Technology Roadmap

DEEPER RESEARCH.BETTER ANSWERS.

Rudy started with OEM manuals. Where we're going is every source of truth your technicians need—cited, verified, and ready before they arrive on site.

Where We Are Now

THE FOUNDATION IS BUILT. NOW WE GO FURTHER.

Rudy already delivers AI-powered knowledge retrieval with 16 learning loops — 11 operational and learning continuously — community-driven corrections, and safety-aware responses. This is the foundation for something much bigger.

QUICK TAKE INSTANT ANSWERS

A fast preliminary answer streams in under a second while the full cited research builds in parallel — no waiting

PHOTO UPLOAD

Snap a fault display, nameplate, or wiring diagram. Rudy reads the image with AI vision and answers from the relevant manual

SMART PDF VIEWER

Citations open the actual manual page. Swipe through on mobile with page-turn animation. No more hunting for sections

EQUIPMENT MEMORY

Rudy remembers your equipment — make, model, vintage — and scopes every answer to what you actually work on

PERSISTENT CONVERSATIONS

Chat history saved permanently with auto-titling, search, and equipment scope. Pick up any job where you left off

RUDY CARDS & TEAM LIBRARY

Save and share verified answers with your team. Community-contributed knowledge cards browsable at /answers

COMMUNITY & EXPERTISE BADGES

Peer-validated answers. Earn authority from Novice to Master. Top contributors get auto-approval on corrections

SELF-LEARNING RAG

Three-source hybrid retrieval with instructed search planning, iterative gap detection, and context compression — not single-pass lookup

SAFETY ARCHITECTURE

8 hazard categories with mandatory warnings on every response. Per-tenant sensitivity that auto-calibrates from technician behavior

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

Shipping Before Launch

ON THE BENCH RIGHT NOW.

These aren't horizon dreams — they're the workbench items rolling out between now and public launch.

OFFLINE MANUALS

Cache the manuals for your equipment before you roll out and read them anywhere — basements, rooftops, dead zones. The install-anywhere app is live today; document caching ships next.

TEAM ADMIN INSIGHTS

A self-serve dashboard for team admins: what your team is asking, expertise by manufacturer, and the knowledge gaps to close before they cost you a truck roll.

TEAM DOCUMENT ONBOARDING

Upload your SOPs, P&IDs, and site-specific manuals right from your team plan — indexed privately alongside the manufacturer library.

SELF-SERVE TEAM SIGNUP

Start your team trial, set your seat count, and get your invite code — all without talking to anyone. (Though we like talking to you.)

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.

HORIZON 1

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.

HORIZON 2

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.

HORIZON 3

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.

HORIZON 4

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