AI-Powered Spare Parts Serviceability
SLM-Based Engineering Intelligence
A secure, on-prem small language model system that transforms manual part classification into a precision-engineered automated workflow.
The Engineering Challenge
Manual, fragmented workflows today rely on siloed BOM data and unsearchable technical drawings, leading to inconsistent decisions and significant operational lag.
Unstructured Data Chaos
80% of engineering data is locked in unstructured formats like PDFs and emails, making a unified search across the global catalog practically impossible.
Expertise Scarcity & Drain
Heavy reliance on 'tribal knowledge' from senior engineers creates critical bottlenecks and significant risks when experts retire or leave the organization.
Inventory Obsolescence
Inefficient serviceability detection leads to over-stocking of redundant parts and missed sales for serviceable legacy components.
High Manual Error Rates
Legacy manual classification processes suffer from 15-20% inconsistency, leading to expensive supply chain delays and customer dissatisfaction.
Modernizing the Lifecycle
See how we transform legacy workflows into high-velocity AI operations.
XThe Manual Past
- 45-60 minutes to classify a single part
- Heavy reliance on regional spreadsheets
- Drawings used only for manual verification
- High risk of human misclassification
- Zero visibility into similar alternate parts
✓The AI-Powered Future
- Sub-3 second processing with SLM
- Unified global engine across all regions
- Automated OCR & Vision context extraction
- 99.4% precision with human validation
- Instant detection of part semantic equivalents
SLM Intelligence Layer
Context Understanding
Interprets part descriptions, OCR text, and supplier metadata together.
Semantic Similarity
Surfaces equivalent and alternate parts across the full catalog.
Classification + Confidence Score
Serviceable vs. Non-Serviceable with an explainable confidence rating.
Demand Awareness
Weights decisions using historical sales trends and demand signals.
Human-in-the-Loop
AI Recommends, Engineers Decide
AI Generates
Classification result, similar parts list, and confidence score are surfaced.
Engineer Reviews
Human validation ensures no misclassification reaches production.
System Learns
Each validated decision feeds back into the model for continuous improvement.
Integration Strategy
API-Based Integration
- REST APIs, direct DB connections, or file-based exchange
- High reliability, scalability, and faster throughput
- Recommended for all modern Daimler systems
Surface UI Automation
(Fallback Mode)
- Mimics user interaction with legacy interfaces
- Activated when APIs are unavailable or unsupported
- Zero changes required to existing legacy systems
Strategic Business Impact
Quantifiable value across the global enterprise lifecycle.
Global Scalability
Standardize classification logic across all 40+ global regions instantly, removing regional data siloes.
Capital Optimization
Reduce dead inventory by 12% in the first 18 months through accurate part-equivalence detection.
Operational Velocity
Accelerate engineering review cycles by 40x, allowing talent to focus on innovation rather than data entry.
System Architecture
Technical Foundation
Our solution isn't just "AI wrapped in a UI." It's a precision-tuned technical stack designed to run locally on enterprise hardware, ensuring privacy while delivering sub-second inference speeds.
Ready to modernize your spare parts ecosystem?
Deploy our SLM-Based AI today and turn manual classification into competitive advantage.
India
CTD Techs Pvt. Ltd,
Kochar Bliss, 4th Floor, Guindy, Chennai, India - 600032
salesqueries@ctdtechs.ai
+91-9384699691
USA
Connect The Health Dots,
225 Dyer Street, Providence, RI, 02903, USA
salesqueries@ctdtechs.ai
Canada
Connect The Intelligence Dots,
BHive, 8 Nelson St W, Brampton, Ontario, L6X 1B7
salesqueries@ctdtechs.ai
+91-9150064825
Saudi Arabia
Office 97, Bayt 7 Tower,
King Faisal Road,
Riyadh 12513
salesqueries@ctdtechs.ai