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Northern Steam Engineering

Industrial · Stockton-on-Tees, County Durham

AI Readiness Certificate

Independently assessed by Code Inclusive
AI Readiness Score
34 / 100
Established
Company:
Northern Steam Engineering
Location:
Stockton-on-Tees, County Durham
Sector:
Industrial
Assessment date:
30 October 2026
Reference:
CI-AI-2026-158484
Directory Status:
UNCLAIMED

This AI Readiness assessment has been independently generated from publicly accessible information. Is this your business?

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Executive Business Summary

Current score
34/100
AI readiness
Established
AI visibility
Medium
Local discoverability
Low
Improvement potential
High

This business has several strong foundations for AI-powered search, but our assessment identified areas preventing AI systems from understanding the organisation as confidently as they could.

AI Readiness Benchmark

Independently assessed

4 points below the Industrial average.

Northern Steam Engineering scores the same as or higher than 39% of assessed businesses in its sector.

Industrial

Sector · 429 businesses assessed
Rank 263 of 429
Northern Steam Engineering
34Average
38Top score
78

North East England

Region · 60 businesses assessed
Rank 36 of 60
Northern Steam Engineering
34Average
40Top score
78
All bars run from 0 to 100.

Compared against businesses in the UK AI Readiness Index, not every business in the sector.

AI Search Readiness Score

Technical crawlability & indexability6/10
AI crawler accessibility3/8
Entity identification & business clarity5/12
Structured data quality0/12
Content answerability5/12
Topical depth & expertise1/10
Geographic & local relevance4/10
Trust, authority & verification2/10
Technical performance & user experience4/8
AI discoverability & machine comprehension4/8
Overall34/100

AI Business Profile

Business name
Northern Steam Engineering
Sector
Industrial
Location
Stockton-on-Tees, County Durham
Geographic coverage
Stockton-on-Tees, County Durham
Customer profile
Businesses and organisations in and around Stockton-on-Tees, County Durham looking for a trusted provider of industrial services.
Primary services identified
Mechanical EngineeringMachining ServicesCAD servicesFabrication ServicesBreakdown and Repair

AI systems currently have limited confidence understanding this business due to multiple gaps in the information available.

How AI Currently Sees This Business

AI confidently understands
  • This business operates in the Industrial sector.
  • This business serves customers in Stockton-on-Tees.
  • This business offers coded welding and heavy fabrication services.
  • This business offers engineering DESIGN SERVICES.
AI is less certain about
  • robots.txt does not name any AI crawler individually — they are only covered by the catch-all rule.
  • No page we checked declares a canonical URL.
  • No substantial llms.txt was found at the site root.
  • No structured data identifies this business by name and URL.
  • The structured data carries no phone number or address for a machine to read.
  • No structured data types this business at all.

Key Issues Identified

High Priority
Your robots.txt does not name the AI crawlers individually
A technical barrier is limiting how AI crawlers reach this site.
High Priority
Your pages do not declare their own canonical URL
High Priority
You have no llms.txt file
An improvement opportunity was identified.
High Priority
No structured data identifies your business by name
The site’s machine-readable business data is incomplete.
High Priority
Your structured data carries no phone number or address
High Priority
Your structured data does not say what kind of business you are

Improvement Potential

Current score
34
Potential to improve visibility
High

We have identified 35 actions that could strengthen this website's AI readiness.

11
High-priority issues
15
Medium-priority issues
9
Low-priority issues

Improvement Roadmap

Your complete roadmap has been generated.

  • Detailed technical recommendations
  • Structured-data implementation guidance
  • Entity improvements
  • Content recommendations
  • Trust-signal improvements
  • AI crawler recommendations
  • Prioritised implementation order
  • Where the biggest visibility gains are

Claim this business — free to manage the profile, then unlock the full roadmap.

About

Northern Steam Engineering is based in Stockton-on-Tees, County Durham, providing mechanical engineering, machining, and fabrication services. They specialise in heritage steam engineering and offer a range of services including CAD design and breakdown repair.

Detected from the business’s website during the assessment.

Services

Detected from the business’s website during the assessment.

Mechanical EngineeringMachining ServicesCAD servicesFabrication ServicesBreakdown and Repair

Service areas

Detected from the business’s website during the assessment.

Stockton-on-TeesCounty Durham

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Is this your business?

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What claiming includes
  • Verified ownership and claimed profile status
  • Correct your business information
  • Add your logo, description, services and accreditations
  • Badge eligibility when your score qualifies
  • Option to unlock your full report and roadmap — available separately for £29
  • Option to request a reassessment when you improve your website — available separately for £19

Claiming, unlocking or upgrading never changes your AI Readiness Score. Claiming gives you control of the profile, and unlocking gives you access to the detail behind the assessment. Your score only changes when a new assessment measures real changes on your website.

This profile was produced independently from publicly accessible information. The AI Readiness Index Terms and Conditions explain how the assessment works and how to request a correction or the removal of this profile.