Ecommerce search and merchandising · October 2026 Edition
Algolia vs Coveo
Two of fourteen models named Algolia first on the direct prompt; two named Coveo. Algolia was named by fourteen of the fourteen models and Coveo by thirteen and Algolia carries 63 labels and Coveo 32, so the shares are not directly comparable.
Paris, France, founded 2012. Named in one category this edition.
Named in one category this edition.
First-choice share25%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate19%31%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#5A position in a field of 11; printed, not drawn.
Labels6332A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Algolia reading right to left. Rank and label count are printed, not drawn.Searchspring was named alongside these two in eight of the fourteen direct answers. Algolia vs Doofinder · Algolia vs Klevu · Algolia vs Searchspring
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
AlgoliaFirst choices, of fourteen modelsCoveo
Direct22
Paraphrase711 against Coveo
Comparative803 against Coveo
Budget-constrained105 against Algolia · 1 against Coveo
Scale-constrained30
Negative207 against Algolia · 5 against Coveo
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the October 2026 Edition, Algolia and Coveo were named in the same answer ninety-nine times, of the 191 answers naming Algolia and the 107 naming Coveo. In those answers Coveo took the first choice eighteen times and Algolia twenty-six.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Algolia and Coveo stood in it.
| 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 Coveo first choice named as an alternative argued againstblank: not namedEach cell is one answer, Algolia on the left and Coveo on the right.The direct prompt
The plain question, one answer per model, grouped by where Algolia and Coveo stood in it.
Algolia first, Coveo an alternative
2 of 14 modelsCoveo was named in the answer but not as the choice, or not at all.Kimi K2Algolia, Bloomreach Discovery alternatives: Clerk.io, Constructor, Searchspring
GPT-6 LunaAlgolia alternatives: Coveo, Hawksearch, Klevu
Coveo first, Algolia an alternative
2 of 14 modelsAlgolia was named in the answer but not as the choice, or not at all.Perplexity SonarCoveo alternatives: Algolia, Bloomreach Discovery, Constructor, Doofinder
DeepSeek V4 FlashCoveo, Searchspring alternatives: Algolia, Klevu
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashHawksearch alternatives: Algolia, Klevu, Searchspring
Grok 4.1 FastKlevu alternatives: Algolia, Searchspring
Qwen 3.7 FlashBigCommerce alternatives: Algolia, Klevu
GLM 4.7 FlashXShopify Plus with B2B Suite alternatives: Algolia, Bloomreach Discovery, Clerk.io, Searchspring
Muse Glimmer 30BSearchspring alternatives: Clerk.io, Coveo
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5BigCommerce B2B Edition alternatives: Bloomreach Discovery, Nosto, OroCommerce, Searchspring
GPT-5.4 miniHawksearch alternatives: BigCommerce, Bloomreach Discovery, Constructor
Mistral SmallExperro alternatives: Clerk.io, Hawksearch
Llama 4 Maverickno first choice
MiniMax M2.5Clerk.io, Searchspring alternatives: Experro, Klevu, Nosto
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Algolia leads by eighteen points.
Algolia18%#2 of 13Coveo0%#13 of 13Mid-marketThe figures above
Enterprise
The order flips: Coveo leads at enterprise.
Coveo26%#1 of 9Algolia17%#2 of 9What 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 Coveo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid platforms that aren't ecommerce-native (Coveo is the biggest offender — it's knowledge management repackaged as commerce).” DeepSeek V4 Flash · negative prompt · hard negative
“enterprise-grade solutions like Bloomreach, Constructor.io, or Coveo ... typically require custom contracts running several thousands of dollars per month” Gemini 3.5 Flash · budget prompt · soft negative
“Overkill for pure ecommerce search. Best when you need search across a whole digital ecosystem. Expensive if you only need onsite product search.” DeepSeek V4 Flash · comparative prompt · soft negative
“Coveo is the strongest single-platform choice overall because it is explicitly positioned for B2B and complex catalogs” Perplexity Sonar · direct prompt · first choice
“Coveo is the strongest B2B-focused platform in the market.” DeepSeek V4 Flash · direct prompt · first choice
“Top Recommendation: Coveo (for complex B2B needs)” DeepSeek V4 Flash · paraphrase prompt · first choice
Also compared
Algolia vs DoofinderAlgolia vs KlevuAlgolia vs SearchspringAlgolia vs Clerk.ioAlgolia vs Bloomreach DiscoveryAlgolia vs Luigi's BoxDoofinder vs CoveoKlevu vs CoveoSearchspring vs CoveoCoveo vs Clerk.ioCoveo vs Bloomreach DiscoveryCoveo vs Luigi's BoxAll twenty-eight head-to-head pages and the full ecommerce search standing
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.