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Pricing optimization · October 2026 Edition

Pricefx vs Zilliant

Fourteen of fourteen models named Pricefx first on the direct prompt; zero named Zilliant. Both were named by all fourteen models and Pricefx carries 50 labels and Zilliant 42, so the shares are not directly comparable.

Pricefx

endorsed leader

Named in one category this edition.

Zilliant

accepted challenger

Named in one category this edition.

First-choice share53%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate4%7%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#4A position in a field of 7; printed, not drawn.
Labels5042A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Pricefx reading right to left. Rank and label count are printed, not drawn.PROS Smart Price Optimization & Management was named alongside these two in eight of the fourteen direct answers. Pricefx vs Prisync · Pricefx vs Price2Spy · Prisync vs Zilliant

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.
PricefxFirst choices, of fourteen modelsZilliant
Direct140
Paraphrase921 against Zilliant
Comparative41
Budget-constrained001 against Pricefx · 1 against Zilliant
Scale-constrained001 against Pricefx · 1 against Zilliant
Negative10
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 October 2026 Edition, Pricefx and Zilliant were named in the same answer ninety-four times, of the 146 answers naming Pricefx and the 106 naming Zilliant. In those answers Zilliant took the first choice three times and Pricefx thirty-nine.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Pricefx and Zilliant stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
Pricefx Zilliant first choice named as an alternative argued againstblank: not namedEach cell is one answer, Pricefx on the left and Zilliant on the right.

The direct prompt

The plain question, one answer per model, grouped by where Pricefx and Zilliant stood in it.

Pricefx first, Zilliant an alternative

14 of 14 modelsZilliant was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Pricefx alternatives: Conga Price Optimization & Management, PROS Smart Price Optimization & Management, Vendavo, Zilliant
GPT-5.4 miniPricefx alternatives: Conga Price Optimization & Management, PROS Smart Price Optimization & Management, Vendavo, Zilliant
Gemini 3.5 FlashPricefx alternatives: Conga Price Optimization & Management, Zilliant
Perplexity SonarPricefx alternatives: PROS Smart Price Optimization & Management, Zilliant
Grok 4.1 FastPricefx alternatives: Competera, PROS Smart Price Optimization & Management, Prisync, Zilliant
Mistral SmallPricefx, Zilliant Price IQ
DeepSeek V4 FlashPricefx alternatives: BlackCurve, PriceBeam, Prisync, Zilliant
Llama 4 MaverickPricefx alternatives: PROS Smart Price Optimization & Management, Zilliant Price IQ
Qwen 3.7 FlashPricefx alternatives: Competera, PROS Smart Price Optimization & Management, Vendavo, Zilliant
Kimi K2Pricefx alternatives: Competera, PROS Smart Price Optimization & Management, SYMSON, Zilliant
GLM 4.7 FlashXPricefx alternatives: Pricemoov, Vendavo, Zilliant
MiniMax M2.5Pricefx alternatives: PROS Smart Price Optimization & Management, Vendavo, Zilliant
GPT-6 LunaPricefx alternatives: Pricemoov, SYMSON
Muse Glimmer 30BPricefx alternatives: 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
Pricefx leads by twelve points.
Pricefx12%#3 of 8
Zilliant0%#7 of 8
The full small business standing →
Mid-marketThe figures above
Pricefx leads by forty-nine points.
Pricefx53%#1 of 7
Zilliant5%#4 of 7
The full mid-market standing →
Enterprise
Pricefx leads by thirty-three points.
Pricefx38%#1 of 7
Zilliant4%#6 of 7
The full enterprise standing →

What the models said about Pricefx

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.

“Standalone tools such as Zilliant, Vendavo, Pricefx, PROS are typically $100K-$500K+ annually... not before.” Muse Glimmer 30B · scale prompt · soft negative
“Enterprise-grade pricing platforms (like Pricefx, Vendavo, or Zilliant) often start at $100,000+ per year.” Gemini 3.5 Flash · budget prompt · soft negative
“My recommendation: Start with a Pricefx demo for mid-market B2B companies, as it offers the best balance of enterprise functionality, implementation speed” GLM 4.7 FlashX · direct prompt · first choice
“Pricefx is a cloud-native price optimization platform that targets mid-market and enterprise B2B companies, known for faster implementation times” Claude Haiku 4.5 · direct prompt · first choice
“Frequently mentioned as a leading AI-powered pricing optimization platform specifically designed for mid-market and enterprise organizations.” MiniMax M2.5 · direct prompt · first choice

What the models said about Zilliant

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.

“Standalone tools such as Zilliant, Vendavo, Pricefx, PROS are typically $100K-$500K+ annually. They earn their keep at enterprise scale and with a dedicated pricing team, not before.” Muse Glimmer 30B · scale prompt · soft negative
“Enterprise-Grade Solutions (For Complex, High-Volume Operations) ... Mid-market fit: Good for companies with dedicated pricing teams” GLM 4.7 FlashX · paraphrase prompt · soft negative
“Enterprise-grade pricing platforms (like Pricefx, Vendavo, or Zilliant) often start at $100,000+ per year.” Gemini 3.5 Flash · budget prompt · soft negative
“Zilliant is widely considered the market leader for mid-market to enterprise B2B organizations.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Zilliant - Strong B2B focus with Price IQ for segment and customer-specific recommendations” MiniMax M2.5 · paraphrase prompt · first choice
“choose PROS or Zilliant for AI-driven, governed B2B pricing at scale” Muse Glimmer 30B · comparative prompt · first choice
Also compared

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.