Pricing optimization · November 2026 Edition
Zilliant vs PriceLabs
One of fourteen models named Zilliant first on the direct prompt; zero named PriceLabs. Zilliant was named by fourteen of the fourteen models and PriceLabs by ten and Zilliant carries 50 labels and PriceLabs 23, so the shares are not directly comparable.
Named in two categories this edition.
PriceLabs
accepted challengerNamed in one category this edition.
First-choice share6%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate28%22%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 9; printed, not drawn.
Labels5023A 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 PriceLabs · 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 modelsPriceLabsDirect101 against Zilliant · 1 against PriceLabs
Paraphrase202 against Zilliant · 1 against PriceLabs
Comparative00
Budget-constrained024 against Zilliant
Scale-constrained001 against Zilliant
Negative016 against Zilliant · 3 against PriceLabs
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 PriceLabs were named in the same answer twenty-one times, of the 145 answers naming Zilliant and the 54 naming PriceLabs. In those answers PriceLabs took the first choice one time and Zilliant zero.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Zilliant and PriceLabs stood in it.
| Model | DirectPR | ParaphrasePR | ComparativePR | Budget-constrainedPR | Scale-constrainedPR | NegativePR |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | PR | ||
| Grok 4.20 | PR | PR | PR | PR | ||
| Mistral Small | | | PR | PR | | |
| DeepSeek V4 Flash | | | PR | PR | PR | |
| Llama 4 Maverick | PR | | ||||
| Qwen 3.7 Flash | | PR | PR | | ||
| Kimi K2 | | | | PR | | PR |
| GLM 4.7 FlashX | | | PR | | ||
| MiniMax M2.5 | | | | PR | | |
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | | PR | PR | PR |
ZilliantPR PriceLabs first choice named as an alternative argued againstblank: not namedEach cell is one answer, Zilliant on the left and PriceLabs on the right.The direct prompt
The plain question, one answer per model, grouped by where Zilliant and PriceLabs stood in it.
Zilliant first, PriceLabs not the choice
1 of 14 modelsPriceLabs 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
PriceLabs leads by eight points.
PriceLabs12%#3 of 8
Zilliant4%#4 of 8Mid-marketThe figures above
The order flips: Zilliant leads at mid-market.
Zilliant6%#3 of 9PriceLabs4%#4 of 9
The full mid-market standing →Enterprise
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 PriceLabs
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid retail/hospitality-focused tools like PriceLabs or Omnia unless your B2B overlaps there.” Grok 4.20 · direct prompt · hard negative
“Avoid pure e-commerce tools: Options like PriceLabs, PriceShape ... are less ideal for B2B” Grok 4.20 · paraphrase prompt · hard negative
“Mixed but notable complaints on Trustpilot include syncing errors... Test extensively if using for dynamic pricing.” Grok 4.20 · negative prompt · soft negative
“PriceLabs (4.9/5, 250 reviews) — Best for vacation rentals/hospitality, transparent starting price of $9.99/month” DeepSeek V4 Flash · negative prompt · first choice
“PriceLabs is highly recommended for small businesses, with a starting price as low as $9.99/month” Mistral Small · budget prompt · first choice
“PriceLabs stands out as the best pricing optimization platform for companies with a limited budget” Grok 4.20 · budget prompt · first choice
Also compared
Pricefx vs ZilliantPricefx vs PriceLabsPrisync vs ZilliantPrisync vs PriceLabsZilliant vs Price2SpyZilliant vs CompeteraZilliant vs PROS Smart Price Optimization & ManagementZilliant vs Conga Price Optimization & ManagementPriceLabs vs Price2SpyPriceLabs vs CompeteraPriceLabs vs PROS Smart Price Optimization & ManagementPriceLabs 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.