UK Visibility Index

Engineering & Manufacturing Employers

Best Engineering & Manufacturing employers in the UK — according to AI

From aerospace to automotive to renewable energy, UK engineering employers compete for skilled talent in an increasingly tight market. Engineers researching employers through AI need specific information — tech stacks, project types, progression paths. This index shows which engineering employers publish the facts AI needs, and which are invisible.

Updated monthly
Scored across 8 employer themes
Based on real AI responses

Building the Engineering & Manufacturing index

We're collecting audit data for UK engineering & manufacturing employers. Run a free audit on a engineering & manufacturing company to add it to the rankings.

Audit a engineering & manufacturing employer

What we measure for engineering & manufacturing employers

Every company is scored across 8 themes that candidates actually ask AI about. For engineering & manufacturing, the most impactful themes tend to be salary accuracy, culture specificity, and career growth pathways.

Salary Accuracy

Does AI know what you actually pay?

Benefits Completeness

Can AI list your specific benefits?

Remote & Hybrid Policy

Does AI know your working model?

Interview Process

Can candidates prep using AI?

Career Growth

Does AI describe your progression paths?

Tech Stack & Tools

Can AI describe your environment?

Culture Specificity

Specific details, not vague generics?

DEI & Inclusion

Are your commitments visible to AI?

Is your company visible to AI?

Run a free audit to see what ChatGPT, Claude, Perplexity and Gemini say about you — and where the information gaps are.

Free AI employer audit