How Knowlestry works.
For each client, we set up a dedicated learning environment and run it continuously: one Artificial Employee per defined workstream, built on your data, verified against your plant, owned by you.
02 · How it works
Your system, continuously identified.
Your documents, CAD files and machine data and the tacit knowledge of your experts flow into one environment. Four processes turn it into Specialized Intelligence, and every verified action feeds the next round of learning.
Your data
- Unstructured data and text: images, videos, tabular files
- CAD formats, simulations, circuit diagrams
- Machine and sensor data
The environment
- ProcessingParsers, extractors and chunking: a fixed pipeline.
- ValidationThe verifier checks groundedness, rules and classification.
- ReasoningA router decides per question: your core, a specialist or a frontier model.
- InteractionThe tool contract a technician actually meets.
Raw data and tacit knowledge, combined, and improved with every answer.
What you get
- Specialized Intelligence
your exclusive know-how, made usable - Artificial Employee
for one defined workstream - MCP server
build your own on top: agents, workflows, chatbots
In the product
See it at work.
Open questions to your experts
- section voltage presence → live part access state9
- → spring return energy release state3
- Does “energy storage location” have an order?2
At what differential pressure must filter F-3 in the cooling circuit be changed?
The filter insert of filter F-3 in the cooling circuit must be changed when the differential pressure exceeds 0.8 bar. The alarm limit is set at 0.8 bar, and maintenance records show filter F-3 was changed at 0.9 bar (K4_Wartungsplan_Kuehlkreis_Bl2.pdf, K4-MM-EN_Annex_C_Maintenance_Schedule.pdf, K4-KK-Sollwerte.xlsx).
Knowlestry is AI and can make mistakes · Learns from your feedback
Inside
Inside the Artificial Employee.
The four processes don’t just run. Each one builds a part of the Artificial Employee, and every part belongs to you.
- ModelBuilt by reasoning · your Core
- Harness: skills, tools, subagentsBuilt by interaction · your Configuration
- Runtime: state, durable execution, memoryBuilt by processing and validation · your Knowledge Corpus
- Security and sandboxRuns inside your perimeter
- EnvironmentYour plant, your data, your experts
03 · What you own
You own what compounds.
Specialized Intelligence = Corpus + Configuration + Core.
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Living Knowledge Corpus
Build, sustain, advance.
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Fitted Configuration
Measure, tune, re-fit.
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Owned Reasoning Core
Train, version, keep.
Each one compounds. Nothing decays back into noise, and none of it transfers to a competitor.
- Rewarded for being right, not for sounding right.The training signal comes from verification against your data and your experts, not from how fluent an answer reads.
- Reasoning is learned where answers can be verified.A confirmed root cause, a passed test, a measured result, an expert’s sign-off: every verified outcome teaches.
- Dedicated and continuous.One environment per client, operated by Knowlestry, running every day, never shared with anyone else.
Start with one role and a defined workstream. Twelve weeks, and you keep what was built.
Start your first workstream