Algolia vs Doofinder
Two of fourteen models named Algolia first on the direct prompt; zero named Doofinder. Algolia was named by fourteen of the fourteen models and Doofinder by twelve and Algolia carries 63 labels and Doofinder 25, 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.
By framing
AlgoliaFirst choices, of fourteen modelsDoofinder
Across every category in the October 2026 Edition, Algolia and Doofinder were named in the same answer sixty-eight times, of the 191 answers naming Algolia and the 80 naming Doofinder. In those answers Doofinder took the first choice twenty-seven times and Algolia twelve.
Every model, every framing
| 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 | | | | |
Algolia Doofinder first choice named as an alternative argued againstblank: not namedEach cell is one answer, Algolia on the left and Doofinder on the right.The direct prompt
Algolia first, Doofinder not the choice
2 of 14 modelsDoofinder was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 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
Doofinder32%#1 of 13Algolia18%#2 of 13Algolia25%#1 of 11Doofinder12%#2 of 11What the models said about Algolia
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
What the models said about Doofinder
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Doofinder - Offers conversion-focused search with quick-setup AI search for SMB and mid-market, starting at $49/month.” Llama 4 Maverick · paraphrase prompt · first choice
“Doofinder appears to be the best ecommerce search and merchandising platform for companies with limited budgets” MiniMax M2.5 · budget prompt · first choice
“Doofinder – Best All-Around for SMBs ... public, transparent pricing starting around $35–$49/month” Qwen 3.7 Flash · budget 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.