Edge computing platforms: AI search visibility ranking (2026)
How AI search engines rank edge computing platforms by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Edge computing platforms used to run applications closer to users, process data in distributed environments, and reduce latency across modern services. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 15, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Google Distributed Cloud leads the edge computing platforms category with a visibility score of 25.0%, more than double the second-ranked ZEDEDA at 12.5%. The category average sits at just 1.9%, meaning these two brands account for virtually all measurable AI visibility in the space. Every other ranked brand, including major players such as AWS Outposts, Azure Edge, and Cloudflare Workers, scores 0.0% visibility, which signals a sharply concentrated landscape where the top two hold a near-total grip on AI-generated mentions.
Despite leading on visibility, both Google Distributed Cloud and ZEDEDA carry a citation rate of 0.0%, matching every other brand in the category. The category average citation rate is also 0.0%, meaning no brand in this audit period converts AI mentions into verified source links. This creates a clear divergence: Google Distributed Cloud is named frequently by Google AI Mode but is never cited as a trusted source, suggesting the AI treats these brands as common knowledge rather than linking to their documentation or product pages.
All top brands in this audit record Google AI Mode as their top engine, which is notable given that Google Distributed Cloud is a Google product. The cited sources anchoring AI responses in this category are third-party sites: portainer.io, stlpartners.com, gartner.com, and medium.com appear alongside youtube.com and niche outlets such as technologyradius.com and solutions.nextcomputing.com. None of the top brand domains appear in the cited sources list, confirming that AI answers are built on analyst and community content rather than vendor-owned material.
Movers & shakers since last refresh
Biggest visibility risers
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Google Distributed Cloud 0% → 25% · rank #0 → #1+25pp
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ZEDEDA 0% → 12% · rank #0 → #2+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
cloud.google.com
|
25% | 0% | Google AI Mode |
Google Distributed Cloud holds 25.0% visibility, over 13 times the 1.9% category average, yet records a 0.0% citation rate, identical to every other brand in the audit. |
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| 2 |
zededa.com
|
12% | 0% | Google AI Mode |
ZEDEDA sits at 12.5% visibility, six times the category average, making it the only non-Google brand with any measurable AI presence in this audit period. |
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| 3 |
cloudflare.com
|
0% | 0% | Google AI Mode |
Cloudflare Workers scores 0.0% visibility and 0.0% citations despite being a widely recognised edge platform, placing it level with seven other ranked brands below it. |
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| 4 |
fastly.com
|
0% | 0% | Google AI Mode |
Fastly Compute records 0.0% on both visibility and citation, showing no differentiation from lower-ranked peers such as Akamai Connected Cloud and AWS Outposts. |
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| 5 |
akamai.com
|
0% | 0% | Google AI Mode |
Akamai Connected Cloud holds a 0.0% composite score, indistinguishable in AI visibility from AWS Outposts and Azure Edge despite its established market presence. |
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| 6 |
aws.amazon.com
|
0% | 0% | Google AI Mode |
| 7 |
azure.microsoft.com
|
0% | 0% | Google AI Mode |
| 8 |
fly.io
|
0% | 0% | Google AI Mode |
| 9 |
vercel.com
|
0% | 0% | Google AI Mode |
| 10 |
netlify.com
|
0% | 0% | Google AI Mode |
| 11 |
stackpath.com
|
0% | 0% | Google AI Mode |
| 12 |
edgeconnex.com
|
0% | 0% | Google AI Mode |
| 13 |
equinix.com
|
0% | 0% | Google AI Mode |
| 14 |
platform9.com
|
0% | 0% | Google AI Mode |
| 15 |
opennebula.io
|
0% | 0% | Google AI Mode |
| 16 |
section.io
|
0% | 0% | Google AI Mode |
| 17 |
gcore.com
|
0% | 0% | Google AI Mode |
| 18 |
macrometa.com
|
0% | 0% | Google AI Mode |
| 19 |
koyeb.com
|
0% | 0% | Google AI Mode |
| 20 |
lumen.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on edge computing platforms, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer.
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence — different from being named.
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps.
Rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically.
Get your own edge computing platforms brand audited
The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about edge computing platforms AI visibility
Who leads AI visibility in edge computing platforms?
Google Distributed Cloud leads with 25.0% visibility, followed by ZEDEDA at 12.5%. Every other brand in the audit scores 0.0%, making these two the only brands with any measurable AI presence.
Why do major platforms like AWS Outposts and Azure Edge show zero AI visibility?
The audit data shows AWS Outposts, Azure Edge, Cloudflare Workers, and seven other ranked brands all at 0.0% visibility and 0.0% composite score, indicating Google AI Mode is not surfacing them in responses for this category during this period.
What sources does Google AI Mode cite most for edge computing platform research?
The top cited sources are portainer.io, stlpartners.com, youtube.com, medium.com, technologyradius.com, gartner.com, otava.com, and solutions.nextcomputing.com. None of the top brand domains appear in this list.
Do any edge computing brands earn citations from Google AI Mode?
No. The category average citation rate is 0.0%, and every individual brand including the top-ranked Google Distributed Cloud and ZEDEDA records 0.0% citations, meaning no brand is being linked as a source.
Is the edge computing AI visibility landscape concentrated or competitive?
It is highly concentrated. Google Distributed Cloud and ZEDEDA together account for all measurable visibility against a category average of just 1.9%, while 18 of the 20 tracked brands effectively have no AI presence.
Which engine is driving visibility for brands in this category?
Google AI Mode is listed as the top engine for all ten ranked brands in the audit, making it the sole measurable driver of AI visibility in this category during this period.