IRI FieldShield vs Tonic.ai
Three of fourteen models named IRI FieldShield first on the direct prompt; two named Tonic.ai. IRI FieldShield was named by eleven of the fourteen models and Tonic.ai by seven and IRI FieldShield carries 18 labels and Tonic.ai 17, so the shares are not directly comparable.
IRI FieldShield
accepted challengerNamed in one category 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 data masking and test data management page.
By framing
Across every category in the November 2026 Edition, IRI FieldShield and Tonic.ai were named in the same answer sixteen times, of the 51 answers naming IRI FieldShield and the 53 naming Tonic.ai. In those answers Tonic.ai took the first choice one time and IRI FieldShield six.
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 |
Tonic.aiIF first choiceIF named as an alternativeIF argued againstblank: not namedEach cell is one answer, IRI FieldShield on the left and Tonic.ai on the right.The direct prompt
IRI FieldShield first, Tonic.ai not the choice
3 of 14 modelsTonic.ai was named in the answer but not as the choice, or not at all.Tonic.ai first, IRI FieldShield not the choice
2 of 14 modelsIRI FieldShield was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 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
Tonic.ai6%#5 of 12Tonic.ai9%#4 of 11Tonic.ai2%#– of 10What 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
What the models said about Tonic.ai
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“enterprise data masking platforms (like Tonic.ai, Delphix, or Informatica) can be cost-prohibitive” Gemini 3.5 Flash · budget prompt · soft negative
“Tonic.ai is widely considered the market leader for mid-market and high-growth B2B companies” Gemini 3.5 Flash · direct prompt · first choice
“Top Recommendation (Best Overall for Modern Cloud Stacks): Tonic.ai” Gemini 3.5 Flash · paraphrase prompt · first choice
“My Top Recommendation: Tonic.ai” Kimi K2 · paraphrase 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.