PROS Smart Price Optimization & Management
111Judge labels
8First choices
31Negative labels
14 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10-05.2, every buyer segment counted.
Best standing
17% in Pricing optimization for enterprise buyers
Rank 10 of 76 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 19% of its 43 labels there were negative.
What the models named instead of PROS Smart Price Optimization & Management →By buyer segmentStrongest at enterprise.
Small business98 of 98
0%21 labels
criticized challenger
Mid-market10 of 76
0%43 labels
accepted challenger
Enterprise3 of 58
17%47 labels
accepted challenger
In pricing optimization · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading
Standing by category
Every category where a model named PROS Smart Price Optimization & Management for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Pricing optimization | Revenue operations | 0% | 10 of 76 | 19% | 43 | accepted challenger |
Movement
This is the first edition on this tier, so no move can be computed for PROS Smart Price Optimization & Management yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.
By model
How each model treated PROS Smart Price Optimization & Management across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated PROS Smart Price Optimization & Management across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 2 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 2 | 3 |
| Perplexity Sonar | 0 | 1 | 2 | 1 | 4 |
| Grok 4.1 Fast | 1 | 2 | 1 | 1 | 5 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 1 | 2 | 1 | 5 |
| Llama 4 Maverick | 0 | 1 | 3 | 0 | 4 |
| Qwen 3.7 Flash | 1 | 1 | 1 | 0 | 3 |
| Kimi K2 | 0 | 1 | 2 | 1 | 4 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 1 | 1 | 2 |
| Muse Glimmer 30B | 1 | 1 | 1 | 1 | 4 |
By framing
Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct27 labels3
Paraphrase19 labels1
Comparative26 labels10not counted in share
Budget-constrained13 labels3
Scale-constrained10 labels1
Negative16 labelsNone
First choiceAlternativeMentionNegative111 labels in all, every segment counted; 8 of the 18 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.
What the models said for it
Verbatim evidence the judge attached to positive labels.
“PROS offers the most comprehensive "Revenue Management" suite... manages the entire lifecycle, including promotions and discounting.” Qwen 3.7 Flash · Pricing optimization · comparative prompt · first choice
“Choose PROS or Vendavo if you're a large B2B enterprise managing complex pricing across products, customers, and channels” DeepSeek V4 Flash · Pricing optimization · comparative prompt · first choice
“choose PROS or Zilliant for AI-driven, governed B2B pricing at scale with strong workflow automation” Muse Glimmer 30B · Pricing optimization · comparative prompt · first choice
“B2B enterprises lean PROS/Pricefx; retail picks Competera” Grok 4.1 Fast · Pricing optimization · comparative prompt · first choice
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.
“Avoid legacy enterprise "heavyweights" unless necessary: Platforms like *Vendavo* and *PROS* ... make them difficult to justify for lean mid-market teams” Gemini 3.5 Flash · Pricing optimization · direct prompt · hard negative
“G2 reviewers frequently cite high costs (both license and implementation) and complexity ... often overkill for smaller operations” DeepSeek V4 Flash · Pricing optimization · negative prompt · hard negative
“Avoid PROS unless you're a larger enterprise—the implementation complexity and cost typically outweigh benefits for mid-market companies.” Kimi K2 · Pricing optimization · paraphrase prompt · hard negative
“Avoid enterprise tools like Vendavo, Competera, or PROS” Grok 4.1 Fast · Pricing optimization · budget prompt · hard negative
Named alongside
The products named in the same answers as PROS Smart Price Optimization & Management, over the 111 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and PROS Smart Price Optimization & Management was named but was not.ShowHide
Named alongside
The products named in the same answers as PROS Smart Price Optimization & Management, over the 111 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and PROS Smart Price Optimization & Management was named but was not.
ShowHideProductSame answerTook the first choice insteadHead to head
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.
What carried it into the answer
The sites and pages cited by the answers that named PROS Smart Price Optimization & Management. A fact about retrieval, not a lever on the model.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 110 of the 111 answers that named PROS Smart Price Optimization & Management and are not a share of its labels.
Domains cited
guideflow.com80
worldmetrics.org49
g2.com46
gitnux.org46
learn.g2.com43
withorb.com42
dupple.com39
articsledge.com37
zipdo.co33
virtocommerce.com30
445 of the 445 domain citations in answers naming PROS Smart Price Optimization & Management came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
pros.com is not in Google's top ten for any of the category's searches. In the answers, PROS Smart Price Optimization & Management takes 0% of first choices and Pricefx takes 53%.ShowHide
Search and answers
pros.com is not in Google's top ten for any of the category's searches. In the answers, PROS Smart Price Optimization & Management takes 0% of first choices and Pricefx takes 53%.
ShowHideIn search
Google, US estimatesPosition for “best pricing optimization platform”
–
not in the top ten
- Searches for its name, Google
- not counted (“pros smart price optimization & management”)
- AI search demand for its name, est.
- 0 a month
- Its company's site
- pros.com shared with PROS's other products; the figures are the site's
- Organic visits to its site
- about 17,307 a month
- Searches its site ranks for
- 1,774 · 118 in the top three
- Sites linking to it
- 2,815
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
0%
rank 10 of 76 in pricing optimization
Segment leader
53%
Pricefx
- First choices
- 8 across its categories
- Named in
- 111 answers
- Its own site cited
- in 110 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.
Names read as PROS Smart Price Optimization & Management
What the judge wrote, as written, with how often. The vendor table decides that these count as PROS Smart Price Optimization & Management; a claim can dispute any of them.
PROS 36PROS Pricing 5PROS (Smart Price Optimization) 1PROS (by SAP) 1
Follow PROS Smart Price Optimization & Management
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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The company
PROS is the company behind PROS Smart Price Optimization & Management.ShowHide
The company
PROS is the company behind PROS Smart Price Optimization & Management.
ShowHideOn record
Company records- Also from PROS
- PROS Pricing, PROS Smart POM
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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 PROS Smart Price Optimization & Management'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 PROS Smart Price Optimization & Management, 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 PROS Smart Price Optimization & Management by email, built from the raw record of the edition. It shows:
- where PROS Smart Price Optimization & Management 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 PROS Smart Price Optimization & Management, 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.