Developer portal software: AI search visibility ranking (2026)
How AI search engines rank developer portal software 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. Developer portal platforms used by engineering teams to centralize service ownership, docs, templates, APIs, and workflows for internal developer productivity. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 11, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Port dominates this category with a visibility score of 100%, against a category average of 8.1%. No other brand comes close, with Backstage in second place on visibility at just 25% and OpsLevel and Cortex both at 12.5%. The composite score gap reinforces this: Port scores 70.0 while OpsLevel, the nearest rival, scores only 23.8. This concentration means the AI narrative for developer portal software is effectively anchored around a single vendor across the majority of queries.
A sharp divergence exists between which brands get named and which get cited as sources. Port has 100% visibility but 0% citation rate, meaning AI responses mention it heavily but do not link to its domain as a reference. In contrast, Roadie achieves 50% citation rate with 0% visibility, and OpsLevel pairs 50% citation with only 12.5% visibility. This pattern suggests AI is using certain brand domains as background sources while naming different brands in the actual answers.
Google AI Mode is the top engine across all ranked brands without exception, indicating the audit data reflects a single-engine dynamic with no cross-engine variation to observe. Among cited sources, youtube.com appears first, followed by port.io, roadie.io, reddit.com, and opslevel.com, with gartner.com also present. The inclusion of reddit.com and youtube.com alongside vendor domains and gartner.com shows AI is drawing on community and video content, not just official product pages or analyst reports.
Movers & shakers since last refresh
Biggest visibility risers
-
OpsLevel 0% → 12% · rank #6 → #2+12pp
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Cortex 0% → 12% · rank #10 → #3+12pp
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Humanitec 0% → 12% · rank #11 → #6+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
getport.io
|
100% | 0% | Google AI Mode |
Port leads with 100% visibility, nearly 12 times the category average of 8.1%, yet holds a 0% citation rate, the sharpest named-but-not-cited gap in the dataset. |
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| 2 |
opslevel.com
|
12% | 50% | Google AI Mode |
OpsLevel rose from rank 6 to rank 2 this period, with citation rate hitting 50%, four times the category average, despite visibility remaining at just 12.5%. |
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| 3 |
cortex.io
|
12% | 38% | Google AI Mode |
Cortex jumped from rank 10 to rank 3, gaining 37.5 citation percentage points this period while matching OpsLevel on visibility at 12.5%, making it the biggest rank riser. |
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| 4 |
backstage.io
|
25% | 0% | Google AI Mode |
Backstage holds the second highest visibility score at 25%, but its 0% citation rate mirrors Port, suggesting AI names it in answers without using its domain as a source. |
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| 5 |
roadie.io
|
0% | 50% | Google AI Mode |
Roadie achieves 50% citation rate with 0% visibility, meaning AI uses roadie.io as a background reference source but does not surface the brand by name in responses. |
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| 6 |
humanitec.com
|
12% | 0% | Google AI Mode |
| 7 |
getdx.com
|
0% | 12% | Google AI Mode |
| 8 |
readme.com
|
0% | 12% | Google AI Mode |
| 9 |
swimm.io
|
0% | 0% | Google AI Mode |
| 10 |
harness.io
|
0% | 0% | Google AI Mode |
| 11 |
spotify.com
|
0% | 0% | Google AI Mode |
| 12 |
atlassian.com
|
0% | 0% | Google AI Mode |
| 13 |
mia-platform.eu
|
0% | 0% | Google AI Mode |
| 14 |
krakend.io
|
0% | 0% | Google AI Mode |
| 15 |
pagerduty.com
|
0% | 0% | Google AI Mode |
| 16 |
stackoverflow.co
|
0% | 0% | Google AI Mode |
| 17 |
gitbook.com
|
0% | 0% | Google AI Mode |
| 18 |
firehydrant.com
|
0% | 0% | Google AI Mode |
| 19 |
blubracket.com
|
0% | 0% | Google AI Mode |
| 20 |
redhat.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on developer portal software, 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 developer portal software 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 developer portal software AI visibility
Who leads AI visibility in developer portal software?
Port leads with 100% visibility, far ahead of the next brand Backstage at 25% and a category average of 8.1%. Its composite score of 70.0 is nearly three times that of second-ranked OpsLevel at 23.8.
Which brands are cited most as sources in AI responses for this category?
The top cited domains are youtube.com, port.io, roadie.io, reddit.com, and opslevel.com, with gartner.com also appearing. Community and video platforms feature alongside vendor and analyst domains.
Which brands are named in AI answers but not used as cited sources?
Port and Backstage both have 0% citation rates despite visibility scores of 100% and 25% respectively. AI mentions these brands in responses but does not link back to their domains as references.
Which brands are cited as sources but rarely named in AI answers?
Roadie has a 50% citation rate but 0% visibility, and its domain roadie.io appears in the top cited sources list. AI is drawing on Roadie content without surfacing the brand name in answers.
Which brands showed the biggest AI visibility gains recently?
Cortex rose seven places from rank 10 to rank 3, and OpsLevel rose four places from rank 6 to rank 2, with both going from 0% to 12.5% visibility and both recording citation rates of 37.5% and 50% respectively.
How concentrated is AI visibility in the developer portal software category?
Visibility is highly concentrated, with Port alone at 100% while 10 of the 20 brands in the dataset, including Harness IDP and Swimm, register composite scores of 0.0. The category average visibility is just 8.1%.