8scale · Market Intelligence for Asset Owners
Vendor shortlists, ROI benchmarks and outage-ready roadmaps for the people who own uptime, HSE exposure and turnaround windows.
Book a dive briefingVendor choice
Market intelligence for asset owners and operators starts with one rule: buy referenceable deployments, not demo footage.
We are 8scale, and inspection and maintenance robotics is where our primary research began. We interview operators and read the deployment record, not the vendor deck.
Score every shortlisted vendor on the five things that actually stop a rollout: ATEX or equivalent certification and its exact zone scope, brown-field integration with decades-old PLCs and your historian, who signs the inspection record, where the data is stored, and service coverage in your region.
Then ask each vendor for three sites comparable to yours and one deployment that failed. A vendor who cannot describe a failure has not deployed at scale yet.
Flyability, Gecko Robotics and ANYbotics appear in our work as analysed market cases, never as our customers.
If a shortlist is already on your desk, read why industrial robotics pilots fail and turn those failure modes into your interview questions.
The ROI case holds when the robot removes cost you already book, not when it adds a capability nobody budgeted for.
Start with the line items your CMMS and HSE reports already carry: confined-space entries, scaffolding and rope access, permit hours, shutdown days, and rework after missed defects. Those are the numbers a CFO accepts without a workshop.
Then apply the 10X improvement threshold. Operating teams change method when a metric they already track improves by roughly an order of magnitude, not by fifteen percent.
Watch the CapEx Trap. High CapEx and low OpEx suits a plant with capital budget; Robotics-as-a-Service (RaaS) shifts spend into maintenance OpEx and shortens the approval chain. The two paths produce different payback maths and different vendor obligations.
McKinsey puts the cost of a failed automation project at USD 2.3 million (2024 Manufacturing Survey, as cited in Scalebook 2025). Model that downside explicitly before you sign anything.
ROI case
Maintenance spend
Your maintenance budget, not the robotics market, is the denominator that matters. Power and utilities spend US $400 billion a year on inspection and maintenance (2024, global; cite as: 8scale Scalebook 2025).
Against that, the inspection and maintenance robotics market was USD 2.89 billion in 2024 and grows at 15.8 % CAGR to 2030 (cite as: 8scale Scalebook 2025). Robotics revenue is still a rounding error next to annual maintenance spend.
That gap cuts both ways. The vendor field is young and thinly capitalized, and a large share of inspection work remains manual because the operating context has not allowed anything else.
We track eight segments; legged robots grow fastest at 25 % CAGR (cite as: 8scale Scalebook 2025). Segment percentage shares are not published, and we do not estimate them.
Spend by industry sits in the inspection robotics market statistics; segment detail and method sit in the inspection and maintenance robotics market report.
Anchor the roadmap to your outage calendar, not to the vendor's delivery date. Anything that still needs commissioning inside the turnaround window is already late.
Robot access, permits, ATEX validation, network clearance and operator training belong in the months before the shutdown, on live plant or a comparable asset. The window itself is for data capture, nothing else.
Define acceptance criteria first: which data format lands in your CMMS, which defect classes count as detected, who performs the second reading, and what happens when a scan is inconclusive. Human-in-the-loop is a defensible answer; unspecified is not.
87 % of robotics initiatives never scale beyond pilot (McKinsey 2024 Manufacturing Survey, as cited in Scalebook 2025). In our operator interviews the recurring cause is rarely the robot. It is that nobody owned the data path or the next budget cycle.
Decision point: name the owner of the post-pilot budget line before the first robot arrives on site.
Turnaround planning
Working with us
We work with asset owners and operators across worldwide on five levels, and you can stop at any of them. Our services are B2B only.
Surface, Insights: free articles and citable numbers on deployment economics, adoption barriers and pilot failure.
Snorkel, Scalebook: the current edition is Scalebook 2025, Inspection & Maintenance Robotics Market Report, written for maximum insight per minute of reading.
Deep dive, custom market studies: your question, answered with deployment-level primary data, asset-level KPIs, operator interviews and real inspection and maintenance spend. Typical asset-owner briefs are vendor shortlists, ROI benchmarks and technology deployment roadmaps. See custom industrial market research.
Abyss, tailored consulting and market-entry strategy: partner and vendor selection, compliance guidance, and roadmaps with clear steps, timelines and milestones.
Anchor, execution on the basis of our own intelligence, offered only downstream of the intelligence work above it.
COMMON QUESTIONS
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Thirty minutes, one specific question about your assets, one insight from our research on your market. Evidence, not a pitch deck. mail@8scale.tech.
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