Firm profile
Constructor
Constructor was named in 1 of the 11 AEO, GEO and AI visibility agencies questions measured by The Shortlist Report, appearing in 42 of the 236 AI responses sampled across those questions (17.8%).
Constructor is strongest on “Which AI visibility agencies work with ecommerce brands?”, where it was named in 42 of 236 responses (17.8%), placing it in tier 3 of that report.
What Constructor is surfaced for in AEO, GEO and AI visibility agencies
Based on the measured answers, Constructor is most likely to be surfaced when buyers ask about “Which AI visibility agencies work with ecommerce brands?”.
How the answers describe the firmProvides AI-powered search, product discovery, recommendations, and shopping agents for ecommerce businesses.
In this sample, Constructor was named on 1 of the 10 AEO, GEO and AI visibility agencies ranking questions measured. These are the buyer questions where it appeared most often:
- Geo ecommerce — named in 42 of 236 responses (17.8%), tier 3.
This describes when the firm is surfaced, not whether it is the right firm to hire. The sample measures recommendation visibility, not client outcomes.
Every question in AEO, GEO and AI visibility agencies
Constructor was named on 1 of these 10 ranking questions. The rest are questions buyers ask that it did not come up for — with whoever did.
Who leads AEO, GEO and AI visibility agencies overall: iPullRank tops 2 of 10 · Siege Media tops 2 of 10 · Enleaf tops 1 of 10 · FIVESIXTEN tops 1 of 10 · Omniscient Digital tops 1 of 10 · Optimist tops 1 of 10. See all reports.
Where Constructor was named
| Question | Tier | Responses | Share | |
|---|---|---|---|---|
| Which AI visibility agencies work with ecommerce brands? | 3 | 42 of 236 | 17.8% |
What Constructor gets named for
Across the 11 AEO, GEO and AI visibility agencies questions measured, Constructor is named most often on “Which AI visibility agencies work with ecommerce brands?” — it appears in 42 of the 236 ChatGPT responses to that question, or 17.8% of them.
That is the only question in this set where Constructor cleared the reporting threshold, so its visibility is concentrated in one kind of buyer question rather than spread across the category.
What Constructor’s tier placings mean
On “Which AI visibility agencies work with ecommerce brands?”, Constructor sits in tier 3 of 4, named in 42 of 236 responses (17.8%). That places it below the leading group on this question, where the top firm was named in 38.1% of responses against Constructor’s 17.8%. It shares tier 3 with WRKNG Digital, First Page Sage, Geostar and Algolia, which the sample cannot separate from it. 1 further firm was named on this question but fell into lower tiers, meaning the sample did separate Constructor from it.
What this page is, and is not
- It is a count of how often AI assistants named Constructor when asked buyer questions about AEO, GEO and AI visibility agencies. Nothing here is a review, a rating, or an assessment of the firm’s work.
- Constructor did not submit this listing, was not contacted about it, and cannot pay to change it, move up, or be removed.
- A firm named in few responses may still be excellent. Share follows what has been published about a firm online, which is what an AI assistant reads.
- Wrong details, or a firm merged with another of a similar name? We fix those.