Tericsoft Helped a Global Engineering Enterprise Make 400,000 Legacy Drawings Searchable with Al

We Helped a Global Engineering Enterprise Make 400,000 Legacy Drawings Searchable with Al

Timeline
2026 - Present
Country
USA
Website
eveco.in
400,000+
Searchable drawings
3
Unified search modes
100%
Deployed in client cloud
client’s Mission
Turning Decades of Engineering Knowledge into a Living, Searchable Asset
Our client is a US-headquartered engineering enterprise serving heavy industry. They partnered with Tericsoft to build their first in-house AI solution, making 400,000+ engineering drawings and specifications searchable while maintaining enterprise-grade security and data sovereignty.
UCC's Client Mission: Turning Decades of Engineering Knowledge into a Living, Searchable Asset
UCC's Challenge 1: Critical Engineering IP Locked in Scanned Archives
challenge 1
Critical Engineering IP Locked in Scanned Archives
Engineering drawings were stored as scanned files, making critical information difficult to search. Engineers relied on manual searches and institutional knowledge, slowing access and creating knowledge risks.
challenge 2
Hours Lost Manually Retrieving a Single Drawing
Engineers relied on drawing numbers, part numbers, or specifications, but inconsistent formats made retrieval difficult. Finding the right information often took hours instead of seconds, slowing parts and field requests.
UCC's Challenge 2: Hours Lost Manually Retrieving a Single Drawing
challenge 3
Enterprise Security Constraints for a First Al Initiative
Enterprise security required all proprietary drawings to remain within the client’s own cloud, with zero AI provider retention or external model training.
UCC's Challenge 3: Enterprise Security Constraints 
for a First Al Initiative
tericsoft x the client

Tericsoft Built an AI-Powered Visual Library for Enterprise Engineering

solution 1
AI-Powered Engineering Visual Library Search Platform
We built a unified platform combining keyword, semantic, and conversational search, helping engineers quickly find relevant drawings, specifications, and technical information across multiple file formats.
UCC's Solution 1: AI-Powered Engineering Visual Library Search Platform
UCC's Solution 2: Intelligent Engineering Document Understanding Pipeline
solution 2
Intelligent Engineering Document Understanding Pipeline
We built an AI-powered screening pipeline that identifies drawing pages across complex legacy files, extracts key information using OCR, structures it into searchable data, and indexes it for fast, scalable retrieval.
solution 3
Secure Deployment Inside the Client’s Network
The platform runs within the client’s on-premise secure network, with data accessible only to authorized employees through the client’s VPN.
UCC's Solution 3: Secure Deployment Inside the Client’s Network
SUCCESS STORY

100% Secure On-Premise Deployment

The AI-powered visual library made the complete engineering archive searchable while keeping proprietary data within the client’s secure network, accessible only through VPN.
UCC's Success Metrics: 100% Secure On-Premise Deployment

Impact Created Through the Visual Library Search Platform

3
Keyword, semantic, and conversational search unified in one powerful platform.
100%
Deployed within the client’s secure network, with data accessible only through the client’s VPN.
ZERO
Data retained by AI providers, with stateless processing ensuring full data sovereignty.
What our Partner Says...
Sanjay Krishnan, Former CEO & Founder
Tericsoft has played a vital role in our digital transformation journey at Lithium. They have been extremely passionate and instrumental in helping us migrate to a scalable technology stack. Moreover, they have worked seamlessly with our team.
Sanjay Krishnan, Former CEO & Founder
Our Impact:
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100K+
Candidates Processed
24x7
AI Voice Availability
47%
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