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The EveryEng Graph

The knowledge graph of engineering competence

A live model of what every engineer can do, what every engineering job requires, and what closes the gap between the two.

What is in the graph

Measured, not estimated

These numbers come straight from the graph and refresh daily.

199
Skills

Distinct engineering competencies

10
Job roles

Roles with defined skill requirements

1,818
Courses

Mapped to the skills they teach

61
Disciplines

From piping to power systems

5
Certifications

Tracked against member progress

64,231
Connections

Links between everything above

How it works

Three questions, one vocabulary

People, roles and content are all described with the same engineering vocabulary — disciplines, skills, software tools and standards. That shared language is what makes them comparable, and it is the whole idea behind the graph.

What closes the gap

The difference, and how to remove it

Because people, roles and courses share one vocabulary, the gap between where you are and where you want to be is a query — not a guess.

A slice of the graph

Skills that travel together

Each circle is a skill, sized by how many engineers hold it. A line means the same people tend to hold both. Only skills held by enough engineers to stay anonymous are shown.

CAD ModellingEngineering & DesignProject ManagementDrawingProduct DevelopmentNumerical Analysis (FEA, CFD)Engineering & DesignManufacturing SupportResearch & DevelopmnetGD&TBusiness AnalysisArtificial Intelligent3D PrintingArtificial IntelligenceRisk ManagementAnalog and Digital ElectronicsControl SystemsNDT (Non Destructive Testing)Value EngineeringDigital MarketingPLC & SCADA ProgrammingMachine DesignOthersQuality & InspectionMicrocontroller ProgrammingSix SigmaQuality ControlPCB Design and LayoutElectrical MaintenancePipe Stress Analaysis5S Welding & Heat TreatmentMachining SupportPiping LayoutGD&TIndustry 4.0Aerodynamics Product CostingPackage managementMachine Learning

Where it comes from

Built from what already happens

Nobody fills in the graph by hand. It updates as members build profiles, creators publish, employers post roles and learners finish courses.

Signals in

  • Profilesskills, tools, standards, disciplines
  • CVsextracted and confirmed by the member
  • Contentcourses, mentoring, seminars and their tags
  • Rolesjobs, internships and their requirements
  • Activityenrolments, completions, certifications

Answers out

  • Skill gapsyou versus a target role
  • Learning pathsthe ordered route to close them
  • Recommendationscourses, mentors and people
  • Readinesshow close you are to a certification

Being specific about AI

Where AI fits, and where it does not

The graph itself is not a language model — it is structured data about engineering. AI is used in specific, bounded places, and a person confirms the result wherever it touches someone's profile or a published course.

Search that understands meaning

Courses, jobs and profiles are embedded as vectors, so a search for “pipe stress” finds CAESAR II work even when the words differ.

CV reading

Paste a CV and a model extracts the skills and experience it evidences, which you confirm before anything is saved.

Authoring help for creators

Course authors get tag suggestions drawn from a fixed engineering vocabulary, plus written feedback on their draft copy. Every suggestion is accepted or dismissed by the author.

Cover artwork

Creators can generate a cover image for a course, mentoring offering or seminar from a text description.

An interface for other AI systems

Our course catalogue is published as MCP tools, so assistants like Claude and ChatGPT can query it directly rather than scraping it.

Engineering judgement stays with engineers. AI does not decide who is hired, does not grade assessments, and does not award certificates.

The network behind it

Who the graph is built from

26,673
Engineers

Members building a profile

1,765
Courses

Published and open for enrolment

178
Mentors

Practising engineers teaching

118
Countries

Where our members work

Find out where you stand

Build a profile, and the graph will tell you what you are close to — and what is missing.

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