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Pricing optimization · November 2026 Edition

Zilliant vs Price2Spy

One of fourteen models named Zilliant first on the direct prompt; zero named Price2Spy. Zilliant was named by fourteen of the fourteen models and Price2Spy by ten and Zilliant carries 50 labels and Price2Spy 16, so the shares are not directly comparable.

Zilliant

criticized challenger

Named in two categories this edition.

Price2Spy

accepted challenger

Named in two categories this edition.

First-choice share6%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate28%12%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 9; printed, not drawn.
Labels5016A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Zilliant 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 Zilliant · 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.
ZilliantFirst choices, of fourteen modelsPrice2Spy
Direct101 against Zilliant
Paraphrase202 against Zilliant
Comparative00
Budget-constrained024 against Zilliant
Scale-constrained001 against Zilliant
Negative006 against Zilliant · 2 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 November 2026 Edition, Zilliant and Price2Spy were named in the same answer twenty-one times, of the 145 answers naming Zilliant and the 54 naming Price2Spy. In those answers Price2Spy took the first choice two times and Zilliant zero.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Zilliant and Price2Spy stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
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
Zilliant Price2Spy first choice named as an alternative argued againstblank: not namedEach cell is one answer, Zilliant on the left and Price2Spy on the right.

The direct prompt

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

Zilliant first, Price2Spy not the choice

1 of 14 modelsPrice2Spy was named in the answer but not as the choice, or not at all.
Mistral SmallPricefx, Zilliant alternatives: PROS Smart Price Optimization & Management, Vendavo Pricepoint

Neither was the first choice, one was named

10 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Pricefx alternatives: Pricemoov, Zilliant
GPT-5.4 miniConga Price Optimization & Management alternatives: Vistaar, Zilliant
Gemini 3.5 FlashPricefx alternatives: Enable, Pricemoov, Vendavo, Zilliant
Perplexity SonarPricefx alternatives: Native commerce-platform pricing, Vendavo, Zilliant
Grok 4.20Pricefx alternatives: Zilliant
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
MiniMax M2.5PROS Smart Price Optimization & Management, Pricefx alternatives: CloudPricing, Vendavo, Zilliant
GPT-6 LunaPricefx alternatives: PROS Smart Price Optimization & Management, Vendavo, Zilliant
Muse Glimmer 30BPricefx alternatives: Vendavo, Zilliant

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
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

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
Zilliant leads by two points.
Zilliant4%#4 of 8
Price2Spy2%#5 of 8
The full small business standing →
Mid-marketThe figures above
Zilliant leads by two points.
Zilliant6%#3 of 9
Price2Spy4%#5 of 9
The full mid-market standing →
Enterprise
Zilliant leads by nine points.
Zilliant9%#4 of 9
Price2Spy0%#– of 9
The full enterprise standing →

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 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
“Avoid unless you have complex, high-volume B2B operations and a big budget.” Grok 4.20 · negative prompt · hard negative
“Avoid enterprise platforms such as Pricefx, PROS, Zilliant, or Competera” Perplexity Sonar · budget prompt · hard negative
“Pricefx and Zilliant are the best options due to their balance of power, ease of use, and mid-market focus” Mistral Small · direct prompt · first choice
“or Zilliant if you have a complex product catalog and need strong guided selling” MiniMax M2.5 · paraphrase prompt · first choice
“Pricefx and Zilliant are the top choices” Mistral Small · paraphrase prompt · first choice

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.

“Products such as Prisync or Price2Spy can be useful for monitoring and MAP enforcement, but competitor matching alone does not model demand” Perplexity Sonar · negative prompt · soft negative
“Price2Spy users, for example, note that incorrect prices get scraped and fixes can take 1-4 days” Kimi K2 · negative prompt · soft negative
“For most budget-conscious e-commerce businesses, Price2Spy offers the best feature-to-cost ratio” DeepSeek V4 Flash · budget prompt · first choice
“Price2Spy *(Best Overall Budget Pick)*” Gemini 3.5 Flash · budget prompt · first choice
“Price2Spy offers cost-effective plans with strong competitor monitoring, ideal for businesses prioritizing affordability.” Claude Haiku 4.5 · budget prompt · alternative
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.