Two of fourteen models named Algolia first on the direct prompt; one named Clerk.io. Algolia was named by fourteen of the fourteen models and Clerk.io by nine and Algolia carries 63 labels and Clerk.io 16, so the shares are not directly comparable.
Paris, France, founded 2012. Named 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 ecommerce search and merchandising page.
| 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 |
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. Six of eight in this category shown.
“Be terrified of consumption-based pricing (Algolia and Coveo both have "cliff" pricing models that blow up as you grow).” DeepSeek V4 Flash · negative prompt · hard negative
“What to avoid on a limited budget: Algolia — starts free but escalates quickly into $300–$500+/month” DeepSeek V4 Flash · budget prompt · hard negative
“Algolia draws setup-complexity, cost, and support complaints... It is risky if you want predictable pricing and merchandiser-owned tooling without engineering tickets.” Muse Glimmer 30B · negative prompt · soft negative
“Algolia combines keyword and vector search within a unified engine, delivering typo-tolerant, semantic results with sub-second response times” Claude Haiku 4.5 · comparative prompt · first choice
“Best known for speed, developer friendliness, and API-first flexibility... If you want fast implementation + strong APIs: Algolia” GPT-5.4 mini · comparative prompt · first choice
“*Algolia:* Known for blazing-fast speed, excellent developer documentation, and growing AI features. Excellent for headless setups.” Gemini 3.5 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“avoid highly customizable API-first tools like Algolia or Clerk.io unless they have pre-built themes” Qwen 3.7 Flash · budget prompt · soft negative
“If you want to stop managing 4 different vendors: Choose Clerk.io or Nosto.” GLM 4.7 FlashX · comparative prompt · first choice
“Clerk.io (Top Pick for Mid-Market)” MiniMax M2.5 · direct prompt · first choice
“Clerk.io is also worth considering if you want a unified platform that includes email and audience automation.” Mistral Small · direct prompt · alternative
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.