1 category · RankedReprise
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Interactive demo platforms | Sales | 0% | 15 of 50 | 32% | 22 | criticized challenger |
Movement
By model
How each model treated Reprise 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 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 1 | 2 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 3 | 5 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 1 | 1 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 2 | 0 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 1 | 1 | 1 | 3 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Reprise if your product needs a high-fidelity, data-dependent sandbox for complex sales evaluations” GPT-6 Luna · Interactive demos · direct prompt · alternative
“Demostack or Reprise: These tools essentially replicate your environment” Gemini 3.5 Flash · Interactive demos · scale prompt · alternative
“Reprise | Technical/live demos | Sandbox simulations, live demo capabilities” Kimi K2 · Interactive demos · scale prompt · alternative
“Best suited for technical sales engineers who need back-end data flexibility.” Gemini 3.5 Flash · Interactive demos · comparative 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.
“reviewers note a steep learning curve and the need for technical resources, which can be a barrier for non-technical users” Mistral Small · Interactive demos · negative prompt · hard negative
“Avoid Reprise for mid-market — while powerful, it's enterprise-focused” Kimi K2 · Interactive demos · direct prompt · hard negative
“Reprise is also notoriously expensive for mid-market or small teams.” Gemini 3.5 Flash · Interactive demos · negative prompt · hard negative
“I'd avoid Walnut, Reprise, and Demostack if budget is tight” GPT-5.4 mini · Interactive demos · budget prompt · hard negative
Named alongside
The products named in the same answers as Reprise, over the 97 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Reprise 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 96 of the 97 answers that named Reprise and are not a share of its labels.
Domains cited
447 of the 491 domain citations in answers naming Reprise came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
reprise.com is not in Google's top ten for any of the category's searches. In the answers, Reprise takes 0% of first choices and Storylane takes 31%.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 27,100 a month (“reprise”)
- AI search demand for its name, est.
- 2,207 a month
- Organic visits to its site
- about 1,589 a month
- Searches its site ranks for
- 390 · 24 in the top three
- Sites linking to it
- 1,357
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This edition- First choices
- 10 across its categories
- Named in
- 97 answers
- Its own site cited
- in 96 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 | 308 | 0 | 2026-03-27 | ||
| Conference or event | 49 | 0 | 2025-06-03 | ||
| Report or ebook | 37 | 1 | 2026-10-02 | ||
| Comparison | 13 | 0 | 2025-12-08 | ||
| Case study | 7 | 0 | 2026-06-02 | ||
| Glossary or explainer | 5 | 0 | 2026-06-16 | ||
| Webinar or virtual event | 3 | 0 | 2021-05-14 | ||
| News or press | 2 | undated | |||
| Podcast or video | 1 | 0 | 2020-10-09 |
Most recent
- 2026-10-02Ai native prompts report or ebook
- 2026-06-16What is the reprise mcp glossary or explainer
- 2026-06-02Cloudera case study
- 2026-06-02Hireology case study
- 2026-06-02Litera case study
- 2026-06-02Portswigger case study
How it is countedHide how it is counted
Every page reprise.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.
Follow Reprise
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 Reprise'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 Reprise, 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 Reprise by email, built from the raw record of the edition. It shows:
- where Reprise 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 Reprise, 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.