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Pricing optimization · October 2026 Edition

Price2Spy vs Zilliant

Zero of fourteen models named Price2Spy first on the direct prompt; zero named Zilliant. Price2Spy was named by ten of the fourteen models and Zilliant by fourteen and Price2Spy carries 17 labels and Zilliant 42, so the shares are not directly comparable.

Price2Spy

accepted challenger

Named in one category this edition.

Zilliant

accepted challenger

Named in one category this edition.

First-choice share7%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%7%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 7; printed, not drawn.
Labels1742A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Price2Spy reading right to left. Rank and label count are printed, not drawn.Pricefx was named alongside these two in fourteen of the fourteen direct answers. Pricefx vs Price2Spy · Pricefx vs Zilliant · Prisync vs Price2Spy

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.
Price2SpyFirst choices, of fourteen modelsZilliant
Direct00
Paraphrase021 against Zilliant
Comparative01
Budget-constrained301 against Zilliant
Scale-constrained001 against Zilliant
Negative002 against Price2Spy
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, Price2Spy and Zilliant were named in the same answer twenty-two times, of the 71 answers naming Price2Spy and the 106 naming Zilliant. In those answers Zilliant took the first choice one time and Price2Spy four.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Price2Spy 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
Price2Spy Zilliant first choice named as an alternative argued againstblank: not namedEach cell is one answer, Price2Spy on the left and Zilliant on the right.

The direct prompt

The plain question, one answer per model, grouped by where Price2Spy and Zilliant stood in it.

Neither was the first choice, one was named

11 of 14 modelsThe answer put something else first and named one of the two as an alternative.
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
DeepSeek V4 FlashPricefx alternatives: BlackCurve, PriceBeam, Prisync, Zilliant
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
Muse Glimmer 30BPricefx alternatives: Zilliant

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
Mistral SmallPricefx, Zilliant Price IQ
Llama 4 MaverickPricefx alternatives: PROS Smart Price Optimization & Management, Zilliant Price IQ
GPT-6 LunaPricefx alternatives: Pricemoov, SYMSON

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
Price2Spy leads by nineteen points.
Price2Spy19%#2 of 8
Zilliant0%#7 of 8
The full small business standing →
Mid-marketThe figures above
Price2Spy leads by two points.
Price2Spy7%#3 of 7
Zilliant5%#4 of 7
The full mid-market standing →
Enterprise
The order flips: Zilliant leads at enterprise.
Zilliant4%#6 of 7
Price2Spy0%#– of 7
The full enterprise standing →

What the models said about Price2Spy

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

“users note inability to upload product lists yourself ... outdated features compared to newer competitors” DeepSeek V4 Flash · negative prompt · soft negative
“users have reported significant initial setup complexity and a steep learning curve for the interface” Mistral Small · negative prompt · soft negative
“Price2Spy is noted as a particularly good budget option for small to mid-sized e-commerce businesses.” Mistral Small · budget prompt · first choice
“Price2Spy stands out as one of the best pricing optimization platforms” Grok 4.1 Fast · budget prompt · first choice
“Price2Spy — Best Overall Budget Pick” Kimi K2 · budget 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.