1 category · RankedBloomreach Discovery
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Ecommerce search and merchandising | Marketing | 2% | 9 of 74 | 35% | 43 | criticized challenger |
Movement
By model
How each model treated Bloomreach Discovery across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 0 | 1 | 3 |
| GPT-5.4 mini | 0 | 3 | 1 | 0 | 4 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 3 | 5 |
| Perplexity Sonar | 0 | 1 | 1 | 1 | 3 |
| Grok 4.1 Fast | 0 | 0 | 2 | 3 | 5 |
| Mistral Small | 1 | 1 | 0 | 1 | 3 |
| DeepSeek V4 Flash | 0 | 3 | 1 | 1 | 5 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| Kimi K2 | 1 | 0 | 1 | 3 | 5 |
| GLM 4.7 FlashX | 0 | 4 | 0 | 1 | 5 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 1 | 0 | 1 | 2 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Best for: Enterprise brands needing a full commerce experience with search, merchandising, content personalization, and a CDP all in one platform.” Mistral Small · Ecommerce search · comparative prompt · first choice
“Algolia or Bloomreach typically offer the best balance of B2B-specific capabilities” Kimi K2 · Ecommerce search · direct prompt · first choice
“Bloomreach offers a broader commerce experience approach that includes intelligent search as part of its offerings” Claude Haiku 4.5 · Ecommerce search · comparative prompt · alternative
“Bloomreach: Strong merchandising and revenue optimization; unified search/personalization; higher cost” GLM 4.7 FlashX · Ecommerce search · scale prompt · alternative
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“enterprise-focused, custom pricing almost always $1,000+/month” DeepSeek V4 Flash · Ecommerce search · budget prompt · hard negative
“Avoid enterprise tools like Bloomreach (custom, pricey).” Grok 4.1 Fast · Ecommerce search · budget prompt · hard negative
“enterprise-grade solutions like Bloomreach, Constructor.io, or Coveo are highly capable, they typically require custom contracts running several thousands of dollars per month” Gemini 3.5 Flash · Ecommerce search · budget prompt · soft negative
“it is known for six-figure annual contracts and is best suited for large enterprises. Smaller businesses may find it too expensive or complex” Mistral Small · Ecommerce search · negative prompt · soft negative
Named alongside
The products named in the same answers as Bloomreach Discovery, over the 132 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Bloomreach Discovery was named but was not.ShowHide
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 128 of the 132 answers that named Bloomreach Discovery and are not a share of its labels.
Domains cited
495 of the 495 domain citations in answers naming Bloomreach Discovery came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
bloomreach.com ranks 5 on Google for the category's searches. In the answers, Bloomreach Discovery takes 2% of first choices and Algolia takes 25%.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 40 a month (“bloomreach discovery”)
- AI search demand for its name, est.
- 0 a month
- Organic visits to its site
- about 90,056 a month
- Searches its site ranks for
- 6,283 · 469 in the top three
- Sites linking to it
- 8,025
- Paid Google search
- 23 searches its ads show for, about 243 clicks and $8,272 a month (estimate)
In answers
This edition- First choices
- 9 across its categories
- Named in
- 132 answers
- Its own site cited
- in 128 of the answers that named it
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
What it publishes
ShowHide
What it publishes
ShowHide| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Conference or event | 8 | 0 | 2023-10-06 | ||
| Glossary or explainer | 8 | 0 | 2020-08-05 | ||
| Comparison | 6 | 0 | 2023-05-25 | ||
| Template or tool | 3 | 0 | 2020-03-30 | ||
| Webinar or virtual event | 1 | 0 | 2021-11-17 | ||
| News or press | 1 | 0 | 2026-06-29 |
Most recent
How it is countedHide how it is counted
Every page bloomreach.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
Names read as Bloomreach Discovery
Follow Bloomreach Discovery
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
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Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Bloomreach Discovery's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Bloomreach Discovery, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Bloomreach Discovery by email, built from the raw record of the edition. It shows:
- where Bloomreach Discovery is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Bloomreach Discovery, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.