AEO for developer experience platforms: AI search visibility ranking
How AI search engines rank developer experience 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. Developer experience platforms used to reduce engineering friction with self-service workflows, golden paths, internal tooling, governance, and platform standards. 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 buyers turn to AI engines like ChatGPT and Google AI to learn about Developer experience platforms, Port emerges as the leader with a visibility of 87.5%. Other notable brands mentioned frequently are Qovery and Cortex. This level of visibility indicates Port's leading presence in discussions around this category.
The current rankings are influenced heavily by sources such as dev.to, getdx.com, and qovery.com. These domains provide a mix of expert reviews, user feedback, and technical insights, shaping the algorithms' understanding of top brands. Most of these are aggregator or review sites, which means they compile and evaluate data from a variety of sources.
For a buyer evaluating Developer experience platforms, it is crucial to consider what AI engines value: recent reviews and third-party validation. These platforms often prioritize brands that demonstrate topical authority in their specific subcategory. Examining the sources that AI engines reference may provide insights into which brands are the most credible and reliable.
At a glance
What we observed in this category
Port (getport.io) dominates this category with 87.5% visibility, against a category average of just 5.0%. That gap is substantial: no other brand in the top 10 exceeds 12.5% visibility. Port's composite score of 61.2 is nearly three times higher than Qovery's second-place score of 22.5. Port also recorded a visibility delta of +62.5 percentage points, meaning it more than tripled its previous visibility of 25.0%, making it the only significant riser in the dataset.
A sharp divergence exists between being named and being cited. Port leads on visibility at 87.5% but holds a 0.0% citation rate. Qovery shows the inverse pattern: 0.0% visibility but 75.0% citation rate. Cortex mirrors this, with 0.0% visibility alongside a 50.0% citation rate. This split suggests Google AI Mode is referencing some brands heavily as sources while surfacing others prominently in narrative answers, and these two signals do not overlap cleanly across the top brands.
Google AI Mode is the top engine for every brand in the dataset, confirming the category's AI visibility is concentrated on a single engine. The top cited sources include dev.to, medium.com, and youtube.com alongside vendor domains such as qovery.com, cortex.io, and getdx.com. The presence of Gartner and Thoughtworks in the cited sources list indicates that analyst and advisory content carries weight in how Google AI Mode constructs answers about developer experience platforms.
Movers & shakers since last refresh
Biggest visibility risers
-
Port 25% → 88% · rank #1 → #1+62pp
Biggest visibility fallers
-
Cortex 12% → 0% · rank #3 → #3-12pp
-
LinearB 12% → 0% · rank #2 → #8-12pp
-
Spotify Backstage 12% → 0% · rank #5 → #14-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
getport.io
|
88% | 0% | Google AI Mode |
Port leads with 87.5% visibility, 17.5 times the category average of 5.0%, but holds a 0.0% citation rate, revealing a purely narrative presence with no source attribution. |
||||
| 2 |
qovery.com
|
0% | 75% | Google AI Mode |
Qovery scores 0.0% visibility yet a 75.0% citation rate, the highest in the category, meaning AI answers reference its domain as a source far more than they mention its brand name. |
||||
| 3 |
cortex.io
|
0% | 50% | Google AI Mode |
Cortex holds a 50.0% citation rate despite 0.0% visibility, but its visibility fell 12.5 points from the prior period while its citation rate rose 37.5 points in the same window. |
||||
| 4 |
opslevel.com
|
0% | 38% | Google AI Mode |
OpsLevel records 0.0% visibility and a 37.5% citation rate, placing it third among cited brands but entirely absent from named mentions in AI-generated answers. |
||||
| 5 |
backstage.io
|
12% | 0% | Google AI Mode |
Backstage achieves 12.5% visibility and 0.0% citation, putting it in the same citation-absent pattern as Port despite a composite score of just 8.8 versus Port's 61.2. |
||||
| 6 |
humanitec.com
|
0% | 25% | Google AI Mode |
| 7 |
atlassian.com
|
0% | 25% | Google AI Mode |
| 8 |
linearb.io
|
0% | 12% | Google AI Mode |
| 9 |
northflank.com
|
0% | 12% | Google AI Mode |
| 10 |
harness.io
|
0% | 12% | Google AI Mode |
| 11 |
stackgen.com
|
0% | 0% | Google AI Mode |
| 12 |
gitlab.com
|
0% | 0% | Google AI Mode |
| 13 |
roadie.io
|
0% | 0% | Google AI Mode |
| 14 |
spotify.com
|
0% | 0% | Google AI Mode |
| 15 |
syntasso.io
|
0% | 0% | Google AI Mode |
| 16 |
akuity.io
|
0% | 0% | Google AI Mode |
| 17 |
mia-platform.eu
|
0% | 0% | Google AI Mode |
| 18 |
massdriver.cloud
|
0% | 0% | Google AI Mode |
| 19 |
firehydrant.com
|
0% | 0% | Google AI Mode |
| 20 |
pagerduty.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on developer experience 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 AEO 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 →
AEO 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 →
Run an AEO audit on your own developer experience platforms brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation 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 AEO for developer experience platforms
Who leads AI visibility in the developer experience platforms category?
Port (getport.io) leads with 87.5% visibility and a composite score of 61.2, more than double the second-ranked brand Qovery at 22.5. The category average visibility is just 5.0%.
Which brands are most cited by Google AI Mode in this category?
Qovery leads citations at 75.0%, followed by Cortex at 50.0% and OpsLevel at 37.5%. Notably, the top cited brand by visibility (Port) has a 0.0% citation rate.
What sources does Google AI Mode anchor on for developer experience platform research?
The top cited sources include dev.to, getdx.com, medium.com, and youtube.com alongside vendor domains qovery.com and cortex.io, with analyst sources Gartner and Thoughtworks also present.
Which brands have lost the most AI visibility recently in this category?
LinearB dropped six rank positions (from rank 2 to rank 8) and lost 12.5 visibility points. Spotify Backstage fell nine positions (from rank 5 to rank 14) with the same 12.5-point visibility decline.
Is there a consistent gap between AI visibility and citation rates across this category?
Yes. The top visibility brand (Port at 87.5%) has 0.0% citations, while the top citation brand (Qovery at 75.0%) has 0.0% visibility, showing the two signals are almost entirely inverted at the top of the rankings.
Which AI engine dominates coverage of developer experience platforms?
Google AI Mode is the top engine for every single brand in the top 10, meaning the entire category's AI visibility landscape is currently shaped by one engine.