Infrastructure as code for small business buyers
Asked as “infrastructure-as-code tool”, and as “IaC platform for provisioning cloud resources”, on behalf of a small B2B company. 71 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
49%
Clear leader
49Terraform37OpenTofu08Pulumi06others
49% of first choices, clear leader.
Since October 2026▼−6Since October 2026: 55% → 49%, −6 points. Inside the 11-point floor: within noise.Terraform held the lead, −6 points on 55%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Terraform49%Clear leader▼−6Since October 2026: 55% → 49%, −6 points. Inside the 11-point floor: within noise.This pageMid-marketTerraform58%Clear leader▲+1Since October 2026: 57% → 58%, +1 point. Inside the 11-point floor: within noise.Standing →EnterpriseTerraform62%Clear leader▲+9Since October 2026: 53% → 62%, +9 points. Inside the 11-point floor: within noise.Standing →
Terraform49%Clear leader▼−6Since October 2026: 55% → 49%, −6 points. Inside the 11-point floor: within noise.This pageMid-marketTerraform58%Clear leader▲+1Since October 2026: 57% → 58%, +1 point. Inside the 11-point floor: within noise.Standing →EnterpriseTerraform62%Clear leader▲+9Since October 2026: 53% → 62%, +9 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Terraform49%17%83endorsed leader▼−6Since October 2026: 55% → 49%, −6 points. Inside the 11-point floor: within noise.55% → 49%
Terraform49%17%83endorsed leader▼−6Since October 2026: 55% → 49%, −6 points. Inside the 11-point floor: within noise.55% → 49%02
OpenTofu37%5%56endorsed leader▲+7Since October 2026: 30% → 37%, +7 points. Inside the 11-point floor: within noise.30% → 37%
OpenTofu37%5%56endorsed leader▲+7Since October 2026: 30% → 37%, +7 points. Inside the 11-point floor: within noise.30% → 37%03
Pulumi8%18%77accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%
Pulumi8%18%77accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%04
Ansible3%23%48accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%
Ansible3%23%48accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%Show the seven products at 0%, ordered by negative rate
11
Puppet0%91%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Puppet0%91%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Chef0%90%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Chef0%90%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Crossplane0%56%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Crossplane0%56%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Spacelift0%38%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Spacelift0%38%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Azure Bicep0%29%31criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Azure Bicep0%29%31criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
AWS CloudFormation0%27%56criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
AWS CloudFormation0%27%56criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
AWS CDK0%22%46accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
AWS CDK0%22%46accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All six head-to-head pages: the top four products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Terraform49%
Terraform49%02OpenTofu37%
OpenTofu37%03Pulumi8%
Pulumi8%04Ansible3%
Ansible3%05AWS CDK0%
AWS CDK0%06AWS CloudFormation0%
AWS CloudFormation0%07Azure Bicep0%
Azure Bicep0%08Spacelift0%
Spacelift0%09Crossplane0%
Crossplane0%10Chef0%
Chef0%11Puppet0%
Puppet0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Mistral Small, DeepSeek V4 Flash, Kimi K2, GLM 4.7 FlashX and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
AWS CloudFormation27%
15 of 56 labels negative · 11 of 14 models · 1 hard negative
“Small businesses should avoid AWS CloudFormation unless they are heavily AWS-centric and have the expertise to manage it.” Mistral Small, negative prompt
Terraform17%
14 of 83 labels negative · 9 of 14 models · 1 hard negative
“Avoid or postpone: - Terraform under BSL (unless you've done legal review)” Kimi K2, negative prompt
Ansible23%
11 of 48 labels negative · 9 of 14 models
“Add Ansible only when the team needs substantial operating-system or application configuration after provisioning servers.” Perplexity Sonar, comparative prompt
Pulumi18%
14 of 77 labels negative · 9 of 14 models
“Consider it if the team strongly prefers general-purpose programming languages and accepts greater platform and ecosystem risk.” Perplexity Sonar, paraphrase prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
67 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 718 links across 190 sites, every framing counted. Ranked by the number of answers carrying the site or page. 32 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Pulumi41 answers · 81 citations · 13 models
vendor site · Amazon28 answers · 37 citations · 12 models
24 answers · 40 citations · 8 models
22 answers · 29 citations · 9 models
vendor site · Spacelift21 answers · 25 citations · 9 models
17 answers · 19 citations · 8 models
14 answers · 14 citations · 8 models
publisher (Gane)13 answers · 13 citations · 9 models
13 answers · 13 citations · 6 models
vendor site · Qovery12 answers · 16 citations · 7 models
12 answers · 12 citations · 6 models
vendor site · OpenTofu11 answers · 17 citations · 6 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
18 answers · 8 models
17 answers · 8 models
15 answers · 6 models
15 answers · 8 models
14 answers · 7 models
13 answers · 9 models
13 answers · 6 models
12 answers · 6 models
11 answers · 7 models
11 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best infrastructure-as-code tool”, “infrastructure-as-code tool”, “infrastructure-as-code tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Terraform hashicorp.com | 49% | 180 | 49,500 | 9,136 | 173,934 | $26 | 29 | |
| OpenTofu opentofu.org | 37% | 141 | 3,600 | 77 | 4,792 | |||
| Pulumi pulumi.com | 8% | 174 | 5,400 | 209 | 10,368 | 4 | 6 | |
| Ansible ansible.com | 3% | 117 | 22,200 | 3,168 | 50,787 | |||
| Terragrunt terra.security Terraform/OpenTofu 1%, Terragrunt 0% | 1% | 9 | 2,900 | 134 | 3,170 | 1 | ||
| Terraform with Terraform Cloud | 1% | |||||||
| AWS parent site AWS CDK 0%, AWS CloudFormation 0%, AWS SAM 0% | 0% | 135 | 368,000 | 114,001 | ||||
| Azure parent site Azure Bicep 0% | 0% | 71 | 301,000 | 47,904 | ||||
| Harness harness.io | 0% | 83 | 60,500 | 55,100 | 86,302 | 6 | ||
| env0 env0.com | 0% | 21 | 480 | 3 | 1,635 | 1 |
Google's top ten for the three searches hold 14 sites; 3 of them are among the sites the models cited here (docs.aws.amazon.com, pulumi.com, spacelift.io). The first result for “best infrastructure-as-code tool” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best infrastructure-as-code tool for a small B2B company?”Paraphrase“Which IaC platform for provisioning cloud resources would you recommend to a small business that sells to other businesses?”Comparative“What are the top infrastructure-as-code tools for a small team and how do they differ?”Budget-constrained“What is the best infrastructure-as-code tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an infrastructure-as-code tool. What should we look at?”Negative“Which infrastructure-as-code tools should a small business avoid or be cautious about?”
Claude Haiku 4.5TerraformTerraformHeldTerraformagainst: AnsibleTerraformno first choiceagainst: AWS CloudFormation, Azure Bicep, Chef, Puppet
Two alternatives
AWS CDK, AWS CloudFormationTwo alternatives
AWS CloudFormation, PulumiFour alternatives
AWS CDK, AWS CloudFormation, OpenTofu, PulumiThree alternatives
AWS CloudFormation, Ansible, PulumiGPT-5.4 miniOpenTofu, TerraformTerraformChangedTerraformOpenTofuno first choiceagainst: AWS CloudFormation, Argo CD, Azure Bicep, Crossplane, Flux, Google Cloud Deployment Manager, Helm, Kustomize, Pulumi
Two alternatives
AWS CloudFormation, PulumiFour alternatives
AWS CDK, AWS CloudFormation, Azure Bicep, PulumiFour alternatives
AWS CDK, AWS CloudFormation, OpenTofu, PulumiTwo alternatives
Pulumi, Terraform with HCP TerraformGemini 3.5 FlashOpenTofu, TerraformOpenTofu, TerraformHeldagainst: AWS CDKTerraformOpenTofu, Terraformagainst: Scalr, Spacelift, TerraformOpenTofu, Pulumiagainst: AWS CloudFormation, Azure Bicep, Chef, Crossplane, Puppet, SaltStack, Terraform
Two alternatives
AWS CDK, PulumiOne alternative
PulumiFour alternatives
AWS CDK, Ansible, OpenTofu, PulumiThree alternatives
AWS CDK, Azure Bicep, PulumiThree alternatives
AWS CDK, Atlantis, TerraformPerplexity SonarOpenTofuOpenTofuHeldagainst: PulumiOpenTofuagainst: Ansible, SpaceliftOpenTofuagainst: Pulumino first choiceagainst: AWS CDK, AWS CloudFormation, Ansible, Atlantis, Crossplane, Google Cloud Deployment Manager, Pulumi, Spacelift, Terraform
Four alternatives
AWS CDK, Ansible, Pulumi, TerraformThree alternatives
AWS CDK, AWS CloudFormation, TerraformFive alternatives
AWS CDK, AWS CloudFormation, Azure Bicep, Pulumi, TerraformFour alternatives
AWS CDK, AWS CloudFormation, Ansible, TerraformGrok 4.20OpenTofu, Terraformagainst: CrossplaneOpenTofu, TerraformHeldagainst: AWS CloudFormation, Ansible, CrossplaneOpenTofu, Terraformagainst: Chef, Puppet, SaltStackOpenTofu, Terraformagainst: TerraformPulumi, Terraformagainst: Chef, Puppet, SaltStack, Spaceliftagainst: AWS CloudFormation, Azure Bicep, CDK for Terraform, Chef, Crossplane, Google Cloud Deployment Manager, OpenTofu, Pulumi, Puppet, SaltStack, Terraform
Five alternatives
AWS CDK, Ansible, Azure Bicep, Pulumi, TerragruntTwo alternatives
AWS CDK, PulumiThree alternatives
AWS CloudFormation, Azure Bicep, PulumiThree alternatives
AWS CloudFormation, Ansible, PulumiThree alternatives
AWS CloudFormation, Ansible, OpenTofuMistral SmallTerraformno first choiceChangedTerraformAnsible, TerraformPulumi, Terraformagainst: Ansible, Crossplaneagainst: AWS CloudFormation, Azure Bicep, Google Cloud Deployment Manager, OpenTofu, Pulumi, Terraform
Three alternatives
AWS CloudFormation, Ansible, PulumiFive alternatives
AWS CloudFormation, Ansible, Crossplane, OpenTofu, PulumiTwo alternatives
Canvas Cloud AI, PulumiThree alternatives
AWS CDK, Azure Bicep, Google Cloud Deployment ManagerDeepSeek V4 FlashOpenTofu, Terraformagainst: AWS CDKOpenTofuChangedagainst: AWS CDK, AWS CloudFormation, PulumiOpenTofu, TerraformOpenTofuagainst: Pulumi, TerraformOpenTofu, Terraformagainst: AWS CDK, AWS CloudFormation, Ansible, Azure Bicep, Crossplaneagainst: AWS CloudFormation, Chef, Crossplane, Pulumi, Puppet, Terraform
Two alternatives
AWS CloudFormation, PulumiOne alternative
TerraformFour alternatives
AWS CDK, AWS CloudFormation, Ansible, PulumiTwo alternatives
AWS CDK, AnsibleOne alternative
PulumiLlama 4 MaverickTerraformTerraformHeldno first choiceno first choiceno first choicenothing named
Three alternatives
Harness, OpenTofu, PulumiTwo alternatives
OpenTofu, PulumiQwen 3.7 FlashOpenTofu, TerraformOpenTofu, TerraformHeldTerraformagainst: AnsibleAnsible, Terraformagainst: PuppetPulumi, Terraformagainst: AWS CDK, Argo CD, Azure Bicep, Chef, Helm, Istio, Kubernetes, OpenShift Ansible Broker, Puppet, Strimzi
Four alternatives
AWS CDK, GitLab CI/CD, Harness, PulumiTwo alternatives
AWS CDK, PulumiThree alternatives
AWS CDK, OpenTofu, PulumiOne alternative
PulumiFive alternatives
AWS CDK, AWS CloudFormation, Atlantis, Crossplane, TerragruntKimi K2OpenTofu, TerraformOpenTofuChangedagainst: TerraformTerraform/OpenTofuOpenTofuPulumiagainst: Ansibleagainst: AWS CDK, AWS CloudFormation, Chef, Kubernetes, Pulumi, Puppet, Terraform
Five alternatives
AWS CDK, AWS CloudFormation, Azure Bicep, Google Cloud Deployment Manager, PulumiTwo alternatives
Azure Bicep, PulumiThree alternatives
AWS CDK, Azure Bicep, PulumiFive alternatives
AWS CloudFormation, Ansible, Azure Bicep, Pulumi, TerraformTwo alternatives
AWS CDK, Terraform/OpenTofuGLM 4.7 FlashXTerraformTerraform with Terraform CloudChangedOpenTofu, TerraformOpenTofuno first choiceagainst: AWS CDK, AWS CloudFormation, Chef, Puppet, SaltStack, Spacelift, Terraform
Four alternatives
AWS CloudFormation, Ansible, Azure Bicep, PulumiThree alternatives
AWS CDK, AWS CloudFormation, PulumiThree alternatives
AWS CloudFormation, Ansible, PulumiFour alternatives
AWS CloudFormation, Ansible, Pulumi, TerraformMiniMax M2.5TerraformTerraformHeldagainst: Ansibleno first choiceagainst: AnsibleTerraformagainst: PulumiTerraformagainst: AWS CloudFormationagainst: AWS CloudFormation, Azure Bicep
Three alternatives
AWS CloudFormation, OpenTofu, PulumiTwo alternatives
AWS CloudFormation, PulumiFour alternatives
AWS CloudFormation, OpenTofu, Pulumi, TerraformThree alternatives
AWS CloudFormation, Ansible, OpenTofuOne alternative
PulumiGPT-6 LunaTerraformTerraformHeldOpenTofu, TerraformOpenTofuagainst: PulumiOpenTofu, Terraformagainst: AWS CDK, Ansible, CDK for Terraform, Pulumi, Terraform
Three alternatives
AWS CDK, OpenTofu, PulumiOne alternative
AWS CDKThree alternatives
AWS CDK, AWS CloudFormation, PulumiOne alternative
AWS CloudFormationTwo alternatives
AWS CDK, PulumiMuse Glimmer 30BTerraform/OpenTofuOpenTofu, TerraformChangedTerraformagainst: AWS CDK, AWS CloudFormationOpenTofuagainst: TerraformPulumi, Terraformagainst: Bridgecrew, HashiCorp Sentinel, Open Policy Agent, OpenTofu, Pulumi, Spacelift, Terraform
Three alternatives
AWS CloudFormation, Harness, PulumiTwo alternatives
AWS CloudFormation, PulumiThree alternatives
Ansible, OpenTofu, PulumiFour alternatives
AWS CDK, AWS CloudFormation, Ansible, Terraform Open SourceOne alternative
AnsibleBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:02 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:44 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:21 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:25 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:12 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:35 | yes | 5 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:10 | yes | 14 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:54 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:03 | yes | 10 | 21 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:09 | yes | 10 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:32 | yes | 19 | 22 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:08 | yes | 5 | 40 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:25 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:54 | yes | 14 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:38 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:40 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:31 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:37 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:28 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:43 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:40 | yes | 25 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:20 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:57 | yes | 10 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:56 | yes | 5 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:30 | yes | 24 | 31 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:08 | no | 0 | 11 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:28 | yes | 2 | 7 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:33 | yes | 24 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:19 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:39 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:34 | no | 0 | 15 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:13 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:13 | yes | 5 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:29 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:01 | yes | 24 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:38 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:54 | yes | 5 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:31 | yes | 10 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:24 | yes | 23 | 72 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:19 | yes | 10 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:45 | yes | 7 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:16 | yes | 14 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:51 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:28 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:19 | yes | 6 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:35 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:16 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:04 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:04 | yes | 24 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:30 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:01 | yes | 5 | 13 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:01 | yes | 10 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:25 | yes | 8 | 19 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:50 | no | 0 | 46 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:15 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:19 | yes | 15 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:55 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:58 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:51 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:01 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:05 | yes | 5 | 49 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:11 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:21 | yes | 24 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:52 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:15 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:26 | yes | 25 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:23 | no | 0 | 40 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:40 | yes | 5 | 38 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:18 | yes | 5 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:16 | yes | 13 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:24 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:05 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:22 | yes | 8 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:08 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:22 | yes | 5 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:54 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:09 | yes | 25 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:22 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:41 | yes | 15 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:41 | yes | 25 | 54 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:18 | yes | 25 | 53 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:06 | yes | 8 | 73 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:55 | yes | 6 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:49 | yes | 24 | 33 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
AWS CloudFormation / AWS CDK read as AWS CloudFormation
Azure ARM read as Azure Bicep
Azure ARM Templates read as Azure Bicep
Azure ARM templates read as Azure Bicep
Azure ARM/Bicep read as Azure Bicep
Azure Resource Manager read as Azure Bicep
Azure Resource Manager / Bicep read as Azure Bicep
Unresolved, counted raw
Canvas Cloud AI
Che
Cloud-init
OpenShift Ansible Broker
Pulumi Open Source
Terraform Open Source
Terraform with Terraform Cloud
Terratest
Discontinued, still offered
No shut-down product was recommended here.