The Logic Layer forthe Physical World
Factories operate on PDFs, scanned manuals, vendor dialects, and human assumptions.
Sapienstream converts this fragmented reality into computable, verifiable engineering logic.
The Integration Gap:
Industrial Engineers are Human Compilers
Engineers spend ~40% of their time manually translating constraints between vendor-specific dialects, physical limits, and obsolete documentation. This does not scale.
Engineering knowledge locked in disconnected PDFs, legacy manuals, and tribal knowledge. As long as logic remains uncompiled, downtime is guaranteed.
Siemens speaks one dialect, Rockwell another. Engineers waste time reconciling incompatible specifications. Physics doesn't change—but documentation chaos persists.
Generic AI optimizes probability. Engineering requires constraint satisfaction. No amount of training eliminates the risk of hallucinating voltage limits or safety logic.
Deep Perception™ in Action
Upload your PDF → Multi-Agent extraction → Verified logic in seconds
Four Technical Pillars That Eliminate Hallucinations
From undocumented reality to verified, executable logic—powered by constraint satisfaction, not probability
We Ingest Reality as It Exists
We own the "Brownfield" monopoly. 60% of infrastructure relies on lost or scanned documentation. Our Deep Perception™ Extraction Engine combines Industrial OCR with a Multi-Agent Architecture to turn "Dead Data" into "Live Logic."
- Visual Agent: Extracts schematics, footprints, and diagrams
- Context Agent: Understands migration paths and obsolescence
- Table Agent: Extracts hard specs into structured SQL
- Zero manual entry—scans become computable constraints
Why Hallucinations are Impossible by Design
We separate Meaning from Truth using Hybrid Intelligent Search. Nelo ingests the industry's "Paper Brain"—technical white papers, ISO Standards, and regulatory frameworks (e.g., EU Machinery Regulation). It understands not just how to wire a component, but if it is legal to do so.
- Semantic Layer (Context & Compliance): Nelo maps vendor hardware to our Regulatory Knowledge Graph
- Structured Layer (Hard Constraints): System validates hard physics (Voltage, Torque, Heat Dissipation)
- Semantic Fabric ensures every design decision is technically sound and legally compliant
- Regulatory validation—not probability-based guesswork
Vendor-Agnostic Physics: The Compounding Moat
Sitting between search layers is our proprietary Semantic Fabric. It creates a Canonical Map of vendor-specific language, normalizing "VFD" (Brand A) and "Inverter" (Brand B) into a single, computable standard.
- Physics, not brands: Siemens will never map Rockwell's data
- Self-improving: Every upload normalizes new terminology
- Canonical mapping: Global component market speaks one language
- Network effects: Every project expands the moat
Semantic Fabric
The only place where the global industrial component market speaks a unified language
Nelo Runtime
A Virtual Engineer with a complete toolchain: Compile → Verify → Validate
Nelo is the Runtime for Industrial Logic
Nelo is not a chatbot. It's a Virtual Engineer with a complete toolchain. It doesn't just suggest—it executes. If Nelo outputs code, it has already been compiled, run, and verified.
- Compiles: Generates IEC 61131-3 Structured Text
- Verifies: Runs code in embedded OpenPLC Runtime sandbox
- Validates: Checks logic against extracted hardware specs
- From assumption to proof—no guesswork, no tribal knowledge
From Assumption to Proof
Watch how a single request flows through our architecture—from Deep Perception to verified, compliant output
Input
"Design a safety circuit for this conveyor."
Hardware
Deep Perception™ identifies the required safety sensors from manufacturer PDFs, extracting voltage, response time, and wiring specifications.
Logic
The Semantic Fabric maps identified sensors to compatible PLCs, validating voltage ranges, I/O capacity, and communication protocols.
Compliance
Nelo verifies the setup against the EU Machinery Regulation, checking SIL/PL levels (Safety Integrity Level / Performance Level) and ensuring regulatory compliance.
Code
Nelo writes and verifies the control logic using IEC 61131-3 Structured Text, then executes it in the OpenPLC Runtime sandbox.
Output
Verified Part + Verified Code + Compliance Report
No guesswork. No tribal knowledge. No regulatory risk.
"Sapienstream eliminated the manual translation layer. We caught a motor/drive mismatch before the purchase order—that single catch saved us $15,000 and two weeks of rework. This is infrastructure, not tooling."
– Senior Automation Engineer
System Integrator, Manufacturing Sector
When machines become autonomous, engineering logic must be computable, verifiable, and machine-executable. We're building infrastructure—not a copilot.
Ready to Compile Your Industrial Reality?
Start free with Deep Perception extraction. Upgrade to Pro for Hybrid Search, Semantic Fabric, and Nelo Runtime verification.