Internal controls and SOX · October 2026 Edition
Scytale vs Drata
One of fourteen models named Scytale first on the direct prompt; zero named Drata. Scytale was named by nine of the fourteen models and Drata by eight and Scytale carries 11 labels and Drata 17, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate9%18%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#7#8A position in a field of 16; printed, not drawn.
Labels1117A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Scytale reading right to left. Rank and label count are printed, not drawn.FloQast was named alongside these two in thirteen of the fourteen direct answers. FloQast vs Scytale · FloQast vs Drata · AuditBoard vs Scytale
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 Internal controls and SOX page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
ScytaleFirst choices, of fourteen modelsDrata
Direct10
Paraphrase001 against Drata
Comparative00
Budget-constrained011 against Drata
Scale-constrained001 against Scytale · 1 against Drata
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Scytale and Drata stood in it.
| 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 | | |
Scytale Drata first choice named as an alternative argued againstblank: not namedEach cell is one answer, Scytale on the left and Drata on the right.The direct prompt
The plain question, one answer per model, grouped by where Scytale and Drata stood in it.
Scytale first, Drata not the choice
1 of 14 modelsDrata was named in the answer but not as the choice, or not at all.Llama 4 MaverickFloQast, Scytale
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5no first choice alternatives: BlackLine, FloQast, HighRadius, LogicGate Risk Cloud, Scytale
Gemini 3.5 FlashOptro alternatives: FloQast, Pathlock, Scytale, Vanta, Workiva
Perplexity SonarFloQast alternatives: Netwrix Auditor, Optro, Scytale
Mistral SmallAuditBoard, FloQast alternatives: Complies.ai, Scytale
Qwen 3.7 FlashFloQast alternatives: AuditBoard, Scytale
Muse Glimmer 30BFloQast alternatives: AuditBoard, HighRadius, Hyperproof, Onspring, Scytale
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniAuditBoard alternatives: Vanta, Workiva
Grok 4.1 FastFloQast alternatives: AuditBoard, BlackLine
DeepSeek V4 FlashFloQast alternatives: BlackLine, Hyperproof, Workiva
Kimi K2FloQast alternatives: Hyperproof, Onspring, Workiva
GLM 4.7 FlashXFloQast alternatives: Hyperproof, NAVEX One, Onspring, Workiva
MiniMax M2.5FloQast alternatives: AuditBoard, Workiva
GPT-6 LunaOptro alternatives: FloQast, Workiva
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.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Mid-marketThe figures above
Level: the same share of first choices.
Scytale2%#7 of 16Drata2%#8 of 16Enterprise
Level: the same share of first choices.
Scytale0%#– of 11Drata0%#– of 11What the models said about Scytale
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Note: While great for IT, make sure they support the financial testing workflows your SOX auditors will require.” Gemini 3.5 Flash · scale prompt · soft negative
“The best SOX compliance software for a mid-market B2B company includes FloQast, Scytale, and other options” Llama 4 Maverick · direct prompt · first choice
“Scytale is ideal for mid-market organizations needing powerful solutions to automate SOX ITGC audits” Claude Haiku 4.5 · direct prompt · alternative
“Scytale for ITGC-heavy programs ... ultimate choice for mid-market and enterprise organizations” Muse Glimmer 30B · direct prompt · alternative
What the models said about Drata
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Drata \u2014 reported $7,500\u2013$100,000+/year” DeepSeek V4 Flash · budget prompt · hard negative
“Note: While great for IT, make sure they support the financial testing workflows your SOX auditors will require.” Gemini 3.5 Flash · scale prompt · soft negative
“compliance automation tools, not full control management suites” DeepSeek V4 Flash · paraphrase prompt · soft negative
“Choose Drata if your bottleneck is IT compliance and you want to automate evidence collection to save on labor costs.” Qwen 3.7 Flash · budget prompt · first choice
“Drata is specifically labeled mid-market in buyer guides” Muse Glimmer 30B · paraphrase prompt · alternative
“Best for compliance automation: Drata or Sprinto” GPT-5.4 mini · paraphrase prompt · alternative
Also compared
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.