Andrey Melkov

Founder building AI-powered automation for ERP/CRM-heavy businesses. Agents, RAG, integrations. Shipping real ops wins.

[Andrey Melkov @voklem]

Industrial AI isn't valuable because it can process huge amounts of data.
It's valuable when it can connect drawings, standards, equipment, materials and production experience into one technological decision.
Manufacturing needs AI that understands context — not just data.
#AI

[Andrey Melkov @voklem]

The future of manufacturing isn't humans vs AI.
It's humans with AI.
The difference is bigger than it sounds.
#IndustrialAI

[Andrey Melkov @voklem]

Not every manufacturing challenge requires AI.
Sometimes conventional automation is still the best solution.
The real value comes from knowing the difference.
#IndustrialAI

[Andrey Melkov @voklem]

Factories don't need more data.
They need systems that understand the data they already have.
Context—not volume—creates value.
#IndustrialAI #Manufacturing

[Andrey Melkov @voklem]

Manufacturing has technical debt too.
Undocumented processes.
Scattered knowledge.
Spreadsheets only one person understands.
Industrial AI helps turn hidden knowledge into shared knowledge.
#IndustrialAI

[Andrey Melkov @voklem]

Industrial AI doesn't replace experience.
It helps share experience.
That's a very different goal—and perhaps a much more valuable one.
#Manufacturing

[Andrey Melkov @voklem]

Manufacturing often measures production costs.
Far fewer companies measure the cost of waiting.
Engineering delays, approvals, and documentation can become invisible bottlenecks.
Industrial AI helps reduce waiting—not just working.
#IndustrialAI

[Andrey Melkov @voklem]

You don't need to transform an entire factory on day one.
The best Industrial AI projects often start with a single process.
Small pilot.
Measurable results.
Scalable success.
#Manufacturing

[Andrey Melkov @voklem]

Demonstration demo version Industrial AI

https://t.co/cANbEy8ogr

[Andrey Melkov @voklem]

Engineering talent shouldn't be spent repeating yesterday's work.
Let AI handle the routine.
Let engineers solve tomorrow's problems.
#IndustrialAI

[Andrey Melkov @voklem]

Manufacturers don't reject AI because it's new.
They reject AI when they can't trust its decisions.
Explainability may become the most important feature of Industrial AI.
#IndustrialAI #Manufacturing

[Andrey Melkov @voklem]

The most valuable asset in manufacturing isn't always the equipment.
It's the engineering knowledge built over decades.
Industrial AI helps companies preserve that knowledge before it walks out the door.
#IndustrialAI #Manufacturing

[Andrey Melkov @voklem]

Every factory has "the engineer who knows everything."
That's impressive.
It's also a business risk.
Knowledge should belong to the organization—not a single person.
That's one of the biggest opportunities for Industrial AI.
#Manufacturing #AI

[Andrey Melkov @voklem]

Manufacturing doesn't need more AI demos.
It needs AI that engineers actually open every morning.
The most valuable industrial AI isn't always the most impressive.
It's the one people use every day.
#Manufacturing #AI

[Andrey Melkov @voklem]

Factories rarely stop because there's no data.
They stop because decisions take too long.
Industrial AI won't replace decision-makers.
It will help them make better decisions faster.
That's a much bigger opportunity than most people realize.
#Manufacturing #AI

[Andrey Melkov @voklem]

Manufacturing doesn't have a documentation problem.
It has a knowledge transfer problem.
The manuals exist.
The maintenance logs exist.
The challenge is making decades of engineering experience available to the next generation.
That's where AI creates real value.
#Manufacturing

[Andrey Melkov @voklem]

Everyone talks about predictive maintenance.
But machines don't fail every day.
Engineering work happens every day.
The biggest ROI from Industrial AI may come from helping engineers create, analyze, and retrieve knowledge faster—not just predicting failures.
#Manufacturing #AI

[Andrey Melkov @voklem]

Industrial AI isn't replacing engineers.
It's replacing the hours engineers spend searching manuals, reviewing drawings, and looking for historical maintenance records.
The scarce resource isn't labor.
It's expertise.
AI scales expertise.
#Manufacturing #AI #Engineering

[Andrey Melkov @voklem]

A manufacturer cut process planning from days to minutes with AI trained on engineering standards, production history, and technical drawings.
After 3 months:
• Planning: days → minutes
• Faster bid responses
• Better cost visibility
• Engineers focused on engineering.

[Andrey Melkov @voklem]

Manufacturers don't have a data shortage.
They have a context shortage.
ERP knows production.
MES knows operations.
CMMS knows maintenance.
PLM knows engineering.
But when a machine fails, nobody knows everything.
#Manufacturing #AI #Industry40