What AI assistants actually recommend when buyers ask about ai tools for devops engineers — measured weekly across 3 engines, published as open data.
Updated 2026-08-02 · 48 sampled answers · rolling 4-week window · methodology
Rankings are measured from sampled AI answers — never editorial, never paid. Orbator builds AI-visibility tooling; when Orbator itself appears in any category, it is measured by the same rules as everyone else.
Sample: 48 AI answers · Window: Jul 5, 2026 – Aug 2, 2026 (4-week rolling) · trend vs prior 4 weeks (44 answers)
Across 48 sampled AI answers from 3 engines, Kubernetes is recommended most often — appearing in 54.2% of recommendations, followed by Terraform (41.7%) and Dynatrace (35.4%).
This is a measurement of share of voice across 3 AI engines — not an editorial pick. See the full ranking below.
| # | Product | Share | Trend | Engines | |
|---|---|---|---|---|---|
| 1 | Kubernetes kubernetes.io Best for: AI recommends Kubernetes most when buyers ask “how do I use AI to generate Kubernetes configurations and Terraform scripts” (100% of those answers) | 54.2% 95% CI 40.3–67.4% 26 mentions · avg pos 5.5 first pick 19.2% | — | GEMINI 60%CLAUDE 57.1%PERPLEXITY 47.6% | Claim |
| 2 | Terraform terraform.io Best for: AI recommends Terraform most when buyers ask “how do I use AI to generate Kubernetes configurations and Terraform scripts” (100% of those answers) | 41.7% 95% CI 28.8–55.7% 20 mentions · avg pos 6 first pick 30% | — | GEMINI 50%CLAUDE 42.9%PERPLEXITY 33.3% | Claim |
| 3 | Dynatrace dynatrace.com Best for: AI recommends Dynatrace most when buyers ask “what AI tool should I use to automate incident root cause analysis” (100% of those answers) | 35.4% 95% CI 23.4–49.6% 17 mentions · avg pos 6.9 first pick 11.8% | — | GEMINI 50%CLAUDE 28.6%PERPLEXITY 23.8% | Claim |
| 4 | Cursor cursor.sh Best for: AI recommends Cursor most when buyers ask “best AI assistant for writing infrastructure as code and deployment scripts” (88.9% of those answers) | 31.3% 95% CI 19.9–45.3% 15 mentions · avg pos 5.4 first pick 20% | — | GEMINI 30%CLAUDE 28.6%PERPLEXITY 33.3% | Claim |
| 5 | Harness Best for: AI recommends Harness most when buyers ask “which AI DevOps tool is best for small engineering teams vs large platform teams” (66.7% of those answers) | 29.2% 95% CI 18.2–43.2% 14 mentions · avg pos 7.3 first pick 7.1% | — | GEMINI 30%CLAUDE 14.3%PERPLEXITY 33.3% | Claim |
| 6 | Spacelift spacelift.io Best for: AI recommends Spacelift most when buyers ask “best AI tools for DevOps and platform engineers” (77.8% of those answers) | 29.2% 95% CI 18.2–43.2% 14 mentions · avg pos 9.8 first pick 0% | — | GEMINI 40%CLAUDE 14.3%PERPLEXITY 23.8% | Claim |
| 7 | Snyk snyk.io Best for: AI recommends Snyk most when buyers ask “which AI DevOps tool is best for small engineering teams vs large platform teams” (77.8% of those answers) | 27.1% 95% CI 16.6–41% 13 mentions · avg pos 8 first pick 0% | — | GEMINI 30%CLAUDE 14.3%PERPLEXITY 28.6% | Claim |
| 8 | Bits AI Best for: AI recommends Bits AI most when buyers ask “what AI tool should I use to automate incident root cause analysis” (77.8% of those answers) | 25% 95% CI 14.9–38.8% 12 mentions · avg pos 3.6 first pick 8.3% | — | GEMINI 20%CLAUDE 14.3%PERPLEXITY 33.3% | Claim |
| 9 | Claude Code claude.com Best for: AI recommends Claude Code most when buyers ask “best AI assistant for writing infrastructure as code and deployment scripts” (55.6% of those answers) | 20.8% 95% CI 11.7–34.3% 10 mentions · avg pos 5.7 first pick 20% | — | GEMINI 20%CLAUDE 14.3%PERPLEXITY 23.8% | Claim |
| 10 | Metoro metoro.io Best for: AI recommends Metoro most when buyers ask “which AI DevOps tool is best for small engineering teams vs large platform teams” (77.8% of those answers) | 20.8% 95% CI 11.7–34.3% 10 mentions · avg pos 8 first pick 0% | — | GEMINI 25%CLAUDE 28.6%PERPLEXITY 14.3% | Claim |
| 11 | PagerDuty pagerduty.com Best for: AI recommends PagerDuty most when buyers ask “best AI tools for DevOps and platform engineers” (55.6% of those answers) | 20.8% 95% CI 11.7–34.3% 10 mentions · avg pos 15.8 first pick 0% | — | GEMINI 25%PERPLEXITY 23.8% | Claim |
| 12 | incident.io incident.io Best for: AI recommends incident.io most when buyers ask “best AI tools for DevOps and platform engineers” (55.6% of those answers) | 16.7% 95% CI 8.7–29.6% 8 mentions · avg pos 12.3 first pick 0% | — | GEMINI 15%CLAUDE 14.3%PERPLEXITY 19% | Claim |
| 13 | Kuberns Best for: AI recommends Kuberns most when buyers ask “which AI DevOps tool is best for small engineering teams vs large platform teams” (33.3% of those answers) | 14.6% 95% CI 7.2–27.2% 7 mentions · avg pos 5.6 first pick 0% | — | GEMINI 10%PERPLEXITY 23.8% | Claim |
| 14 | Pulumi Best for: AI recommends Pulumi most when buyers ask “best AI assistant for writing infrastructure as code and deployment scripts” (44.4% of those answers) | 14.6% 95% CI 7.2–27.2% 7 mentions · avg pos 7 first pick 0% | — | GEMINI 30%CLAUDE 14.3% | Claim |
| 15 | Ansible Best for: AI recommends Ansible most when buyers ask “best AI assistant for writing infrastructure as code and deployment scripts” (44.4% of those answers) | 12.5% 95% CI 5.9–24.7% 6 mentions · avg pos 3.2 first pick 33.3% | — | GEMINI 25%CLAUDE 14.3% | Claim |
| 16 | Datadog Bits AI Best for: AI recommends Datadog Bits AI most when buyers ask “what AI tool should I use to automate incident root cause analysis” (44.4% of those answers) | 12.5% 95% CI 5.9–24.7% 6 mentions · avg pos 3.4 first pick 16.7% | — | GEMINI 10%CLAUDE 14.3%PERPLEXITY 14.3% | Claim |
| 17 | BigPanda bigpanda.io Best for: AI recommends BigPanda most when buyers ask “what AI tool should I use to automate incident root cause analysis” (100% of those answers) | 12.5% 95% CI 5.9–24.7% 6 mentions · avg pos 4.6 first pick 0% | — | GEMINI 15%CLAUDE 14.3%PERPLEXITY 9.5% | Claim |
| 18 | Pulumi AI Best for: AI recommends Pulumi AI most when buyers ask “best AI assistant for writing infrastructure as code and deployment scripts” (44.4% of those answers) | 12.5% 95% CI 5.9–24.7% 6 mentions · avg pos 5 first pick 0% | — | GEMINI 25%CLAUDE 14.3% | Claim |
| 19 | Datadog datadoghq.com | 12.5% 95% CI 5.9–24.7% 6 mentions · avg pos 7.5 first pick 0% | — | GEMINI 15%PERPLEXITY 14.3% | Claim |
| 20 | AWS aws.amazon.com | 12.5% 95% CI 5.9–24.7% 6 mentions · avg pos 8.8 first pick 16.7% | — | GEMINI 5%PERPLEXITY 23.8% | Claim |
| 21 | Helm helm.sh Best for: AI recommends Helm most when buyers ask “how do I use AI to generate Kubernetes configurations and Terraform scripts” (50% of those answers) | 10.4% 95% CI 4.5–22.2% 5 mentions · avg pos 2 first pick 40% | — | GEMINI 15%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 22 | VS Code code.visualstudio.com Best for: AI recommends VS Code most when buyers ask “best AI assistant for writing infrastructure as code and deployment scripts” (66.7% of those answers) | 10.4% 95% CI 4.5–22.2% 5 mentions · avg pos 2.8 first pick 60% | — | GEMINI 20%CLAUDE 14.3% | Claim |
| 23 | Git git-scm.com Best for: AI recommends Git most when buyers ask “lightweight alternatives to large enterprise AI DevOps platforms” (55.6% of those answers) | 10.4% 95% CI 4.5–22.2% 5 mentions · avg pos 3.5 first pick 0% | — | GEMINI 15%CLAUDE 28.6% | Claim |
| 24 | New Relic newrelic.com Best for: AI recommends New Relic most when buyers ask “what AI tool should I use to automate incident root cause analysis” (33.3% of those answers) | 10.4% 95% CI 4.5–22.2% 5 mentions · avg pos 4 first pick 0% | — | GEMINI 5%PERPLEXITY 19% | Claim |
| 25 | Splunk splunk.com Best for: AI recommends Splunk most when buyers ask “what AI tool should I use to automate incident root cause analysis” (66.7% of those answers) | 10.4% 95% CI 4.5–22.2% 5 mentions · avg pos 4.8 first pick 0% | — | GEMINI 15%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 26 | StackGen stackgen.com Best for: AI recommends StackGen most when buyers ask “which AI DevOps tool is best for small engineering teams vs large platform teams” (55.6% of those answers) | 10.4% 95% CI 4.5–22.2% 5 mentions · avg pos 5 first pick 0% | — | GEMINI 10%CLAUDE 14.3%PERPLEXITY 9.5% | Claim |
| 27 | kubectl Best for: AI recommends kubectl most when buyers ask “how do I use AI to generate Kubernetes configurations and Terraform scripts” (75% of those answers) | 10.4% 95% CI 4.5–22.2% 5 mentions · avg pos 5.8 first pick 40% | — | GEMINI 10%CLAUDE 14.3%PERPLEXITY 9.5% | Claim |
| 28 | Slack slack.com Best for: AI recommends Slack most when buyers ask “what AI tool should I use to automate incident root cause analysis” (44.4% of those answers) | 10.4% 95% CI 4.5–22.2% 5 mentions · avg pos 6.3 first pick 20% | — | GEMINI 5%CLAUDE 14.3%PERPLEXITY 14.3% | Claim |
| 29 | Rootly rootly.com Best for: AI recommends Rootly most when buyers ask “what AI tool should I use to automate incident root cause analysis” (55.6% of those answers) | 10.4% 95% CI 4.5–22.2% 5 mentions · avg pos 10 first pick 0% | — | GEMINI 15%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 30 | kubectl-ai Best for: AI recommends kubectl-ai most when buyers ask “how do I use AI to generate Kubernetes configurations and Terraform scripts” (50% of those answers) | 8.3% 95% CI 3.3–19.6% 4 mentions · avg pos 2 first pick 50% | — | GEMINI 10%PERPLEXITY 9.5% | Claim |
| 31 | Energent.ai energent.ai Best for: AI recommends Energent.ai most when buyers ask “what AI tool should I use to automate incident root cause analysis” (55.6% of those answers) | 8.3% 95% CI 3.3–19.6% 4 mentions · avg pos 5.3 first pick 50% | — | GEMINI 20% | Claim |
| 32 | CodeRabbit coderabbit.ai Best for: AI recommends CodeRabbit most when buyers ask “best AI tools for DevOps and platform engineers” (33.3% of those answers) | 8.3% 95% CI 3.3–19.6% 4 mentions · avg pos 8.5 first pick 0% | — | GEMINI 15%PERPLEXITY 4.8% | Claim |
| 33 | Jenkins jenkins.io Best for: AI recommends Jenkins most when buyers ask “best AI tools for DevOps and platform engineers” (44.4% of those answers) | 8.3% 95% CI 3.3–19.6% 4 mentions · avg pos 10.7 first pick 25% | — | GEMINI 10%PERPLEXITY 9.5% | Claim |
| 34 | ControlMonkey controlmonkey.io Best for: AI recommends ControlMonkey most when buyers ask “how do I use AI to generate Kubernetes configurations and Terraform scripts” (37.5% of those answers) | 8.3% 95% CI 3.3–19.6% 4 mentions · avg pos 11.5 first pick 0% | — | GEMINI 10%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 35 | Sysdig sysdig.com Best for: AI recommends Sysdig most when buyers ask “best AI tools for DevOps and platform engineers” (33.3% of those answers) | 8.3% 95% CI 3.3–19.6% 4 mentions · avg pos 11.8 first pick 0% | — | GEMINI 20% | Claim |
| 36 | Azure DevOps Best for: AI recommends Azure DevOps most when buyers ask “which AI DevOps tool is best for small engineering teams vs large platform teams” (33.3% of those answers) | 8.3% 95% CI 3.3–19.6% 4 mentions · avg pos 16.7 first pick 0% | — | GEMINI 15%PERPLEXITY 4.8% | Claim |
| 37 | Dev.to dev.to Best for: AI recommends Dev.to most when buyers ask “how do I use AI to generate Kubernetes configurations and Terraform scripts” (37.5% of those answers) | 8.3% 95% CI 3.3–19.6% 4 mentions first pick 0% | — | PERPLEXITY 19% | Claim |
| 38 | MLflow Best for: AI recommends MLflow most when buyers ask “lightweight alternatives to large enterprise AI DevOps platforms” (44.4% of those answers) | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 1 first pick 100% | — | GEMINI 10%CLAUDE 14.3% | Claim |
| 39 | DVC dvc.org Best for: AI recommends DVC most when buyers ask “lightweight alternatives to large enterprise AI DevOps platforms” (44.4% of those answers) | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 1.7 first pick 33.3% | — | GEMINI 10%CLAUDE 14.3% | Claim |
| 40 | Workik AI workik.com Best for: AI recommends Workik AI most when buyers ask “how do I use AI to generate Kubernetes configurations and Terraform scripts” (50% of those answers) | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 3 first pick 0% | — | GEMINI 5%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 41 | Augment Code augmentcode.com Best for: AI recommends Augment Code most when buyers ask “best AI assistant for writing infrastructure as code and deployment scripts” (44.4% of those answers) | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 3.5 first pick 0% | — | PERPLEXITY 14.3% | Claim |
| 42 | Resolve AI resolve.ai Best for: AI recommends Resolve AI most when buyers ask “what AI tool should I use to automate incident root cause analysis” (33.3% of those answers) | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 4.7 first pick 0% | — | GEMINI 5%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 43 | Better Stack betterstack.com Best for: AI recommends Better Stack most when buyers ask “what AI tool should I use to automate incident root cause analysis” (33.3% of those answers) | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 5 first pick 0% | — | PERPLEXITY 14.3% | Claim |
| 44 | Kubeflow Best for: AI recommends Kubeflow most when buyers ask “lightweight alternatives to large enterprise AI DevOps platforms” (44.4% of those answers) | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 5 first pick 0% | — | GEMINI 10%CLAUDE 14.3% | Claim |
| 45 | HashiCorp hashicorp.com | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 6 first pick 0% | — | GEMINI 10%CLAUDE 14.3% | Claim |
| 46 | K8sGPT Best for: AI recommends K8sGPT most when buyers ask “how do I use AI to generate Kubernetes configurations and Terraform scripts” (37.5% of those answers) | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 7 first pick 0% | — | GEMINI 10%PERPLEXITY 4.8% | Claim |
| 47 | Logz.io logz.io Best for: AI recommends Logz.io most when buyers ask “what AI tool should I use to automate incident root cause analysis” (66.7% of those answers) | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 7.5 first pick 0% | — | GEMINI 10%PERPLEXITY 4.8% | Claim |
| 48 | Nudgebee Best for: AI recommends Nudgebee most when buyers ask “what AI tool should I use to automate incident root cause analysis” (33.3% of those answers) | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 7.7 first pick 33.3% | — | GEMINI 15% | Claim |
| 49 | GitLab gitlab.com Best for: AI recommends GitLab most when buyers ask “lightweight alternatives to large enterprise AI DevOps platforms” (44.4% of those answers) | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 9 first pick 33.3% | — | GEMINI 5%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 50 | Vercel vercel.com | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 12 first pick 0% | — | GEMINI 5%PERPLEXITY 9.5% | Claim |
| 51 | Kyverno Chainsaw Best for: AI recommends Kyverno Chainsaw most when buyers ask “best AI tools for DevOps and platform engineers” (33.3% of those answers) | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 25.5 first pick 0% | — | GEMINI 10%PERPLEXITY 4.8% | Claim |
| 52 | mirrord Best for: AI recommends mirrord most when buyers ask “best AI tools for DevOps and platform engineers” (33.3% of those answers) | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 31 first pick 0% | — | GEMINI 10%PERPLEXITY 4.8% | Claim |
| 53 | Nushell Best for: AI recommends Nushell most when buyers ask “best AI tools for DevOps and platform engineers” (33.3% of those answers) | 6.3% 95% CI 2.1–16.8% 3 mentions · avg pos 32.5 first pick 0% | — | GEMINI 10%PERPLEXITY 4.8% | Claim |
| 54 | Axify axify.io Best for: AI recommends Axify most when buyers ask “best AI tools for DevOps and platform engineers” (44.4% of those answers) | 6.3% 95% CI 2.1–16.8% 3 mentions first pick 0% | — | PERPLEXITY 14.3% | Claim |
| 55 | CtrlOps Best for: AI recommends CtrlOps most when buyers ask “which AI DevOps tool is best for small engineering teams vs large platform teams” (33.3% of those answers) | 4.2% 95% CI 1.2–14% 2 mentions · avg pos 1 first pick 50% | — | CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 56 | Pulumi Self-Hosted pulumi.com | 4.2% 95% CI 1.2–14% 2 mentions · avg pos 1 first pick 50% | — | PERPLEXITY 9.5% | Claim |
| 57 | Render render.com Best for: AI recommends Render most when buyers ask “lightweight alternatives to large enterprise AI DevOps platforms” (33.3% of those answers) | 4.2% 95% CI 1.2–14% 2 mentions · avg pos 2.5 first pick 50% | — | PERPLEXITY 9.5% | Claim |
| 58 | BentoML bentoml.com | 4.2% 95% CI 1.2–14% 2 mentions · avg pos 3 first pick 0% | — | CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 59 | Coralogix coralogix.com Best for: AI recommends Coralogix most when buyers ask “what AI tool should I use to automate incident root cause analysis” (33.3% of those answers) | 4.2% 95% CI 1.2–14% 2 mentions · avg pos 3 first pick 0% | — | CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 60 | Metaflow metaflow.org | 4.2% 95% CI 1.2–14% 2 mentions · avg pos 4 first pick 0% | — | GEMINI 10% | Claim |
| 61 | Panto AI getpanto.ai Best for: AI recommends Panto AI most when buyers ask “best AI assistant for writing infrastructure as code and deployment scripts” (33.3% of those answers) | 4.2% 95% CI 1.2–14% 2 mentions · avg pos 4 first pick 0% | — | GEMINI 5%PERPLEXITY 4.8% | Claim |
| 62 | Datadog Log Management datadog.com | 4.2% 95% CI 1.2–14% 2 mentions · avg pos 4.5 first pick 50% | — | CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 63 | Gitea gitea.io Best for: AI recommends Gitea most when buyers ask “lightweight alternatives to large enterprise AI DevOps platforms” (33.3% of those answers) | 4.2% 95% CI 1.2–14% 2 mentions · avg pos 5 first pick 0% | — | CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 64 | Ansible Lightspeed ansible.com | 4.2% 95% CI 1.2–14% 2 mentions · avg pos 6 first pick 0% | — | GEMINI 10% | Claim |
| 65 | Prefect | 4.2% 95% CI 1.2–14% 2 mentions · avg pos 6.5 first pick 0% | — | GEMINI 5%CLAUDE 14.3% | Claim |
| 66 | Qovery qovery.com Best for: AI recommends Qovery most when buyers ask “how do I use AI to generate Kubernetes configurations and Terraform scripts” (37.5% of those answers) | 4.2% 95% CI 1.2–14% 2 mentions · avg pos 7 first pick 0% | — | GEMINI 5%PERPLEXITY 4.8% | Claim |
| 67 | Aim | 4.2% 95% CI 1.2–14% 2 mentions · avg pos 7.5 first pick 0% | — | GEMINI 5%CLAUDE 14.3% | Claim |
| 68 | Apache Airflow airflow.apache.org Best for: AI recommends Apache Airflow most when buyers ask “lightweight alternatives to large enterprise AI DevOps platforms” (33.3% of those answers) | 4.2% 95% CI 1.2–14% 2 mentions · avg pos 8 first pick 0% | — | GEMINI 10% | Claim |
| 69 | Honeycomb honeycomb.io | 4.2% 95% CI 1.2–14% 2 mentions · avg pos 12 first pick 0% | — | GEMINI 10% | Claim |
| 70 | CircleCI circleci.com | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 1 first pick 100% | — | PERPLEXITY 4.8% | Claim |
| 71 | CodeGPT | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 1 first pick 100% | — | GEMINI 5% | Claim |
| 72 | Codeium codeium.com | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 1 first pick 100% | — | GEMINI 5% | Claim |
| 73 | Workik | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 1 first pick 100% | — | GEMINI 5% | Claim |
| 74 | Anthropic Claude API anthropic.com | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 2 first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 75 | OpenCode | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 2 first pick 0% | — | CLAUDE 14.3% | Claim |
| 76 | Tabnine tabnine.com | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 2 first pick 0% | — | GEMINI 5% | Claim |
| 77 | FastAPI fastapi.tiangolo.com | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 3 first pick 0% | — | CLAUDE 14.3% | Claim |
| 78 | Weights & Biases wandb.ai | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 3 first pick 0% | — | GEMINI 5% | Claim |
| 79 | Brainboard | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 4 first pick 0% | — | CLAUDE 14.3% | Claim |
| 80 | Evidently | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 4 first pick 0% | — | CLAUDE 14.3% | Claim |
| 81 | Feast feast.dev | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 4 first pick 0% | — | CLAUDE 14.3% | Claim |
| 82 | W&B | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 4 first pick 0% | — | CLAUDE 14.3% | Claim |
| 83 | kube-copilot | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 4 first pick 0% | — | GEMINI 5% | Claim |
| 84 | Aurora | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 5 first pick 0% | — | CLAUDE 14.3% | Claim |
| 85 | BACK Stack | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 5 first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 86 | Pachyderm pachyderm.com | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 5 first pick 0% | — | GEMINI 5% | Claim |
| 87 | ZenML zenml.io | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 6 first pick 0% | — | GEMINI 5% | Claim |
| 88 | Botkube | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 7 first pick 0% | — | GEMINI 5% | Claim |
| 89 | Continuous Machine Learning (CML) iterative.ai | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 7 first pick 0% | — | GEMINI 5% | Claim |
| 90 | Qovery AI Copilot | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 7 first pick 0% | — | GEMINI 5% | Claim |
| 91 | NeuBird AI neubird.ai Best for: AI recommends NeuBird AI most when buyers ask “what AI tool should I use to automate incident root cause analysis” (33.3% of those answers) | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 8 first pick 0% | — | CLAUDE 14.3% | Claim |
| 92 | Anyshift anyshift.io | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 9 first pick 0% | — | CLAUDE 14.3% | Claim |
| 93 | Struct.ai struct.ai | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 10 first pick 0% | — | CLAUDE 14.3% | Claim |
| 94 | Claude Sonnet 4 | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 12 first pick 0% | — | GEMINI 5% | Claim |
| 95 | Amazon CodeWhisperer | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 14 first pick 0% | — | GEMINI 5% | Claim |
| 96 | ControlMonkey KoMo | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 15 first pick 0% | — | GEMINI 5% | Claim |
| 97 | FireHydrant | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 15 first pick 0% | — | GEMINI 5% | Claim |
| 98 | Continue.dev continue.dev | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 16 first pick 0% | — | GEMINI 5% | Claim |
| 99 | Cursor AI | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 16 first pick 0% | — | GEMINI 5% | Claim |
| 100 | Terramodule.com terramodule.com | 2.1% 95% CI 0.4–10.9% 1 mentions · avg pos 18 first pick 0% | — | GEMINI 5% | Claim |
Reading the numbers: Share is a point estimate on 48 sampled answers, so each row also shows its 95% CI — the Wilson score interval around that share. When two products' intervals overlap, the gap between them isn't statistically meaningful at this sample size. First pick is the share of a product's recommending answers where it was named first, which separates “always mentioned” from “usually the top recommendation”. Full methodology.
Independence: Orbator customers are badged for disclosure. Customer status does not affect prompts, sampling, extraction, or ranking — see the methodology. Your product on this list? Claim it to see the prompts behind your rank and track it weekly.
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