One of fourteen models named OrgChart first on the direct prompt; one named OneDirectory. OrgChart was named by eleven of the fourteen models and OneDirectory by nine and OrgChart carries 26 labels and OneDirectory 11, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category this edition.
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the org charts and org design page.
Across every category in the October 2026 Edition, OrgChart and OneDirectory were named in the same answer twenty-five times, of the 87 answers naming OrgChart and the 43 naming OneDirectory. In those answers OneDirectory took the first choice six times and OrgChart two.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Reviews mention steep learning curves, complexity, or clunky directory experiences in certain products. ([g2.com](https://www.g2.com/products/orgchart/reviews” GPT-5.4 mini · negative prompt · soft negative
“Steep learning curve — users report feeling "overwhelmed by inconsistent training and complex features"” Kimi K2 · negative prompt · soft negative
“Interface is dated and not intuitive for average users ... Clunky administration for making changes” MiniMax M2.5 · negative prompt · soft negative
“I'd recommend OrgChart if your main need is a practical, easy-to-adopt organizational design and org-chart tool” GPT-5.4 mini · paraphrase prompt · first choice
“described as a leading org chart automation and workforce planning solution built for HR professionals” Muse Glimmer 30B · comparative prompt · first choice
“Org Chart Software (like Lucidchart, OrgChart, or Miro) - Best for visualizing hierarchy” Claude Haiku 4.5 · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“OneDirectory: Requires Microsoft 365 as the primary data source, lighter on workforce-planning and scenario-modeling depth.” Llama 4 Maverick · negative prompt · soft negative
“OneDirectory is the best org chart software for mid-size and large organizations with complex structures” Claude Haiku 4.5 · direct prompt · first choice
“OneDirectory | Live HRIS sync, matrix reporting, governance. Built for mid-large orgs.” Grok 4.1 Fast · scale prompt · first choice
“OneDirectory is recommended for mid-size and large organizations with such needs.” Llama 4 Maverick · scale prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.