Infrastructure as code tools: AI search visibility ranking (2026)
How AI search engines rank infrastructure as code tools 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. Infrastructure as code tools used by platform teams to define, provision, version, and manage cloud infrastructure through code and automated workflows. 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
Terraform leads the Infrastructure as code tools category with a visibility score of 50.0%, more than double Pulumi's 25.0% and far above the category average of 4.4%. That gap is significant because it means Google AI Mode is naming Terraform in half of all relevant queries, establishing a default association that competing brands cannot easily displace. Ansible sits at 12.5% visibility, and every other brand in the top 10 registers 0.0%, confirming how concentrated named mentions are at the very top.
A clear divergence exists between being named and being cited as a trusted source. Terraform has 50.0% visibility but 0.0% citation rate, meaning AI Mode mentions it frequently but does not link to hashicorp.com as a supporting source. Azure Bicep and Spacelift each hold 0.0% visibility yet 50.0% citation rates, showing their domains are used as reference material without the brand itself being surfaced in answers. Pulumi is the only top-5 brand that achieves meaningful scores on both sides, with 25.0% visibility and 37.5% citations.
Google AI Mode is the top engine for every brand in the dataset, confirming this audit is anchored entirely in that single engine. The top cited sources include medium.com, spacelift.io, reddit.com, pulumi.com, and techcommunity.microsoft.com, suggesting AI Mode draws on community content and vendor documentation rather than traditional press. Spacelift.io appearing as both a cited source and a zero-visibility brand illustrates that domain authority for citations does not automatically translate into brand mentions within AI-generated answers.
Movers & shakers since last refresh
Biggest visibility risers
-
Pulumi 0% → 25% · rank #0 → #2+25pp
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Terraform 38% → 50% · rank #0 → #1+12pp
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Ansible 0% → 12% · rank #0 → #8+12pp
Biggest visibility fallers
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OpenTofu 25% → 0% · rank #0 → #11-25pp
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Spacelift 12% → 0% · rank #0 → #4-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
hashicorp.com
|
50% | 0% | Google AI Mode |
Terraform's 50.0% visibility is more than 10 times the 4.4% category average, yet its 0.0% citation rate means hashicorp.com is never linked as a source in AI answers. |
||||
| 2 |
pulumi.com
|
25% | 38% | Google AI Mode |
Pulumi is the only brand in the top 5 with both meaningful visibility (25.0%) and a strong citation rate (37.5%), making it the most balanced AI presence in the category. |
||||
| 3 |
microsoft.com
|
0% | 50% | Google AI Mode |
Azure Bicep achieves 0.0% visibility but a 50.0% citation rate, the joint highest in the dataset, meaning microsoft.com content is referenced but the brand is not named in AI answers. |
||||
| 4 |
spacelift.io
|
0% | 50% | Google AI Mode |
Spacelift shares Azure Bicep's 50.0% citation rate while holding 0.0% visibility, and its domain spacelift.io appears directly in the top cited sources list for the category. |
||||
| 5 |
scalr.com
|
0% | 38% | Google AI Mode |
Scalr sits at 0.0% visibility with a 37.5% citation rate, identical to env0 and Pulumi ESC at ranks 6 and 7, offering no differentiation in AI presence among this mid-tier cluster. |
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| 6 |
env0.com
|
0% | 38% | Google AI Mode |
| 7 |
pulumi.com
|
0% | 38% | Google AI Mode |
| 8 |
ansible.com
|
12% | 0% | Google AI Mode |
| 9 |
aws.amazon.com
|
0% | 25% | Google AI Mode |
| 10 |
aws.amazon.com
|
0% | 25% | Google AI Mode |
| 11 |
opentofu.org
|
0% | 0% | Google AI Mode |
| 12 |
chef.io
|
0% | 0% | Google AI Mode |
| 13 |
puppet.com
|
0% | 0% | Google AI Mode |
| 14 |
saltproject.io
|
0% | 0% | Google AI Mode |
| 15 |
cloud.google.com
|
0% | 0% | Google AI Mode |
| 16 |
crossplane.io
|
0% | 0% | Google AI Mode |
| 17 |
humanitec.com
|
0% | 0% | Google AI Mode |
| 18 |
runatlantis.io
|
0% | 0% | Google AI Mode |
| 19 |
morpheusdata.com
|
0% | 0% | Google AI Mode |
| 20 |
qovery.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on infrastructure as code tools, 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 infrastructure as code tools 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 infrastructure as code tools AI visibility
Who leads AI visibility in the Infrastructure as code tools category?
Terraform leads with 50.0% visibility, more than double the next brand Pulumi at 25.0% and well above the 4.4% category average. Every other brand in the top 10 has visibility of 12.5% or below.
Which brands have high citation rates despite low visibility in this category?
Azure Bicep and Spacelift both hold 0.0% visibility but 50.0% citation rates, the highest in the dataset. This means their domains are used as source references by Google AI Mode without the brand names appearing in the generated answers.
What sources does Google AI Mode cite most for Infrastructure as code research?
The top cited sources include medium.com, spacelift.io, reddit.com, pulumi.com, and techcommunity.microsoft.com. Community platforms and vendor documentation appear to be the primary anchors for AI-generated answers in this category.
Which brands are rising in AI visibility and which are falling?
Terraform gained 12.5 visibility points and Pulumi gained 25.0 points in the most recent period. OpenTofu lost 25.0 visibility points and Spacelift lost 12.5 points, with OpenTofu dropping from 25.0% to 0.0%.
Is there any brand that performs well on both visibility and citation in this category?
Pulumi is the only top-5 brand with meaningful scores on both dimensions, holding 25.0% visibility and a 37.5% citation rate. All other brands with notable visibility, such as Terraform and Ansible, have 0.0% citation rates.
How concentrated is AI visibility across the 20 brands in this category?
Visibility is highly concentrated, with Terraform alone accounting for 50.0% and the category average sitting at just 4.4%. Only three brands, Terraform, Pulumi, and Ansible, record any visibility above zero in the top 10.