Infrastructure as code
Asked as “infrastructure-as-code tool”, and as “IaC platform for provisioning cloud resources”, on behalf of a mid-market B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
57%
Clear leader
57Terraform35OpenTofu04Ansible04others
57% of first choices, clear leader.
Since September 2026▲+15Since September 2026: 46% → 61%, +15 points. Past the 11-point floor: movement. Read over the models both editions asked.Terraform held the lead, +15 points on 46%, past the 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
Terraform55%Clear leader▲+7Since September 2026: 50% → 57%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketTerraform57%Clear leader▲+15Since September 2026: 46% → 61%, +15 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageEnterpriseTerraform53%Clear leader▼−4Since September 2026: 58% → 54%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Terraform55%Clear leader▲+7Since September 2026: 50% → 57%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketTerraform57%Clear leader▲+15Since September 2026: 46% → 61%, +15 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageEnterpriseTerraform53%Clear leader▼−4Since September 2026: 58% → 54%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Terraform57%24%85endorsed leader▲+15Since September 2026: 46% → 61%, +15 points. Past the 11-point floor: movement. Read over the models both editions asked.46% → 61%
Terraform57%24%85endorsed leader▲+15Since September 2026: 46% → 61%, +15 points. Past the 11-point floor: movement. Read over the models both editions asked.46% → 61%02
OpenTofu35%0%54endorsed leader▼−5Since September 2026: 39% → 34%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.39% → 34%
OpenTofu35%0%54endorsed leader▼−5Since September 2026: 39% → 34%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.39% → 34%03
Ansible4%24%38accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%
Ansible4%24%38accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%Show the nine products at 0%, ordered by negative rate
11
Chef0%75%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Chef0%75%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%12
Puppet0%73%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Puppet0%73%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Google Cloud Deployment Manager Lab in the set0%45%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Google Cloud Deployment Manager Lab in the set0%45%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%06
AWS CloudFormation0%29%55criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
AWS CloudFormation0%29%55criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Azure Bicep0%22%40accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Azure Bicep0%22%40accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
Spacelift0%18%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Spacelift0%18%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%05
AWS CDK0%11%37accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
AWS CDK0%11%37accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%08
Crossplane0%9%23accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Crossplane0%9%23accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%04
Pulumi0%3%74accepted challenger▼−7Since September 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 0%
Pulumi0%3%74accepted challenger▼−7Since September 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
Google Cloud Deployment Manager is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Terraform57%
Terraform57%02OpenTofu35%
OpenTofu35%03Ansible4%
Ansible4%04Pulumi0%
Pulumi0%05AWS CDK0%
AWS CDK0%06AWS CloudFormation0%
AWS CloudFormation0%07Azure Bicep0%
Azure Bicep0%08Crossplane0%
Crossplane0%09Spacelift0%
Spacelift0%10Google Cloud Deployment Manager0%
Google Cloud Deployment Manager0%11Chef0%
Chef0%12Puppet0%
Puppet0%What they warned about
Eleven of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Llama 4 Maverick 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.
Terraform24%
20 of 85 labels negative · 11 of 14 models · 1 hard negative
“Multi-cloud IaC | OpenTofu (not Terraform)” Kimi K2, negative prompt
Puppet73%
11 of 15 labels negative · 9 of 14 models · 5 hard negative
“using them to provision cloud-native resources ... is a massive anti-pattern” Gemini 3.5 Flash, negative prompt
AWS CloudFormation29%
16 of 55 labels negative · 9 of 14 models · 1 hard negative
“**Avoid starting new projects with**: Chef, CloudFormation (unless AWS-only and happy)” DeepSeek V4 Flash, negative prompt
Chef75%
9 of 12 labels negative · 7 of 14 models · 6 hard negative
“⚠️ **Avoid starting new projects with**: Chef, CloudFormation (unless AWS-only and happy), Google Deployment Manager, CDKTF, or SaltStack” DeepSeek V4 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
71 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. 938 links across 252 sites, every framing counted. Ranked by the number of answers carrying the site or page. 12 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 · Pulumi55 answers · 103 citations · 13 models
vendor site · Guideflow30 answers · 30 citations · 10 models
vendor site · Spacelift27 answers · 32 citations · 11 models
25 answers · 32 citations · 10 models
vendor site · Cortex19 answers · 19 citations · 10 models
14 answers · 16 citations · 9 models
vendor site · Amazon14 answers · 15 citations · 7 models
vendor site · Firefly14 answers · 15 citations · 8 models
vendor site · Facets14 answers · 14 citations · 7 models
14 answers · 14 citations · 7 models
14 answers · 14 citations · 6 models
vendor site · SentinelOne13 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.
30 answers · 10 models
27 answers · 10 models
23 answers · 10 models
19 answers · 10 models
16 answers · 8 models
15 answers · 10 models
14 answers · 6 models
13 answers · 7 models
13 answers · 7 models
13 answers · 7 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 | 57% | 204 | 49,500 | 9,136 | 173,934 | $26 | 29 | |
| OpenTofu opentofu.org | 35% | 149 | 3,600 | 77 | 4,792 | |||
| Ansible ansible.com | 4% | 121 | 22,200 | 3,168 | 50,787 | |||
| Terraform with HCP Terraform | 4% | |||||||
| Pulumi pulumi.com | 0% | 196 | 5,400 | 209 | 10,368 | 4 | 6 | |
| AWS parent site AWS CDK 0%, AWS CloudFormation 0% | 0% | 139 | 368,000 | 114,001 | ||||
| Azure parent site Azure Bicep 0% | 0% | 77 | 301,000 | 47,904 | ||||
| Crossplane crossplane.io | 0% | 48 | 1,900 | 217 | 3,194 | |||
| Spacelift spacelift.io | 0% | 44 | 2,400 | 48 | 53,153 | 42 | 2 | |
| Chef 360 Platform chef.io | 0% | 6 | 7,508 | $122 | 1 |
Google's top ten for the three searches hold 14 sites; 5 of them are among the sites the models cited here (docs.aws.amazon.com, firefly.ai, pulumi.com, sentinelone.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 mid-market B2B company?”Paraphrase“Which IaC platform for provisioning cloud resources would you recommend to a mid-sized B2B company?”Comparative“What are the top infrastructure-as-code tools and how do they differ?”Budget-constrained“What is the best infrastructure-as-code tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an infrastructure-as-code tool. What should we look at?”Negative“Which infrastructure-as-code tools should I avoid or be cautious about?”
Claude Haiku 4.5TerraformTerraformHeldno first choiceTerraformno first choicenothing named
Two alternatives
AWS CDK, AWS CloudFormationThree alternatives
AWS CloudFormation, Azure Bicep, PulumiThree alternatives
AWS CloudFormation, Ansible, PulumiGPT-5.4 miniOpenTofuTerraformChangedOpenTofu, Terraformagainst: AnsibleOpenTofuno first choiceagainst: AWS CloudFormation, Helm, Pulumi, Terraform
Four alternatives
Azure Bicep, CloudFormation/CDK, Pulumi, TerraformFive alternatives
AWS CDK, AWS CloudFormation, Azure Bicep, Crossplane, PulumiFour alternatives
AWS CDK, AWS CloudFormation, Azure Bicep, PulumiTwo alternatives
Pulumi, TerraformGemini 3.5 FlashOpenTofuagainst: AWS CDK, Azure Bicep, TerraformOpenTofuHeldagainst: AWS CDK, Azure BicepOpenTofuOpenTofuagainst: Spacelift, Terraform, env0OpenTofuagainst: Ansible, Azure Bicep, Chef, Google Cloud Deployment Manager, Pulumi, Puppet, Raw AWS CloudFormation, SaltStack, Serverless Framework, Terraform
Four alternatives
Pulumi, Scalr, Spacelift, env0Two alternatives
Pulumi, TerraformSeven alternatives
AWS CDK, AWS CloudFormation, Ansible, Azure Bicep, Crossplane, Pulumi, TerraformFour alternatives
AWS Bicep, AWS CloudFormation, GCP Infrastructure Manager, PulumiFive alternatives
Crossplane, Pulumi, Spacelift, Terraform, env0Perplexity SonarTerraformTerraformHeldOpenTofu, Terraformagainst: AnsibleAnsible, OpenTofuagainst: Terraformno first choiceagainst: AWS CDK, AWS CloudFormation, Ansible, Chef, Puppet, SaltStack
Four alternatives
AWS CDK, AWS CloudFormation, OpenTofu, PulumiThree alternatives
AWS CloudFormation, OpenTofu, PulumiSix alternatives
AWS CDK, AWS CloudFormation, Azure Bicep, Crossplane, Pulumi, TerragruntGrok 4.1 FastTerraformTerraformHeldagainst: AWS CDK, AWS CloudFormation, Ansible, CrossplaneTerraformOpenTofuagainst: TerraformTerraformagainst: Ansibleagainst: AWS CloudFormation, Ansible, Chef, Puppet, SaltStack, Terraform
Four alternatives
AWS CloudFormation, Ansible, OpenTofu, PulumiOne alternative
PulumiFive alternatives
AWS CDK, AWS CloudFormation, Ansible, OpenTofu, PulumiThree alternatives
AWS CloudFormation, Ansible, PulumiThree alternatives
AWS CDK, OpenTofu, PulumiMistral SmallTerraformTerraformHeldTerraformTerraformagainst: AWS CloudFormationTerraformagainst: AWS CloudFormation, Azure Bicep, Chef, Helm, Puppet, Terraform
Two alternatives
Crossplane, PulumiFour alternatives
AWS CDK, Azure Bicep, Crossplane, PulumiFive alternatives
AWS CDK, AWS CloudFormation, Ansible, OpenTofu, PulumiTwo alternatives
Ansible, PulumiTwo alternatives
Crossplane, PulumiDeepSeek V4 FlashOpenTofu, Terraformagainst: AWS CloudFormation, Ansible, Azure Bicep, Chef, PuppetOpenTofu, TerraformHeldTerraformOpenTofuagainst: Terraformno first choiceagainst: AWS CloudFormation, Azure Bicep, Terraformagainst: AWS CloudFormation, CDK for Terraform, Chef, Google Cloud Deployment Manager, Puppet, SaltStack, Terraform
One alternative
PulumiFour alternatives
AWS CDK, AWS CloudFormation, Azure Bicep, PulumiSix alternatives
AWS CDK, AWS CloudFormation, Ansible, Azure Bicep, OpenTofu, PulumiTwo alternatives
Ansible Core, PulumiTwo alternatives
OpenTofu, PulumiLlama 4 MaverickTerraformno first choiceChangedno first choiceAnsible, OpenTofuno first choicenothing named
Three alternatives
AWS CDK, Crossplane, PulumiSix alternatives
AWS CDK, AWS CloudFormation, Azure Bicep, Google Cloud Infrastructure Manager, Pulumi, TerraformThree alternatives
Ansible, Pulumi, TerraformQwen 3.7 FlashTerraformagainst: AWS CloudFormationTerraformHeldTerraformOpenTofuagainst: TerraformTerraformagainst: Terraformagainst: AWS CloudFormation, Azure Bicep, Bash, Chef, PowerShell, Puppet, Terraform
Two alternatives
OpenTofu, PulumiThree alternatives
AWS CDK, Azure Bicep, PulumiFive alternatives
AWS CloudFormation, Ansible, Azure Bicep, OpenTofu, PulumiOne alternative
PulumiFour alternatives
AWS CDK, Crossplane, Pulumi, SpaceliftKimi K2TerraformTerraformHeldagainst: AWS CloudFormationTerraform/OpenTofuagainst: Chef, PuppetOpenTofuagainst: TerraformTerraformagainst: AWS CloudFormationagainst: AWS CloudFormation, Chef, Chef Infra Server, Puppet, SaltStack, Terraform
Three alternatives
AWS CDK, Crossplane, PulumiTwo alternatives
OpenTofu, PulumiThree alternatives
AWS CloudFormation, Ansible, PulumiTwo alternatives
AWS CloudFormation, PulumiOne alternative
PulumiGLM 4.7 FlashXTerraformTerraformHeldTerraformOpenTofuagainst: Terraformno first choiceagainst: AWS CloudFormation, Ansible, Checkov, Chef open-source Infra Server, Google Cloud Deployment Manager, Puppet, SaltStack, Spacelift
Three alternatives
AWS CloudFormation, OpenTofu, PulumiOne alternative
PulumiEleven alternatives
AWS CDK, AWS CloudFormation, Ansible, Azure Bicep, Crossplane, Kubernetes YAML, OpenTofu, Pulumi, Scalr, Spacelift, env0Four alternatives
AWS CDK, Azure Bicep, Crossplane, Pulumi Free TierMiniMax M2.5TerraformTerraformHeldTerraformTerraformno first choiceagainst: Chef Infra Server, Puppet, Vagrant
Three alternatives
AWS CloudFormation, Ansible, PulumiThree alternatives
AWS CloudFormation, Azure Bicep, PulumiFour alternatives
AWS CloudFormation, Ansible, Azure Bicep, PulumiThree alternatives
AWS CDK, OpenTofu, PulumiGPT-6 LunaTerraform with HCP TerraformTerraform with HCP TerraformHeldOpenTofu, Terraformagainst: Crossplane, Google Cloud Deployment ManagerOpenTofuOpenTofu, Terraformagainst: AWS CloudFormation, Azure Blueprints, Chef Infra Server 15.x, Raw Azure ARM JSON, Terraform
Three alternatives
AWS CDK, OpenTofu, PulumiTwo alternatives
OpenTofu, PulumiThree alternatives
AWS CloudFormation / AWS CDK, Azure Bicep, PulumiThree alternatives
AWS CloudFormation, Pulumi, TerraformTwo alternatives
CloudFormation/CDK, PulumiMuse Glimmer 30BOpenTofu, TerraformTerraformChangedOpenTofu, TerraformOpenTofu, Terraformno first choiceagainst: AWS CloudFormation / AWS CDK, Azure Bicep, Google Cloud Deployment Manageragainst: Chef Infra Server, Progress Chef, Terraform
Five alternatives
AWS CDK, AWS CloudFormation, Atlantis, Pulumi, SpaceliftThree alternatives
AWS CloudFormation, OpenTofu, PulumiSix alternatives
AWS CDK, AWS CloudFormation, Ansible, Chef, Pulumi, PuppetFour alternatives
AWS CDK, AWS CloudFormation, Ansible, PulumiOne alternative
PulumiBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 08:54 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:05 | yes | 5 | 8 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:43 | yes | 5 | 33 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:07 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:12 | yes | 23 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:30 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:40 | yes | 25 | 44 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:52 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:47 | no | 0 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:59 | yes | 14 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:09 | yes | 22 | 56 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:57 | yes | 14 | 43 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:51 | yes | 5 | 21 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:53 | yes | 14 | 13 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:49 | no | 0 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:48 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:17 | yes | 15 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:33 | yes | 23 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:38 | yes | 15 | 4 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:49 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:47 | yes | 24 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:54 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:01 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:07 | yes | 10 | 15 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:43 | yes | 24 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:58 | no | 0 | 38 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:42 | yes | 4 | 20 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:57 | yes | 15 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:00 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:16 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:57 | yes | 8 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:13 | yes | 17 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:52 | yes | 20 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:36 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:42 | yes | 15 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:16 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:32 | yes | 18 | 47 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:05 | yes | 5 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:47 | yes | 19 | 53 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:13 | yes | 10 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:59 | yes | 8 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:40 | yes | 14 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:22 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:35 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:35 | yes | 12 | 32 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 12:51 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:41 | yes | 22 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:59 | yes | 14 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:06 | yes | 14 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:56 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:08 | yes | 10 | 66 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:38 | yes | 15 | 16 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:13 | yes | 21 | 40 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:49 | yes | 10 | 24 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:07 | yes | 5 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:45 | yes | 13 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:11 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:31 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:32 | yes | 10 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:01 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:36 | yes | 14 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:39 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:49 | yes | 23 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:49 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:52 | no | 0 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:07 | yes | 15 | 15 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:47 | yes | 12 | 34 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:47 | yes | 5 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:57 | yes | 4 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:02 | yes | 15 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:03 | no | 0 | 4 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:07 | yes | 4 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:03 | yes | 12 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:17 | yes | 20 | 8 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:57 | yes | 24 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:43 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:09 | yes | 23 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:25 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:03 | yes | 19 | 97 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:48 | yes | 24 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:18 | yes | 15 | 54 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:53 | yes | 18 | 44 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:32 | yes | 5 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:51 | yes | 25 | 56 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
ARM read as Azure Bicep
ARM templates read as Azure Bicep
Azure ARM read as Azure Bicep
Azure ARM Templates read as Azure Bicep
Azure ARM/Bicep read as Azure Bicep
Azure Bicep/ARM read as Azure Bicep
Azure Resource Manager read as Azure Bicep
Azure Resource Manager (ARM) read as Azure Bicep
Unresolved, counted raw
AWS Bicep
Ansible Core
Azure Blueprints
Bash
CINC Automation
Chef Infra Server 15.x
Chef open-source Infra Server
Deployment Stacks
Digger
Google Infrastructure Manager
OpenStack Heat
Pulumi Free Tier
Raw Azure ARM JSON
Serverless Framework (v4+)
Template Specs
Discontinued, still offered
No shut-down product was recommended here.