DataVeil vs IRI FieldShield
Zero of fourteen models named DataVeil first on the direct prompt; three named IRI FieldShield. DataVeil was named by ten of the fourteen models and IRI FieldShield by eleven and DataVeil carries 10 labels and IRI FieldShield 18, so the shares are not directly comparable.
Named in one category this edition.
IRI FieldShield
accepted challengerNamed 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 data masking and test data management page.
By framing
DataVeilFirst choices, of fourteen modelsIRI FieldShieldAcross every category in the November 2026 Edition, DataVeil and IRI FieldShield were named in the same answer seventeen times, of the 37 answers naming DataVeil and the 51 naming IRI FieldShield. In those answers IRI FieldShield took the first choice one time and DataVeil ten.
Every model, every framing
| Model | DirectIF | ParaphraseIF | ComparativeIF | Budget-constrainedIF | Scale-constrainedIF | NegativeIF |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | IF | |||||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | IF | | ||||
| Perplexity Sonar | IF | IF | IF | |||
| Grok 4.20 | IF | |||||
| Mistral Small | IF | IF | ||||
| DeepSeek V4 Flash | IF | | ||||
| Llama 4 Maverick | IF | IF | ||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | IF | IF | ||||
| GLM 4.7 FlashX | IF | |||||
| MiniMax M2.5 | IF | IF | ||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | IF | IF |
DataVeilIF IRI FieldShield first choice named as an alternative argued againstblank: not namedEach cell is one answer, DataVeil on the left and IRI FieldShield on the right.The direct prompt
IRI FieldShield first, DataVeil not the choice
3 of 14 modelsDataVeil was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.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
DataVeil18%#1 of 12DataVeil13%#2 of 11DataVeil6%#– of 10What the models said about DataVeil
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“often appear in budget-conscious lists, but they are still commercial products” GPT-5.4 mini · budget prompt · soft negative
“If you primarily work with SQL databases: DataVeil Community Edition - it offers professional-grade masking with a generous 10GB limit for free.” MiniMax M2.5 · budget prompt · first choice
“The best data masking tool for a company with a limited budget is DataVeil, as it offers a free tier” Llama 4 Maverick · budget prompt · first choice
“DataVeil is the strongest starting point: it offers a free/low-cost entry tier” Perplexity Sonar · budget prompt · first choice
What the models said about IRI FieldShield
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Free version has limited features compared to paid tiers” MiniMax M2.5 · budget prompt · soft negative
“Highly recommended for small businesses, with a 22% first-choice share among AI models for budget-conscious buyers” Mistral Small · budget prompt · first choice
“My recommendation would be to evaluate K2view or IRI FieldShield first” MiniMax M2.5 · direct prompt · first choice
“IRI FieldShield is the most frequently recommended value option” Muse Glimmer 30B · direct 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.