8 Engines · Eight pipelines
Input/output and current implementation boundaries per workflow — reference material for product review and integration discovery.
Company Recognition Engine
Builds an organizational capability score per client — mapping industry, equipment inventory, talent density and supply-chain readiness into a vector used by every downstream engine.
Client ID, industry NAICS code, equipment inventory CSV, HR talent matrix
Capability Vector (target 128-dim — partial implementation) · Industry Class · Readiness Score (0–100)
AI-assisted capability profiling prototype; record-level validation and calibrated scoring remain under development
Current application workflow · structured validation · roadmap capability graph
Voice-Commanded Design Engine
A speech-to-specification prototype converts spoken briefs into structured fields. Language coverage and extraction accuracy vary and require user review.
Audio stream (16kHz PCM), language hint, conversation context
Structured DesignSpec JSON (geometry, materials, constraints, budget)
Speech transcription → language-model extraction → schema validation; accuracy varies by input and requires user review
Configured speech provider · model gateway · schema validation
Multi-Dimensional Optimization Engine
Compares preliminary alternatives across cost, time, quality, innovation and risk. A verified Pareto solver remains roadmap work.
DesignSpec · Capability Vector · constraints · objective weights
Preliminary trade-off alternatives; a verified Pareto solver is roadmap work
AI-assisted comparison prototype; NSGA/Pareto optimization disclosed in the roadmap is not presented as live
Current model workflow · deterministic checks · roadmap optimization solvers
Parametric-Generative Hybrid Engine
Constraint-based parametric CAD rules fused with diffusion-model variations. Generated concepts are evaluated against available constraints; dimensional accuracy and manufacturability require independent engineering validation.
Pareto candidate · parametric CAD template (if available) · material library
Concept mesh when generated; verified parametric CAD depends on available geometry and configured integrations
Beta visual-mesh workflow; constraint-solved parametric B-Rep remains roadmap work
Optional mesh provider · geometry validation · configurable Onshape integration
Real-Time Supply Chain Engine
Supplier-pricing integration roadmap (raw materials, off-the-shelf components, fabrication lead-times); availability and data freshness depend on configured data sources.
BOM candidate · supplier region · delivery SLA · compliance flags
Estimated BOM and sourcing considerations; supplier quotes and lead times require configured evidence sources
Preliminary cost intelligence; live supplier pricing and logistics feeds are roadmap integrations
Structured BOM · evidence/confidence fields · configurable supplier connectors
System Orchestrator
Coordinates application workflows and asynchronous jobs. Production-scale mesh, fault-isolation and SLA evidence require deployment-specific validation.
All engine calls · user session · observability hooks
Application job state and workflow results; production SLA evidence is not claimed here
Application orchestration with asynchronous jobs and status polling
FastAPI · asynchronous jobs · application telemetry where configured
Vision & AR Engine
Camera-to-insight pipeline for field maintenance: GPT-4 Vision identifies equipment, fault patterns and overlay coordinates for on-device AR (mobile/tablet, currently in beta).
Camera frame (1080p) · equipment ID · user location
Preliminary visual observations and guidance; safety-critical conclusions require qualified inspection
Vision-assisted beta workflow; benchmarked fault detection and spatial anchoring remain roadmap work
Configured vision model · beta web preview · roadmap device integrations
Documentation Synthesis Engine
Produces preliminary BOM, cost and manufacturing-oriented documentation. ERP/PLM ingestion depends on schema mapping, validation and a configured integration.
Final design · BOM · manufacturing constraints · target ERP schema (roadmap — subject to schema and integration validation)
Structured preliminary BOM, reports and manufacturing-oriented documentation; export availability is validated per project
Template-based synthesis plus deterministic validation; ERP/PLM mapping remains integration-specific
Structured data · ReportLab · project-level export validation