Thirteen of fourteen models named Smarty first on the direct prompt; zero named Loqate. Both were named by all fourteen models and Smarty carries 69 labels and Loqate 38, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories 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 address verification tools page.
Across every category in the November 2026 Edition, Smarty and Loqate were named in the same answer 109 times, of the 195 answers naming Smarty and the 120 naming Loqate. In those answers Loqate took the first choice ten times and Smarty sixty-four.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Four of five in this category shown.
“Smarty's international accuracy can trail its domestic performance in some cases” GPT-5.4 mini · negative prompt · soft negative
“Smarty is widely considered the top choice for mid-market companies needing reliable, lightning-fast API performance and straightforward pricing.” Gemini 3.5 Flash · direct prompt · first choice
“Widely considered the market leader for general API use. It is known for high accuracy, competitive pricing, and excellent CASS certification.” GLM 4.7 FlashX · comparative prompt · first choice
“This makes Smarty the cheapest predictable monthly option for US-focused companies that need real-time validation and autocomplete.” Muse Glimmer 30B · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“some tools, including Loqate and Smarty, can become expensive depending on volume and usage patterns” GPT-5.4 mini · negative prompt · soft negative
“consider Loqate or Melissa, but they're usually better fits once budget is less constrained” GPT-5.4 mini · budget prompt · soft negative
“Loqate is the safest overall choice when the customer base is international” Perplexity Sonar · paraphrase prompt · first choice
“or Loqate if you need robust international validation capabilities” MiniMax M2.5 · paraphrase prompt · first choice
“I recommend Loqate (by GBG) as your primary choice.” GLM 4.7 FlashX · 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.