Our Work

Software, systems and experiments we've engineered across artificial intelligence, automation, simulation and interactive technology.

Some are RRTG products, some are internal research and development, and some are business applications and prototypes. Each one is labeled for what it is.

01RRTG Product · Commercial Software · Applied AI

Apex Sim Coach

Commercial product

A real-time AI-assisted coaching application for racing simulators, built as a commercial Windows desktop product.

Apex Sim Coach reads live telemetry from supported racing simulators, evaluates the driver's inputs as each lap unfolds and delivers spoken coaching during the session. Afterward, an AI-assisted debrief reviews the session. Speech and debrief analysis run locally on the driver's machine.

RRTG designed, engineered and operates the complete product, from telemetry ingestion through installers, licensing and customer delivery.

Engineering scope11 areas

Real-time telemetry ingestion
Multiple simulator integrations
Live coaching logic
Local text-to-speech
Local AI-assisted session debriefs
Windows desktop application
Installers and upgrades
Licensing and entitlements
Steam integration
Cloud-backed production infrastructure
Monitoring and backups

Fig. 01Schematic · Telemetry analysis

02RRTG Project · Simulation · Game Systems Engineering

Known Universe

In active development

A large-scale space simulation combining physics, procedural worlds, ship systems, economic systems and long-term multiplayer architecture.

Known Universe is built in Godot and C# on a fixed-step simulation with orbital mechanics and continuous-force flight. Ships, mining and the economy are data-driven systems designed to evolve together, supported by automated tests. It is an active RRTG development project and our proving ground for large-system architecture.

Engineering scope11 areas

Godot and C#
Orbital mechanics
Fixed-step simulation
Continuous-force flight
Ship systems
Procedural rendering
Planetary and stellar presentation
Mining systems
Economy architecture
Data-driven content
Automated testing

Fig. 02Schematic · Orbital simulation

03RRTG Project · Agentic AI · Knowledge Systems

AutoResearcher

An AI research system that ingests source material, retrieves what is relevant and coordinates structured research, synthesis and review.

AutoResearcher is built around a process rather than a chat window. Source documents are ingested and indexed for semantic retrieval. Specialized agents then draft, critique and revise their findings against that material, and the system returns structured output that can be checked against its sources.

The same approach applies to any business with a large body of knowledge and a repeatable way of working with it.

Engineering scope6 areas

Document ingestion and chunking
Embeddings and semantic retrieval
Retrieval-augmented generation
Agent orchestration
Synthesis, critique and revision
Structured output

Fig. 03Schematic · Retrieval and review pipeline

04Business Application · Workflow Automation · Data Processing

MedicaidMatcher Pro

A purpose-built desktop application that reconciles healthcare remittance data against billing records.

Reconciling payer remittances by hand means comparing electronic remittance files against billing exports line by line. MedicaidMatcher Pro ingests 835/ERA files alongside CSV and spreadsheet exports, matches payments to claims, identifies denials and underpayments, and generates follow-up work and structured exports. All processing happens locally on the desktop.

A specific, labor-intensive administrative process, turned into a structured workflow by purpose-built software.

Engineering scope8 areas

835/ERA ingestion
CSV and spreadsheet ingestion
Payment reconciliation
Denial identification
Underpayment identification
Follow-up work generation
Structured exports
Local desktop processing

Fig. 04Schematic · Remittance reconciliation

Research & development

Additional R&D

Smaller experiments we use to explore new tools and techniques before applying them to client and product work.

AI Tooling · Developer Automation

Unreal Blueprint Assistant

Experimental

An experimental system that translates natural-language intent into structured, validated operations inside Unreal Engine: AI that operates domain-specific tools safely instead of only generating text.

Natural-language interface · Structured tool execution · Deterministic operations · Validation and guardrails · Human review · Unreal Engine integration

XR · Systems Integration · R&D

Legacy Game VR Integration Prototype

R&D prototype

An experimental OpenXR integration exploring stereoscopic rendering, tracked input, motion controls and room-scale interaction for an existing game that was never designed for VR.

OpenXR · Stereoscopic rendering · VR camera systems · Tracked controller input · Motion-controlled interaction · Input remapping · Legacy-system integration

Have a problem worth engineering?

The same team that built these projects can build the system your business needs. Tell us what you're working on.

Start a Conversation blake.bannon@redrockstechnologygroup.com