FROM KNOWLEDGETO PERCEPTION.
Rudy started with documents. Where we're going is a system that sees, hears, and feels your equipment—and knows what it means before your team does.
THE FOUNDATION IS BUILT. NOW WE GO FURTHER.
Rudy already delivers AI-powered knowledge retrieval with 16 learning loops \u2014 11 operational and learning continuously \u2014 community-driven corrections, and safety-aware responses. This is the foundation for something much bigger.
SELF-LEARNING RAG
Three-source hybrid retrieval with instructed search planning, iterative gap detection, and context compression — not single-pass lookup
16 LEARNING LOOPS
11 operational and learning continuously, 5 more activating as the user base grows — retrieval optimization, authority weighting, safety calibration, and more
SELF-HEALING KNOWLEDGE
Rudy detects its own gaps, researches them autonomously, ingests the results, and verifies nothing broke
EXPERT-WEIGHTED QUALITY
Corrections from master technicians carry more weight. A 5-tier authority system ensures the best knowledge rises
SAFETY ARCHITECTURE
8 hazard categories with mandatory warnings on every response. Per-tenant sensitivity that auto-calibrates from technician behavior
MULTI-TENANT PLATFORM
Any industry, any trade, auto-configured through AI-driven discovery. Complete data isolation between tenants
CONTINUOUS QUALITY EVALUATION
LLM-as-Judge scores every answer across 5 dimensions. 96 golden test questions catch regressions before they ship
NEVER WORSE THAN BASE
Parallel general-knowledge fallback runs alongside RAG. Rudy always gives at least as good an answer as the best general AI
WHERE WE'RE GOING
Four horizons of capability—each building on the last—from trade-specific AI mentorship to predictive intelligence for the physical world.
RUDY FOR EVERY TRADE
The same AI senior tech, trained for your craft.
Rudy starts with power generation. The same platform — the same retrieval engine, learning loops, and safety architecture — expands to every skilled trade. Each new trade inherits knowledge from every trade before it.
Trade-Specific Variants
Generator techs, diesel mechanics, HVAC technicians, crane operators — each trade gets a Rudy trained on their manuals, codes, terminology, and community knowledge.
Cross-Trade Knowledge Transfer
A Cummins ISX in a generator is the same engine as a Cummins ISX in a semi truck. Diagnostic patterns, safety frameworks, and equipment knowledge transfer between trades automatically.
Community Per Trade
Each trade builds its own expert community. Master techs verify answers, contribute tribal knowledge, and build authority — within their craft and equipment specialties.
Grassroots Growth
Individual technicians sign up free. The best tool in a generator tech forum becomes the best tool in a diesel mechanic forum. Word of mouth from people who do the same work you do.
RUDY KNOWS YOU
The more you use Rudy, the smarter he gets about your work.
Rudy learns your equipment, your skill level, and what you need — then starts working for you before you ask. Not a search tool. A senior tech who remembers every job you’ve ever worked on.
Your Equipment, Remembered
Rudy remembers which makes, models, and vintages you work on. Your questions get better answers because Rudy already knows your context.
Proactive Alerts
A new technical service bulletin drops for a Cummins QSB7 — and Rudy knows you’ve been working on QSB7s. You hear about it before your boss does.
Skill-Aware Responses
Rudy adjusts how it explains things based on your demonstrated expertise. Apprentice-level detail when you need it, expert-level brevity when you don’t.
Growth Tracking
See what equipment types and procedures you’ve mastered, where your gaps are, and what to learn next. Your career development, tracked by the hours you’ve actually spent solving real problems.
RUDY SEES YOUR EQUIPMENT
Photos, sound, and sensor data — Rudy learns to perceive the physical world.
Text is just the beginning. Your technicians already take photos and describe sounds. Industrial equipment already generates sensor data. Rudy will understand all of it.
Visual Diagnostics
Snap a photo of a fault display, a corroded connection, or an unknown component. Rudy identifies what it’s seeing and tells you what to do about it.
Acoustic Analysis
Record a pump, motor, or compressor. Rudy learns what “normal” sounds like for each asset and flags deviations before they become failures.
Sensor & Telemetry Integration
Connect Rudy to SCADA, BMS, and IoT sensors. Temperature, pressure, vibration — continuously ingested, correlated with equipment identity, and interpreted against OEM specs.
Annotated Visual Knowledge
Every photo uploaded builds a searchable visual reference library scoped to your equipment. Real wear patterns, real failure modes, tagged and searchable.
PREDICTIVE INTELLIGENCE
Rudy tells you what’s going to break before it does.
With enough operational data and maintenance history, pattern recognition stops being reactive. Rudy detects failure signatures days or weeks before they manifest as downtime.
Failure Pattern Recognition
Cross-reference sensor trends, maintenance logs, and community-reported issues across similar assets. Identify the patterns that precede failures before they happen.
Condition-Based Maintenance
Move from time-based to condition-based scheduling. Rudy tells you which units need attention now and which can safely wait — based on actual data, not generic intervals.
Fleet-Wide Anomaly Detection
When a new failure mode emerges on one unit, every operator with similar equipment gets an early warning. The first failure is expensive. The rest are preventable.
Autonomous Diagnostic Agents
Multi-step reasoning agents that diagnose complex failures. Rudy asks clarifying questions, requests measurements, follows decision trees, and narrows to root cause.
THIS IS WHERE OPERATIONS IS GOING.
The teams that start capturing knowledge now will be the first to unlock predictive intelligence, multimodal diagnostics, and autonomous maintenance.
Start with knowledge capture today · Unlock new capabilities as they ship
Read the full technical white paper