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. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
46%
Clear leader
46Terraform39OpenTofu07Pulumi07others
46% of first choices, clear leader.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the seven products at 0%, ordered by negative rate
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.
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 →
01
02
03
04
05
06
07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Terraform46%
Terraform46%02OpenTofu39%
OpenTofu39%03Pulumi7%
Pulumi7%04AWS CDK2%
AWS CDK2%05Ansible0%
Ansible0%06AWS CloudFormation0%
AWS CloudFormation0%07Azure Bicep0%
Azure Bicep0%08Crossplane0%
Crossplane0%09Spacelift0%
Spacelift0%10Chef0%
Chef0%11Puppet0%
Puppet0%What they warned about
Six of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Perplexity Sonar, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2 and GLM 4.7 FlashX 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.
Puppet69%
11 of 16 labels negative · 9 of 12 models · 4 hard negative
“Tools Often Considered Legacy or Declining (Be Cautious for New Projects)... Avoid for new work: Pure legacy config tools” Grok 4.20, negative prompt
Chef69%
9 of 13 labels negative · 8 of 12 models · 4 hard negative
“Chef Infra Server hits end-of-life in Nov 2026... Avoid for new work: Pure legacy config tools” Grok 4.20, negative prompt
Terraform20%
14 of 70 labels negative · 8 of 12 models · 1 hard negative
“Avoid starting new projects with: 1. Terraform under BSL (use OpenTofu instead)” Kimi K2, negative prompt
AWS CloudFormation19%
8 of 43 labels negative · 6 of 12 models
“Pitfalls: Vendor lock-in (AWS-only), verbose JSON/YAML, no native state locking, monolithic templates hard to maintain” Grok 4.20, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
57 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 777 links across 231 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Pulumi39 answers · 51 citations · 11 models
vendor site · Apiiro31 answers · 31 citations · 9 models
vendor site · Guideflow26 answers · 26 citations · 9 models
23 answers · 24 citations · 9 models
vendor site · Cortex22 answers · 22 citations · 7 models
vendor site · Spacelift21 answers · 24 citations · 10 models
16 answers · 16 citations · 8 models
vendor site · Firefly15 answers · 16 citations · 8 models
13 answers · 13 citations · 8 models
12 answers · 16 citations · 8 models
12 answers · 12 citations · 7 models
vendor site · Gitnux12 answers · 12 citations · 7 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.
32 answers · 10 models
31 answers · 9 models
26 answers · 9 models
22 answers · 9 models
22 answers · 7 models
16 answers · 8 models
15 answers · 9 models
12 answers · 7 models
12 answers · 7 models
10 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 | 46% | 180 | 49,500 | 9,136 | 173,934 | $26 | 29 | |
| OpenTofu opentofu.org | 39% | 141 | 3,600 | 77 | 4,792 | |||
| Pulumi pulumi.com | 7% | 174 | 5,400 | 209 | 10,368 | 4 | 6 | |
| Terragrunt terra.security Terraform/OpenTofu 5%, Terragrunt 0% | 5% | 9 | 2,900 | 134 | 3,170 | 1 | ||
| AWS parent site AWS CDK 2%, AWS CloudFormation 0% | 2% | 135 | 368,000 | 114,001 | ||||
| Ansible ansible.com | 0% | 117 | 22,200 | 3,168 | 50,787 | |||
| Azure parent site Azure Bicep 0% | 0% | 71 | 301,000 | 47,904 | ||||
| Crossplane crossplane.io | 0% | 57 | 1,900 | 217 | 3,194 | |||
| Spacelift spacelift.io | 0% | 43 | 2,400 | 48 | 53,153 | 42 | 2 | |
| env0 env0.com | 0% | 21 | 480 | 3 | 1,635 | 1 |
Google's top ten for the three searches hold 14 sites; 5 of them are among the sites the models cited here (apiiro.com, firefly.ai, pulumi.com, reddit.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 4.5TerraformTerraformHeldPulumi, TerraformTerraformno first choiceagainst: Azure Bicep, Chef, Puppet, Terraform, tfsec
Three alternatives
AWS CloudFormation, Ansible, PulumiThree alternatives
AWS CloudFormation, Azure Bicep, PulumiTwo alternatives
AWS CDK, OpenTofuOne alternative
AWS CloudFormationGPT-5.4 miniOpenTofu, TerraformTerraform/OpenTofuChangedTerraformOpenTofu, Terraform/OpenTofuagainst: Pulumino first choicenothing named
Three alternatives
AWS CloudFormation, Azure Bicep, PulumiThree alternatives
AWS CloudFormation, Azure Bicep, PulumiSix alternatives
AWS CDK, AWS CloudFormation, Ansible, Azure Bicep, OpenTofu, PulumiFour alternatives
AWS CloudFormation, Azure Bicep, Google Cloud Deployment Manager, TerraformGemini 3.5 FlashOpenTofuagainst: AWS CDK, Azure Bicep, CrossplaneOpenTofuHeldagainst: TerraformOpenTofu, TerraformOpenTofuagainst: Spacelift, TerraformOpenTofu, Pulumiagainst: AWS CloudFormation, Azure Bicep, CDK for Terraform, Chef, Puppet, SaltStack, Terraform
Four alternatives
Pulumi, Spacelift, Terraform, env0Three alternatives
Pulumi, Spacelift, env0Five alternatives
AWS CDK, Ansible, Azure Bicep, Crossplane, PulumiFour alternatives
AWS CDK, Ansible, Azure Bicep, PulumiFive alternatives
Crossplane, Scalr, Spacelift, Terraform, env0Perplexity SonarTerraformOpenTofu, TerraformChangedTerraformOpenTofuno first choiceagainst: Chef, Puppet, SaltStack
Three alternatives
Ansible, OpenTofu, PulumiSix alternatives
AWS CDK, AWS CloudFormation, Ansible, Pulumi, Spacelift, env0Six alternatives
AWS CloudFormation, Ansible, Azure Bicep, Crossplane, OpenTofu, PulumiThree alternatives
AWS CloudFormation, Ansible, TerraformGrok 4.20OpenTofu, TerraformOpenTofu, TerraformHeldagainst: Cloud-NativePulumi, TerraformOpenTofuagainst: TerraformTerraformagainst: AWS CloudFormationagainst: AWS CloudFormation, Chef, Crossplane, Pulumi, Puppet, SaltStack
Three alternatives
AWS CloudFormation, Atlantis, PulumiThree alternatives
AWS CDK, Crossplane, PulumiFive alternatives
AWS CDK, AWS CloudFormation, Ansible, Crossplane, OpenTofuFive alternatives
AWS CDK, AWS CloudFormation, Ansible, Azure Bicep, PulumiThree alternatives
Ansible, OpenTofu, PulumiMistral SmallTerraformTerraformHeldCrossplane, Pulumi, TerraformOpenTofuno first choicenothing named
Four alternatives
AWS CDK, Azure Bicep, OpenTofu, PulumiThree alternatives
AWS CloudFormation, Azure Bicep, PulumiFive alternatives
AWS CloudFormation, Ansible, Azure Bicep, Google Cloud Deployment Manager, OpenTofuThree alternatives
Crossplane, Pulumi, TerraformDeepSeek V4 FlashTerraformOpenTofu, TerraformChangedagainst: AWS CDKTerraformOpenTofuagainst: Pulumi, TerraformPulumi, Terraform/OpenTofuagainst: AWS CloudFormation, CDK for Terraform, Chef, Google Cloud Deployment Manager, Puppet, SaltStack, Terraform
Four alternatives
AWS CloudFormation, Ansible, OpenTofu, PulumiOne alternative
PulumiFive alternatives
AWS CloudFormation, Ansible, Crossplane, OpenTofu, PulumiOne alternative
GitHub ActionsTwo alternatives
CloudFormation/CDK, TerraformLlama 4 Maverickno first choiceTerraformChangedno first choiceOpenTofu, Terraformno first choicenothing named
Two alternatives
AWS CloudFormation, PulumiTwo alternatives
Crossplane, PulumiQwen 3.7 FlashTerraformTerraformHeldTerraformagainst: AWS CloudFormationOpenTofu, TerraformTerraformagainst: AWS CloudFormation, Azure Bicep, Chef, Google Cloud Deployment Manager, Puppet, Terraform
Four alternatives
AWS CDK, Ansible, Azure Bicep, PulumiOne alternative
PulumiFour alternatives
Ansible, Crossplane, OpenTofu, PulumiTwo alternatives
Ansible, PulumiFour alternatives
AWS CDK, Azure Bicep, Crossplane, PulumiKimi K2OpenTofu, TerraformOpenTofuChangedTerraformOpenTofuagainst: TerraformAWS CDK, Pulumi, Terraformagainst: CDK for Terraform, Crossplaneagainst: AWS CDK, AWS CloudFormation, Azure Bicep, CDK for Terraform, Chef, Google Cloud Deployment Manager, Puppet, Terraform
Two alternatives
AWS CDK, PulumiThree alternatives
AWS CDK, Pulumi, TerraformFour alternatives
AWS CloudFormation, Ansible, OpenTofu, PulumiFour alternatives
AWS CDK, Ansible, Azure Bicep, PulumiTwo alternatives
AWS CloudFormation, OpenTofuGLM 4.7 FlashXOpenTofu, TerraformTerraformChangedno first choiceOpenTofuagainst: PulumiPulumi, Terraformagainst: Chef Infra Server, Cloudify, Puppet, SaltStack, Terraform
Three alternatives
AWS CDK, AWS CloudFormation, PulumiTwo alternatives
Pulumi, ScalrThree alternatives
AWS CloudFormation, Ansible, TerraformFive alternatives
AWS CDK, AWS CloudFormation, Azure Bicep, Google Cloud Infrastructure Manager, OpenTofuMiniMax M2.5Terraformagainst: Ansible, Chef, PuppetTerraformHeldTerraformOpenTofuagainst: Terraformno first choiceagainst: Ansible, Puppetagainst: AWS CloudFormation, Ansible, Azure Bicep, Chef, Puppet, Terraform
Two alternatives
AWS CloudFormation, PulumiTwo alternatives
OpenTofu, PulumiSeven alternatives
AWS CloudFormation, Ansible, Azure Bicep, Crossplane, Google Cloud Deployment Manager, OpenTofu, PulumiFour alternatives
AWS CloudFormation, Azure Bicep, Pulumi, TerraformBold 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.
Seventy-two 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 | 2026-09-17 13:21 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:07 | no | 0 | 3 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:19 | yes | 15 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 09:30 | yes | 20 | 7 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 09:58 | yes | 20 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:02 | yes | 15 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:16 | yes | 10 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:55 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:50 | no | 0 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:25 | yes | 15 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:55 | yes | 28 | 42 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:56 | no | 0 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:14 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:26 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 14:14 | yes | 7 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 12:52 | yes | 16 | 7 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 13:45 | yes | 19 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:06 | yes | 5 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:05 | yes | 10 | 12 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 14:09 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:32 | no | 0 | 41 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:53 | yes | 18 | 59 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:44 | yes | 10 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:05 | yes | 5 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:00 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:08 | yes | 8 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:40 | yes | 13 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 10:00 | yes | 20 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 14:03 | yes | 20 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:47 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:18 | yes | 10 | 20 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:05 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:12 | yes | 5 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:28 | yes | 10 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:18 | no | 0 | 39 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:35 | yes | 5 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:32 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:49 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:52 | yes | 11 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 12:46 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:52 | yes | 13 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:56 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 14:05 | yes | 13 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:03 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:30 | yes | 10 | 72 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:19 | yes | 10 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:07 | yes | 18 | 36 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:26 | yes | 15 | 55 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:45 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:52 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:13 | yes | 11 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 13:53 | yes | 20 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 13:48 | yes | 13 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 14:06 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:44 | yes | 23 | 26 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:51 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:54 | no | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:13 | no | 0 | 65 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 14:05 | yes | 28 | 42 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:26 | yes | 5 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:15 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:41 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:45 | yes | 23 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 09:46 | yes | 20 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:39 | yes | 41 | 21 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:18 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 13:52 | yes | 30 | 58 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:24 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:40 | yes | 23 | 61 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:59 | yes | 25 | 50 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:10 | yes | 24 | 32 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:56 | yes | 5 | 21 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
ARM read as Azure Bicep
ARM Templates read as Azure Bicep
ARM templates read as Azure Bicep
AWS CloudFormation / AWS CDK read as AWS CloudFormation
AWS CloudFormation / CDK read as AWS CloudFormation
AWS CloudFormation/CDK read as AWS CloudFormation
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 Bicep/ARM read as Azure Bicep
Azure Resource Manager (ARM) read as Azure Bicep
Azure Resource Manager (ARM) / Bicep read as Azure Bicep
Azure Resource Manager (ARM) Templates read as Azure Bicep
Azure Resource Manager/Bicep read as Azure Bicep
Unresolved, counted raw
Cloudify
Serverless Framework
Discontinued, still offered
No shut-down product was recommended here.