1 category · RankedConstructor
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Ecommerce search and merchandising | Marketing | 0% | 18 of 74 | 14% | 29 | accepted challenger |
Movement
By model
How each model treated Constructor 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 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 3 | 1 | 0 | 4 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 2 | 3 |
| Grok 4.1 Fast | 0 | 0 | 2 | 0 | 2 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 3 | 0 | 1 | 4 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 2 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 1 | 1 | 0 | 0 | 2 |
| Muse Glimmer 30B | 1 | 0 | 1 | 0 | 2 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Buy Algolia or Constructor if the gap is onsite search relevance.” Muse Glimmer 30B · Ecommerce search · comparative prompt · first choice
“start with Algolia and Constructor” GPT-6 Luna · Ecommerce search · comparative prompt · first choice
“Constructor uses transformer technology and reinforcement learning to improve product discovery and personalization” Claude Haiku 4.5 · Ecommerce search · comparative prompt · alternative
“platforms like Constructor or Searchspring can be stronger—but they’re generally not the cheapest path” GPT-5.4 mini · Ecommerce search · budget 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.
“one source says to skip it if you need self-service signup, published pricing, or a free tier, because evaluation runs through sales.” Perplexity Sonar · Ecommerce search · negative prompt · hard negative
“Avoid mid-market tools like Constructor or Searchspring if budget is the main constraint” Perplexity Sonar · Ecommerce search · budget prompt · hard negative
“enterprise-focused, custom pricing almost always $1,000+/month” DeepSeek V4 Flash · Ecommerce search · budget prompt · hard negative
“Constructor, Klevu, or Bloomreach may be overkill unless you can justify a higher spend.” GLM 4.7 FlashX · Ecommerce search · budget prompt · soft negative
Named alongside
The products named in the same answers as Constructor, over the 88 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Constructor 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 86 of the 88 answers that named Constructor and are not a share of its labels.
Domains cited
282 of the 322 domain citations in answers naming Constructor came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
constructor.com is not in Google's top ten for any of the category's searches. In the answers, Constructor takes 0% of first choices and Algolia takes 25%.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 6,600 a month (“constructor”)
- AI search demand for its name, est.
- 5,042 a month
- Organic visits to its site
- about 3,005 a month
- Searches its site ranks for
- 455 · 28 in the top three
- Sites linking to it
- 2,100
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This edition- First choices
- 5 across its categories
- Named in
- 88 answers
- Its own site cited
- in 86 of the answers that named it
Search figures are US estimates from DataForSEO, read October 5, 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 | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 208 | 6 | 2026-09-23 | Ecommerce, Ecommerce search | |
| Case study | 18 | undated | |||
| Webinar or virtual event | 13 | undated | |||
| Comparison | 6 | 0 | 2026-01-14 | ||
| Glossary or explainer | 3 | 0 | 2026-01-31 | ||
| Report or ebook | 2 | undated | |||
| Template or tool | 1 | undated | |||
| Podcast or video | 1 | undated |
Most recent
- 2026-09-23Why vertical ai beats generalist llms in commerce blog
- 2026-09-07E commerce merchandising everything you need to know blog
- 2026-09-03Improve grocery ecommerce conversions with better product discovery blog
- 2026-09-01All About Attribute Enrichment in Enterprise Ecommerce blog
- 2026-08-27Constructor and impact commerce partner to drive better ecommerce experiences with ai blog
- 2026-08-13Ecommerce search product discovery solutions blog
How it is countedHide how it is counted
Every page constructor.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 October 5, 2026.
Names read as Constructor
Follow Constructor
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.
Already following? Everything you follow, with a stop for each.
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 Constructor'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 Constructor, 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 Constructor by email, built from the raw record of the edition. It shows:
- where Constructor 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 Constructor, 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.