receive an answer cited directly to the current document.

See Tek-Insight on Your Own Documents

Schedule a 30-minute demonstration and see how Tek-Insight extracts real-time answers and citations from your existing manuals and circulars.