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Internal controls and SOX · October 2026 Edition

Optro vs Hyperproof

Two of fourteen models named Optro first on the direct prompt; zero named Hyperproof. Optro was named by nine of the fourteen models and Hyperproof by eight and Optro carries 15 labels and Hyperproof 14, so the shares are not directly comparable.

Optro

criticized challenger

Named in one category this edition.

Hyperproof

accepted challenger

Named in one category this edition.

First-choice share6%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate27%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 16; printed, not drawn.
Labels1514A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Optro 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 Optro · FloQast vs Hyperproof · AuditBoard vs Optro

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.
OptroFirst choices, of fourteen modelsHyperproof
Direct20
Paraphrase11
Comparative30
Budget-constrained003 against Optro
Scale-constrained01
Negative001 against Optro
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.

Across every category in the October 2026 Edition, Optro and Hyperproof were named in the same answer nine times, of the 48 answers naming Optro and the 44 naming Hyperproof. In those answers Hyperproof took the first choice one time and Optro two.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Optro and Hyperproof stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Optro Hyperproof first choice named as an alternative argued againstblank: not namedEach cell is one answer, Optro on the left and Hyperproof on the right.

The direct prompt

The plain question, one answer per model, grouped by where Optro and Hyperproof stood in it.

Optro first, Hyperproof not the choice

2 of 14 modelsHyperproof was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashOptro alternatives: FloQast, Pathlock, Scytale, Vanta, Workiva
GPT-6 LunaOptro alternatives: FloQast, Workiva

Neither was the first choice, one was named

5 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Perplexity SonarFloQast alternatives: Netwrix Auditor, Optro, Scytale
DeepSeek V4 FlashFloQast alternatives: BlackLine, Hyperproof, Workiva
Kimi K2FloQast alternatives: Hyperproof, Onspring, Workiva
GLM 4.7 FlashXFloQast alternatives: Hyperproof, NAVEX One, Onspring, Workiva
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.
Claude Haiku 4.5no first choice alternatives: BlackLine, FloQast, HighRadius, LogicGate Risk Cloud, Scytale
GPT-5.4 miniAuditBoard alternatives: Vanta, Workiva
Grok 4.1 FastFloQast alternatives: AuditBoard, BlackLine
Mistral SmallAuditBoard, FloQast alternatives: Complies.ai, Scytale
Llama 4 MaverickFloQast, Scytale
Qwen 3.7 FlashFloQast alternatives: AuditBoard, Scytale
MiniMax M2.5FloQast alternatives: AuditBoard, 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
Hyperproof leads by eight points.
Hyperproof8%#3 of 14
Optro0%#– of 14
The full small business standing →
Mid-marketThe figures above
The order flips: Optro leads at mid-market.
Optro6%#5 of 16
Hyperproof4%#6 of 16
The full mid-market standing →
Enterprise
Optro leads by nineteen points.
Optro21%#2 of 11
Hyperproof2%#– of 11
The full enterprise standing →

What the models said about Optro

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.

“What to Avoid on a Budget - AuditBoard/Optro \u2014 custom pricing, typically enterprise-level” DeepSeek V4 Flash · budget prompt · hard negative
“typically starts at $25,000–$50,000 per year based on brokered contract medians, which is often too steep for SMBs or startups” Grok 4.1 Fast · budget prompt · soft negative
“expensive suites like AuditBoard/Optro or Workiva may be overkill before you've established basic IT general controls” Kimi K2 · negative prompt · soft negative
“Best For: Mid-market to large enterprises seeking a unified "single source of truth" connecting internal audit, SOX compliance, IT risk, and enterprise risk.” Gemini 3.5 Flash · comparative prompt · first choice
“Best Overall for Risk & Audit Workflows: Optro (formerly AuditBoard) ... is the industry gold standard.” Gemini 3.5 Flash · direct prompt · first choice
“The most common mid-market pick for a full control lifecycle is Optro, formerly AuditBoard.” Muse Glimmer 30B · paraphrase prompt · first choice

What the models said about Hyperproof

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“Hyperproof — Solid mid-market option with good balance of features and price” DeepSeek V4 Flash · scale prompt · first choice
“My default pick: Hyperproof” GPT-6 Luna · paraphrase prompt · first choice
“consider Hyperproof instead, as it consolidates multiple frameworks into one control library” DeepSeek V4 Flash · direct 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.