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 →
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When asking AI engines about Developer portal software, buyers often hear about Port, which stands out as the leader with a 100 percent visibility rate. Other notable brands, like Roadie and Backstage, also receive recognition. Port's consistent mention underscores its prominence in the field, showing clear dominance in the AI-generated discussions.
The rankings are shaped primarily by citations from key sources including qovery.com and digitalapi.ai. These sites are predominantly aggregator and review platforms, which means that they compile user reviews and expert articles. This gathering of varied opinions contributes to the rankings' reliability, as it reflects broad industry insights and customer feedback.
For a buyer, understanding why AI engines favor certain brands is crucial. One practical tip is to consider recent reviews and third-party validation. AI engines prioritize authoritative voices and timely updates, so brands mentioned frequently in recent reviews and cited by trusted sources may offer dependable insights into their strengths and weaknesses.
At a glance
What we observed in this category
Port dominates this category with 100% visibility and a composite score of 70.0, nearly double Backstage at 43.8 and more than double Roadie at 48.8 combined composite. The gap between Port and the field is significant because the category average visibility sits at just 15%, meaning most of the 20 tracked brands register almost no presence in Google AI Mode responses. Port's lead is structural, not marginal, and shapes how AI Mode frames the entire category.
The most striking divergence between visibility and citation is Port itself: 100% visibility but 0% citation rate. Roadie reverses this pattern entirely, with only 37.5% visibility but 75% citation rate, the highest in the category. This means Roadie is named as a trusted source in AI responses more often than it appears as a recommended brand, while Port is described frequently but its domain is not being pulled as a reference. Backstage mirrors Port with 62.5% visibility and 0% citation.
Google AI Mode is the top engine for every brand in this dataset without exception. The top cited sources include third-party domains such as qovery.com, digitalapi.ai, gartner.com, and youtube.com alongside brand-owned domains like roadie.io and port.io. This pattern suggests AI Mode anchors its responses on review and comparison content, not vendor sites, which explains why brands with strong third-party coverage like Roadie earn higher citation rates regardless of their raw visibility scores.
Movers & shakers since last refresh
Biggest visibility risers
-
Roadie 0% → 38% · rank #5 → #2+38pp
-
Backstage 25% → 62% · rank #4 → #3+38pp
-
OpsLevel 12% → 38% · rank #2 → #4+25pp
Biggest visibility fallers
-
Humanitec 12% → 0% · rank #6 → #8-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
getport.io
|
100% | 0% | Google AI Mode |
Port leads with 100% visibility and a composite score of 70.0, far above the 15% category average, but its 0% citation rate signals AI describes it without sourcing its domain. |
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| 2 |
roadie.io
|
38% | 75% | Google AI Mode |
Roadie holds the highest citation rate in the category at 75%, despite visibility of only 37.5%, making it the most trusted-sourced brand relative to how often it is mentioned. |
||||
| 3 |
backstage.io
|
62% | 0% | Google AI Mode |
Backstage gained 37.5 percentage points in visibility this period to reach 62.5%, yet retains a 0% citation rate, mirroring Port's pattern of high mention frequency with no domain sourcing. |
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| 4 |
opslevel.com
|
38% | 38% | Google AI Mode |
OpsLevel moved from rank 2 to rank 4 despite growing visibility by 25 points to 37.5%, as its citation rate fell by 12.5 points, reducing its composite score to 37.5. |
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| 5 |
cortex.io
|
38% | 25% | Google AI Mode |
Cortex sits at 37.5% visibility and 25% citation rate, matching OpsLevel on visibility but trailing it on citation, resulting in a composite score of 33.8 versus OpsLevel's 37.5. |
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| 6 |
atlassian.com
|
25% | 12% | Google AI Mode |
| 7 |
getdx.com
|
0% | 12% | Google AI Mode |
| 8 |
humanitec.com
|
0% | 0% | Google AI Mode |
| 9 |
krakend.io
|
0% | 0% | Google AI Mode |
| 10 |
pagerduty.com
|
0% | 0% | Google AI Mode |
| 11 |
stackoverflow.co
|
0% | 0% | Google AI Mode |
| 12 |
gitbook.com
|
0% | 0% | Google AI Mode |
| 13 |
readme.com
|
0% | 0% | Google AI Mode |
| 14 |
harness.io
|
0% | 0% | Google AI Mode |
| 15 |
spotify.com
|
0% | 0% | Google AI Mode |
| 16 |
mia-platform.eu
|
0% | 0% | Google AI Mode |
| 17 |
swimm.io
|
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. More on visibility →
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. More on citation rate →
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. How AI engines pick sources →
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. How AI search ranking works →
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 and a composite score of 70.0, well ahead of Roadie at 48.8 and Backstage at 43.8. The category average visibility is just 15%, making Port's position highly dominant.
Which developer portal brand is cited most often as a source by Google AI Mode?
Roadie has the highest citation rate in the category at 75%, despite appearing in only 37.5% of responses. Port and Backstage both have 0% citation rates despite much higher visibility scores.
What sources does Google AI Mode anchor on when responding to developer portal queries?
The top cited sources include third-party domains such as qovery.com, digitalapi.ai, gartner.com, and youtube.com, alongside brand-owned domains roadie.io and port.io. This suggests AI Mode relies heavily on comparison and review content rather than vendor pages.
Which developer portal brands saw the biggest visibility gains recently?
Roadie gained 37.5 visibility points moving from 0% to 37.5%, and Backstage also gained 37.5 points moving from 25% to 62.5%. OpsLevel gained 25 points but dropped two rank positions as its citation rate fell.
Are there developer portal brands with zero AI visibility despite being in the tracked set?
Yes, brands including Humanitec, Krakend Enterprise Portal, and PagerDuty all have 0% visibility and 0% citation rate, meaning Google AI Mode does not currently reference them in this category. Humanitec also fell from 12.5% visibility in the prior period to 0%.
Is there a meaningful gap between how often AI mentions a brand versus how often it cites that brand's domain?
Yes, the gap is significant for Port and Backstage, both of which have substantial visibility scores but 0% citation rates. Roadie is the clearest counterexample, with a citation rate of 75% against a visibility rate of only 37.5%.