Deterministic Math Meets
Agentic Engineering Intelligence.
NEXORA Engineering AI bridges the gap between natural-language reasoning and deterministic calculation engines. By pairing large-language orchestration with strict engineering codes, verified solvers, and full auditability, we eliminate statistical hallucination from mission-critical engineering.
Six pillars of zero-compromise engineering automation.
Our architecture decouples natural-language intent parsing from numerical execution. The AI handles context, while verified mathematical algorithms handle the physics and calculations.
Design Assistance
Convert ambiguous client briefs, design intent, and parameter sets into structured engineering inputs, geometry parameters, and automated design alternatives.
- Natural language conversion to structural, mechanical, and MEP baseline inputs
- Generative design exploration conforming to design constraints
- Instant code compliance pre-screening for SBC and international codes
- Multi-variant design trade-off and optimization matrices
Brief to Parametric Model pipeline running real-time constraint checks.
Zero LLM math guessing. Strict Python, C++, and Finite Element execution.
Deterministic Engines
Statistical AI models are never allowed to execute raw mathematical equations directly. All physics, load distributions, and sizing are routed to deterministic engines.
- Integrated pythonic solvers for structural, thermal, and fluid dynamics
- Strict formula verification against Saudi Building Code (SBC) and ASTM/BS standards
- Guaranteed mathematical reproducibility across identical execution runs
- Automated error detection for out-of-bounds boundary conditions
Evidence & Traceability
Every single line of code, formula, assumption, and reference source used during calculation is recorded in an immutable audit ledger.
- Full mathematical step-by-step formula breakdown in reports
- Direct citation link to exact clause in code books or project specs
- Cryptographic hash timestamping for design review approvals
- Complete version lineage tracking from preliminary to IFC drawing status
100% verifiable calculation trail for peer review and municipality filing.
Real-time BOQ extraction linked to current local Saudi supplier unit pricing.
BOQ & Cost Intelligence
Connect technical design choices directly to Bill of Quantities (BOQ), material specifications, market pricing, and supply chain constraints.
- Automated item extraction from 2D drawings, 3D BIM, and specification sheets
- Dynamic rate database mapping against local Saudi market procurement rates
- Value engineering scenario analysis comparing alternative material grades
- Carbon footprint & lifecycle cost estimation alongside capital expenditure
Document Intelligence
Extract, harmonize, and audit multi-thousand-page technical submittals, vendor datasheets, and municipal codes instantly.
- High-precision OCR and schema extraction for engineering tables and schematics
- Automated deviation matrix generation between tender specs and submittals
- Cross-reference validation across structural, MEP, and architectural drawings
- Multi-lingual processing supporting Arabic and English technical specs
Processes complex technical PDFs into structured knowledge bases.
Bridges SAP, Primavera P6, Autodesk Revit, and custom ERP systems.
Workflow Integration
Seamlessly weave engineering intelligence into existing enterprise software, approval gates, and CDEs (Common Data Environments).
- Bi-directional connector APIs for Revit, Tekla, SAP, and Primavera P6
- Automated email and document submittal workflow triggers
- Custom approval threshold gates for human engineer sign-off
- Enterprise role-based security and local cloud data residency
How NEXORA Engineering AI processes complex engineering tasks.
A rigorous 5-stage pipeline designed for safety, precision, and compliance with institutional engineering standards.
Ingests technical queries, BIM geometry, CAD files, or spec sheets, converting unstructured requirements into standardized parameters.
Identifies active codes (SBC, ACI, ASME, NFPA), regulatory rules, and project-specific constraints applicable to the calculation.
Executes exact mathematical calculations using verified code modules without relying on generative approximations.
Applies peer-validation logic, builds mathematical proof sheets, and links each output parameter back to source specs.
Generates certified PDF report submittals, BOQs, updated BIM models, and pushes updated records directly into project ERP/PM tools.
Field-proven Engineering AI use cases.
Where speed, accuracy, and rigorous documentation are required simultaneously.
Structural Calculation Verification
Automated peer review of structural calculation packages against Saudi Building Code (SBC 301-306), flagging over-design or structural deficiencies.
Mega-Project BOQ Reconciliation
Cross-verifying contractor BOQ claims against BIM models and IFC drawings to eliminate double-counting and rate discrepancy on Giga-projects.
MEP Electrical Load & Single-Line Audits
Instant load schedule calculation, voltage drop validation, and single-line diagram consistency checks across high-density facilities.
Industrial Piping & Pressure Vessel Compliance
Automated wall thickness, stress analysis, and ASME code validation for chemical processing and energy facilities in Jubail and Yanbu.
EPC Submittal & Vendor RFI Processing
Automated technical review of vendor submittals, comparing performance curves and material safety sheets against project technical specs.
Municipal Permitting Pre-Screening
Pre-submittal compliance checks for municipality approvals, ensuring architectural, fire safety, and structural submission readiness.
Transform your engineering workflows with deterministic AI.
Partner with NEXORA to build certified engineering intelligence systems customized for your organization's specific code standards and project needs.