Industries

Wherever data is sensitive, connectivity is limited or a server is overkill, an embedded vector database lets AI work next to the data. Each industry below has five projects at five levels, and every project has its own page: the problem, how SrvDB powers it, what changes, the architecture, use cases, core code and honest limits.

Level	Difficulty	Typical project
1	Beginner	Search and question-answering over your own documents
2	Intermediate	Assistants and matchers that act on similarity
3	Advanced	Analysers over large or specialised data (traffic, signals, images)
4	Expert	Agents with memory across several databases
5	Frontier	Air-gapped, edge and research-grade systems

Industry	Projects (level 1 → 5)
Cybersecurity	SOC Copilot · Phishing Hunter · PacketSense · Threat Hunter Agent · Air-gapped OT Sentinel
Healthcare	Protocol Assistant · Similar Case Finder · Trial Matcher · Pharmacovigilance Monitor · On-prem Clinical AI Stack
Legal	Clause Finder · Contract Q&A · Playbook Deviation Detector · E-discovery Assistant · Air-gapped Investigation Suite
Finance & banking	Policy Assistant · Complaint Analyzer · Fraud Pattern Matcher · Investigator Agent · On-prem Risk AI Platform
Government & defence	Doctrine Assistant · Citizen Service Bot · Report Linker · Field Intelligence Agent · Sovereign AI Stack
Manufacturing & IoT	Maintenance Assistant · Defect Matcher · Sensor Anomaly Detector · Plant Knowledge Agent · Predictive Maintenance at the Edge
Customer support	Knowledge Base Search · Helpdesk Answer Bot · Ticket Deduplicator · Customer Memory Agent · Offline Support Kiosk
Education & research	Paper Search · Study Assistant · Reviewer Matcher · Research Group Brain · Scientific Similarity Lab
Retail & e-commerce	Semantic Product Search · Shopping Assistant · Listing Guardian · Multimodal Kiosk · Edge Recommender
Software engineering	Code Search · Codebase Q&A · Bug Dedup Engine · Coding Agent Memory · Air-gapped Dev Copilot
Media & journalism	Archive Search · Fact-check Assistant · Narrative Tracker · Investigation Workbench · Secure Leak Analysis
Robotics & automotive	In-car Manual Assistant · Diagnostic Assistant · Scenario Miner · Robot Episodic Memory · Autonomous Fleet Memory
Mechanical engineering	Part Finder · FMEA Assistant · Vibration Signature Matcher · Geometric Design Search · Simulation Lookup
Electrical & electronics	Datasheet Q&A · Second-source Finder · Test Log Analyzer · Hardware Lab Agent · RF Fingerprint Lab
Aerospace	Maintenance Knowledge Assistant · Safety Report Analyzer · Fleet Finding Matcher · Borescope Image Search · Mission Knowledge System
Governance, risk & compliance	Policy Search · Questionnaire Autopilot · Control Mapper · Regulatory Change Agent · Continuous Compliance Platform
Anti-money laundering	Typology Library · Alert Prioritizer · Adverse Media Matcher · AML Investigation Agent · Emerging Typology Radar
Fiscal auditing	Working-paper Search · Finding Drafter · Duplicate Invoice Detector · Continuous Audit Agent · Public Funds Analytics
Quantum computing	Lab Notebook Search · Lab Q&A Assistant · Calibration Drift Detector · Experiment Memory Agent · Circuit Similarity Research
Energy & utilities	Procedure Finder · Outage Analyzer · Inspection Image Matcher · Field Operations Agent · Grid Analog Forecaster

SrvDB keeps data on your machines; it does not by itself make a system compliant with any regulation. Runnable reference implementations are coming soon. Want one for your industry first? Ask in GitHub Discussions.