Agentic AI Platform Cuts Information Search Time by 80% | Teknoloje Case Study
BANKING & FINANCE CASE STUDY · TEK-INSIGHT™

Agentic AI Platform Cuts Information Search Time by 80%

How an enterprise bank replaced scattered policy documents and tribal knowledge with a grounded agentic platform — where every answer traces back to a real source document, and the data never leaves their infrastructure.

80% Less Search Time 70% Autonomous Query Resolution Across Departments
TEK-INSIGHT™ · BANK KNOWLEDGE BASE SOVEREIGN HYBRID COMPLIANCE & LENDING INQUIRY "What is the maximum LTV threshold for cross-border collateral?" AI Tek-Insight Grounded Agent "Per Section 4.2 of the 2026 Credit Risk Manual, maximum LTV is 65%. Requires dual sign-off from Head of Risk for exposures above $2.5M." ✓ Source Document Verified (P. 142) Audit Trail Logged Enterprise Banking Deployment · 100% Data Sovereignty · On-Prem / Hybrid
CLIENT: Enterprise Bank
INDUSTRY: Banking & Financial Services
PRODUCT: Tek-Insight™ Knowledge Platform
DEPLOYMENT: March 2026 (Hybrid Architecture)
GOVERNANCE: 100% Data Sovereignty
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, cloud
* Operational metrics measured across internal departments and customer inquiry channels.
OUR APPROACH

Grounded, Sovereign, and Scoped.

We deployed Tek-Insight™, our agentic knowledge and insights platform, purpose-built for regulated financial environments. Every response is generated directly against the bank's own ingested documents — with full source citations — so staff and auditors can verify answers in one click.

The platform was deployed on a sovereign hybrid architecture, ensuring customer and operational data remained strictly within the bank's firewall boundaries.

DESIGN DECISIONS

Three Pillars That Ensured Adoption.

1. Grounded Source Retrieval

Answers are generated against verified policy manuals, product sheets, and compliance docs — citing page and section for one-click auditor verification.

2. Sovereign Infrastructure

Deployed across a hybrid topology respecting bank security protocols, ensuring zero data leakage to external commercial LLM APIs.

3. Autonomous 70/30 Resolution

High-frequency queries auto-resolve instantly (70%), while ambiguous or high-stakes inquiries route to bank specialists with full audit trails.

OPERATIONAL SUCCESS

Why It Worked

  • Grounded as a Hard Requirement: Every answer provides clear citations, turning AI from a liability into a compliant, audit-ready tool.
  • Sovereignty Over Sales Pitch: Genuine on-prem and hybrid deployments allowed the project to pass strict compliance and legal reviews.
  • Unified Underlying Knowledge Base: Displaced fragmented departmental spreadsheets and wikis with a single, synchronized source of truth.
MEASURABLE IMPACT

Production Outcomes

  • 80% Reduction in Search Time: Queries that took hours now resolve in seconds.
  • 70% Autonomous Resolution: 7 out of 10 inquiries resolved without human interruption.
  • 2x Faster Turnaround: Accelerating internal decisions and customer responsiveness.
  • 100% Data Sovereignty: Banking data stays completely within institutional boundaries.
ENGAGEMENT SUMMARY

Project Details.

Tek-Insight continues to run in live production across internal banking departments and customer-facing query flows, with the knowledge base continuously synchronized as policies evolve.

Client Enterprise Bank
Industry Banking & Financial Services
Solution Tek-Insight™ — Agentic Knowledge & Insights Platform
Deployment March 2026 (Live in Production)
Deployment Model Hybrid Architecture
Scope Multiple Internal Departments + Customer Query Handling

Facing a Similar Challenge in Your Institution?

Schedule a 30-minute consultation to see how Tek-Insight™ can cut information search time and automate routine query resolution.