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Pricing optimization · November 2026 Edition
PROS Smart Price Optimization & Management vs Conga Price Optimization & Management
One of fourteen models named PROS Smart Price Optimization & Management first on the direct prompt; one named Conga Price Optimization & Management. PROS Smart Price Optimization & Management was named by thirteen of the fourteen models and Conga Price Optimization & Management by nine and PROS Smart Price Optimization & Management carries 42 labels and Conga Price Optimization & Management 11, so the shares are not directly comparable.
PROS Smart Price Optimization & Management
criticized challengerNamed in one category this edition.
Named in one category this edition.
First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate38%18%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#7#8A position in a field of 9; printed, not drawn.
Labels4211A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, PROS Smart Price Optimization & Management reading right to left. Rank and label count are printed, not drawn.Pricefx was named alongside these two in thirteen of the fourteen direct answers. Pricefx vs PROS Smart Price Optimization & Management · Pricefx vs Conga Price Optimization & Management · Prisync vs PROS Smart Price Optimization & Management
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the pricing optimization page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
PROS Smart Price Optimization & ManagementFirst choices, of fourteen modelsConga Price Optimization & Management
Direct114 against PROS Smart Price Optimization & Management
Paraphrase002 against PROS Smart Price Optimization & Management · 1 against Conga Price Optimization & Management
Comparative20
Budget-constrained003 against PROS Smart Price Optimization & Management · 1 against Conga Price Optimization & Management
Scale-constrained001 against PROS Smart Price Optimization & Management
Negative006 against PROS Smart Price Optimization & Management
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, PROS Smart Price Optimization & Management and Conga Price Optimization & Management were named in the same answer twenty-six times, of the 130 answers naming PROS Smart Price Optimization & Management and the 43 naming Conga Price Optimization & Management. In those answers Conga Price Optimization & Management took the first choice zero times and PROS Smart Price Optimization & Management three.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where PROS Smart Price Optimization & Management and Conga Price Optimization & Management stood in it.
| Model | DirectPS | ParaphrasePS | ComparativePS | Budget-constrainedPS | Scale-constrainedPS | NegativePS |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | | PS | PS | | ||
| Gemini 3.5 Flash | PS | PS | PS | |||
| Perplexity Sonar | PS | | PS | PS | ||
| Grok 4.20 | PS | PS | PS | PS | ||
| Mistral Small | PS | PS | PS | PS | ||
| DeepSeek V4 Flash | PS | PS | PS | |||
| Llama 4 Maverick | PS | |||||
| Qwen 3.7 Flash | PS | PS | ||||
| Kimi K2 | PS | PS | PS | PS | ||
| GLM 4.7 FlashX | PS | PS | PS | PS | ||
| MiniMax M2.5 | PS | PS | PS | PS | ||
| GPT-6 Luna | PS | | ||||
| Muse Glimmer 30B | PS | PS | PS |
PS PROS Smart Price Optimization & Management Conga Price Optimization & ManagementPS first choicePS named as an alternativePS argued againstblank: not namedEach cell is one answer, PROS Smart Price Optimization & Management on the left and Conga Price Optimization & Management on the right.
Conga Price Optimization & ManagementPS first choicePS named as an alternativePS argued againstblank: not namedEach cell is one answer, PROS Smart Price Optimization & Management on the left and Conga Price Optimization & Management on the right.The direct prompt
The plain question, one answer per model, grouped by where PROS Smart Price Optimization & Management and Conga Price Optimization & Management stood in it.
PROS Smart Price Optimization & Management first, Conga Price Optimization & Management not the choice
1 of 14 modelsConga Price Optimization & Management was named in the answer but not as the choice, or not at all.MiniMax M2.5PROS Smart Price Optimization & Management, Pricefx alternatives: CloudPricing, Vendavo, Zilliant
Conga Price Optimization & Management first, PROS Smart Price Optimization & Management not the choice
1 of 14 modelsPROS Smart Price Optimization & Management was named in the answer but not as the choice, or not at all.GPT-5.4 miniConga Price Optimization & Management alternatives: Vistaar, Zilliant
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Mistral SmallPricefx, Zilliant alternatives: PROS Smart Price Optimization & Management, Vendavo Pricepoint
DeepSeek V4 FlashPricefx alternatives: PROS Smart Price Optimization & Management, Price2Spy, Prisync, Salesforce Revenue Cloud, Vendavo, Zilliant
Kimi K2Pricefx alternatives: PROS Smart Price Optimization & Management, Zilliant
GPT-6 LunaPricefx alternatives: PROS Smart Price Optimization & Management, Vendavo, Zilliant
Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Pricefx alternatives: Pricemoov, Zilliant
Gemini 3.5 FlashPricefx alternatives: Enable, Pricemoov, Vendavo, Zilliant
Perplexity SonarPricefx alternatives: Native commerce-platform pricing, Vendavo, Zilliant
Grok 4.20Pricefx alternatives: Zilliant
Llama 4 MaverickCompetera alternatives: Minderest, Pricefx, Vendavo Pricepoint
Qwen 3.7 FlashProPrice alternatives: Impartner, Pricefx, Profitect
GLM 4.7 FlashXPricePro alternatives: Adobe Commerce, Pricefx, Pricerium.ai, SAP Commerce, Salesforce Commerce Cloud
Muse Glimmer 30BPricefx alternatives: Vendavo, Zilliant
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
PROS Smart Price Optimization & Management0%#7 of 8
Conga Price Optimization & Management0%#– of 8Mid-marketThe figures above
Level: the same share of first choices.
PROS Smart Price Optimization & Management2%#7 of 9
Conga Price Optimization & Management2%#8 of 9Enterprise
PROS Smart Price Optimization & Management leads by fifteen points.
PROS Smart Price Optimization & Management16%#3 of 9
Conga Price Optimization & Management2%#5 of 9What the models said about PROS Smart Price Optimization & Management
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Other platforms that have been criticized include PROS Smart Price Optimization & Management, Zilliant, and Competera.” Llama 4 Maverick · negative prompt · hard negative
“It's recommended to avoid unless absolutely necessary due to high costs and complexity.” Mistral Small · negative prompt · hard negative
“you should generally avoid established enterprise giants like Vendavo or PROS” GLM 4.7 FlashX · negative prompt · hard negative
“Large enterprise with complex B2B pricing? → PROS, Vendavo, or Vistaar depending on whether you prioritize optimization science (PROS)” DeepSeek V4 Flash · comparative prompt · first choice
“Best for: Large enterprises with complex dynamic pricing... Deep optimization science with decades of AI pedigree” Kimi K2 · comparative prompt · first choice
“Pricefx and PROS are often the top two to evaluate” MiniMax M2.5 · direct prompt · first choice
What the models said about Conga Price Optimization & Management
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Likely more enterprise-oriented and potentially heavier to implement.” Perplexity Sonar · paraphrase prompt · soft negative
“powerful but generally not the right fit for a limited budget” GPT-5.4 mini · budget prompt · soft negative
“the safest default recommendation is Conga POM” GPT-5.4 mini · direct prompt · first choice
“For Mid-Market/All-in-One: Conga (Apttus), DealHub, Revinate – Can offer broader functionality at your company size.” MiniMax M2.5 · scale prompt · alternative
“Enable / Conga are the mid-market-friendly leaders in the 2026 Magic Quadrant” Muse Glimmer 30B · paraphrase prompt · alternative
Also compared
Pricefx vs PROS Smart Price Optimization & ManagementPricefx vs Conga Price Optimization & ManagementPrisync vs PROS Smart Price Optimization & ManagementPrisync vs Conga Price Optimization & ManagementZilliant vs PROS Smart Price Optimization & ManagementZilliant vs Conga Price Optimization & ManagementPriceLabs vs PROS Smart Price Optimization & ManagementPriceLabs vs Conga Price Optimization & ManagementPrice2Spy vs PROS Smart Price Optimization & ManagementPrice2Spy vs Conga Price Optimization & ManagementCompetera vs PROS Smart Price Optimization & ManagementCompetera vs Conga Price Optimization & ManagementAll twenty-eight head-to-head pages and the full pricing optimization standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.