The Operating System
for Industrial Knowledge
Transform legacy industrial systems into AI-ready enterprises. SapienStream extracts, organizes, and preserves every piece of engineering knowledge — so it never walks out the door.
No credit card required · Free tier available · Hosted in Germany
40%
Engineering time lost to data hunting
72%
Of tribal knowledge undocumented
$1.3T
Annual cost of unplanned downtime
Engineer asks:
"What components in my library support PROFINET and operate above 60°C?"
Nelo found a documented match:
Siemens S7-1200 · Profinet · 24V DC · -20 to 60°C
✓ PROFINET
✓ 60°C max
✓ 24V DC
The three forces destroying
industrial competitiveness
Manufacturing is facing a silent crisis. It does not arrive as a single catastrophic event. It accumulates, day after day, in wasted hours and lost knowledge.
Frustration: The Human Compiler
Open a PDF from one vendor, cross-reference a spreadsheet from another, check an email thread for the latest revision, then try to remember a conversation from six months ago. Engineers have become human compilers — translating between incompatible data formats, vendor terminologies, and scattered documentation systems.
This is not where their expertise creates value
Fragmentation: The Data Diaspora
Datasheets in shared drives. Configuration files on local machines. Critical notes in personal notebooks. Vendor correspondence buried in email. When systems are fragmented, every question becomes an archaeological dig. Compatibility checks that should take minutes take days.
Decisions get made on incomplete information
Obscurity: The Retirement Cliff
Across Europe and North America, the most experienced generation of industrial engineers is approaching retirement. When they leave, they take decades of expertise — which voltage configuration works in humid environments, why that particular sensor was chosen, what the real failure mode is at 3 AM.
This knowledge is irreplaceable — unless captured first
Built for the engineers
who keep industry running
SapienStream is not another software tool to learn. It is critical infrastructure for knowledge stability — designed specifically for brownfield industrial environments where machines must never stop.
For the Frustrated Engineer
Deep Perception
Upload a manufacturer's PDF datasheet. Within seconds, six specialized AI extraction agents and GPU-accelerated processing transform it into structured, searchable, verified data. Every electrical spec, every mechanical dimension, every certification, every operating range: extracted, indexed, and ready.
No more cross-referencing. No more hunting. Ask Nelo a question in plain language and get an answer in seconds, backed by citations from the actual source documents.
For the Fragmented Organization
One Source of Truth
The Asset Configuration Canvas gives engineers a graphical, interactive workspace to define their entire operational hierarchy — facilities, units, machines, and every component within them. Each component is linked to its source datasheet, compatibility analysis, and the full history of decisions that shaped its configuration.
The Universal Ontology Engine solves one of the oldest problems in industrial automation: every vendor names their data points differently. Siemens calls it PT01_PV. ABB calls it AI_PRESS_1. SapienStream maps both to a single canonical concept.
For the Organization Facing the Retirement Cliff
Passive Knowledge Capture
SapienStream does not ask Klaus to write documentation. Instead, it handles the grunt work he hates most — parsing PDFs, writing technical notes, structuring configuration files — and in exchange, it captures the high-value decisions he makes every day.
Sixteen autonomous AI agents work around the clock: harvesting insights from conversations, compiling wiki articles, detecting knowledge concentration risks, building expertise profiles, and flagging when critical knowledge exists in only one person's head.
Nelo quietly asks:
"Why this voltage value and not the datasheet default?"
His answer becomes a permanent, searchable, auditable part of your organization's knowledge graph.
Six-stage extraction pipeline,
three layers of searchability
Upload any PDF — even a grainy scan from 1998. GPU-accelerated extraction of 60+ structured fields from manufacturer datasheets. Get verified, searchable, citation-ready data in seconds.
1
Render
PDF → 300 DPI images
2
Context
Product / Model / MFR
3
Layout
Page segmentation
4
Extract
Table + Visual + Text
5
Normalize
Ontology + SI units
6
Output
Scored result
Three layers of understanding
Vector Database
Semantic embeddings for natural language queries
"Find PLCs for harsh environments"
→ Matches IP67, -20°C, vibration-resistant
SQL Database
Parametric queries with exact matching
WHERE supply_voltage = 24
AND protocol = 'PROFINET'
→ 3 exact matches with citations
Knowledge Graph
30+ entity types, 50+ relationship types
Component → used_in → Machine_A
Decision: "Chose X over Y"
→ Full provenance with reasoning chains
Nelo queries all layers with intelligent routing — semantic search + SQL precision + source citations = verified answer.
What makes SapienStream different
Not a chatbot bolted onto a database. A vertically integrated industrial AI platform built from the ground up for the realities of brownfield manufacturing.
Nelo — AI Engineering Brain
A multi-expert orchestration engine with 16 agents, 27 tools, and 6 specialist modes. Not a generic chatbot — an engineering partner that understands PLC code, PROFINET configurations, CE compliance, and 30+ industrial protocols.
Deep Perception Pipeline
GPU-accelerated extraction of 60+ structured fields from manufacturer datasheets. Upload a PDF and get verified, searchable, citation-ready data in seconds.
Living Organizational Memory
Nelo remembers every interaction, harvests insights every 30 minutes, resolves contradictions weekly, and builds an ever-growing knowledge base that gets smarter with every engineer who uses it.
Universal Ontology Engine
Automatic cross-manufacturer translation of vendor-specific terminology into a unified vocabulary. Eliminates the "language barrier" between Siemens, ABB, Rockwell, and 100+ other manufacturers.
16 Autonomous Agents
Background workforce that harvests knowledge, compiles wikis, detects risks, checks compatibility, maintains data hygiene, and runs 24/7 without human intervention.
Compliance Suite
Seven report types with SHA-256 integrity verification, regulatory citations (CE, UL, ATEX, ISO 13849, IEC 62443), and audit-proof decision trails.
Who SapienStream serves
The Plant Engineer
The one who gets the 3 AM call when Line 4 goes down.
You spend more time searching for the right datasheet revision than actually diagnosing the problem. Configuration settings are scattered across personal folders, email threads, and sticky notes.
With SapienStream, when the 3 AM call comes, you are not starting from zero — you are starting from the collected wisdom of every engineer who has worked on that machine before you.
The Engineering Manager
The one responsible for operational continuity as the workforce turns over.
Two of your best engineers are retiring next year. Three junior hires need to get up to speed. You have no systematic way to transfer decades of accumulated expertise.
Knowledge capture happens passively, as a byproduct of engineers doing their actual work. Knowledge Risk Detector alerts you to bus-factor vulnerabilities before they become crises.
The VP of Operations
The one who needs to justify modernization to the board.
Unplanned downtime is your most expensive line item. Compliance audits consume weeks of engineering time. Your competitors are investing in digital transformation.
Audit-proof compliance reports generate automatically with SHA-256 integrity verification. Reducing weeks of audit preparation to hours.
The Automation Integrator
The one who must make products from twenty vendors work together.
Every project means learning a new vendor's terminology, cross-referencing incompatible datasheets, and manually checking compatibility.
The Universal Ontology Engine translates between vendor-specific vocabularies automatically. The Smart Compatibility Analyzer checks electrical, mechanical, and protocol compatibility across your entire machine ecosystem.
"We caught a motor/drive mismatch before the purchase order — that single validation saved us $15,000 and two weeks of rework. Nine months in, the platform knows our facility better than most of our team."
Enterprise-grade security
Zero-credential AI architecture, 6-tier RBAC, MFA enforcement, GDPR consent management, fully isolated infrastructure options, and data that never leaves your premises.
The cost of waiting
Industrial knowledge does not degrade on a schedule. It collapses. Every month your organization operates without a knowledge infrastructure, the gap widens irreversibly.
Each retirement
Removes knowledge that took decades to accumulate and can never be reconstructed.
Each undocumented fix
Creates a future incident waiting to happen — identical failure, zero institutional memory.
Each manual check
Consumes hours that compound across every project, every year.
Each compliance audit
Exposes the gap between what regulators expect and what your documentation actually contains.
Each onboarding cycle
Forces junior engineers to rediscover knowledge that already exists — somewhere.
Your competitors
Are not waiting. Organizations that build now will operate with compounding advantages.
The best time to capture your organization's knowledge was ten years ago. The second-best time is today.
Start building your
knowledge infrastructure
The transition does not require a rip-and-replace. Start with a single machine line. Upload your existing datasheets. Let Nelo begin building your knowledge graph. Within weeks, your team will wonder how they ever operated without it.