Pricing optimization · November 2026 Edition
PriceLabs vs Competera
Zero of fourteen models named PriceLabs first on the direct prompt; one named Competera. PriceLabs was named by ten of the fourteen models and Competera by fourteen and PriceLabs carries 23 labels and Competera 32, so the shares are not directly comparable.
PriceLabs
accepted challengerNamed in one category this edition.
Named in two categories this edition.
First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate22%25%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 9; printed, not drawn.
Labels2332A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, PriceLabs 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 PriceLabs · Pricefx vs Competera · Prisync vs PriceLabs
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.
PriceLabsFirst choices, of fourteen modelsCompetera
Direct011 against PriceLabs
Paraphrase001 against PriceLabs
Comparative00
Budget-constrained202 against Competera
Scale-constrained00
Negative103 against PriceLabs · 6 against Competera
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, PriceLabs and Competera were named in the same answer twenty-one times, of the 54 answers naming PriceLabs and the 73 naming Competera. In those answers Competera took the first choice zero times and PriceLabs two.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where PriceLabs and Competera 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 |
PR PriceLabs CompeteraPR first choicePR named as an alternativePR argued againstblank: not namedEach cell is one answer, PriceLabs on the left and Competera on the right.
CompeteraPR first choicePR named as an alternativePR argued againstblank: not namedEach cell is one answer, PriceLabs on the left and Competera on the right.The direct prompt
The plain question, one answer per model, grouped by where PriceLabs and Competera stood in it.
Competera first, PriceLabs not the choice
1 of 14 modelsPriceLabs was named in the answer but not as the choice, or not at all.Llama 4 MaverickCompetera alternatives: Minderest, Pricefx, Vendavo Pricepoint
Neither was named
13 of 14 modelsThe answer made no first choice from these two in this category.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
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
Qwen 3.7 FlashProPrice alternatives: Impartner, Pricefx, Profitect
Kimi K2Pricefx alternatives: PROS Smart Price Optimization & Management, Zilliant
GLM 4.7 FlashXPricePro alternatives: Adobe Commerce, Pricefx, Pricerium.ai, SAP Commerce, Salesforce Commerce Cloud
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
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 twelve points.
PriceLabs12%#3 of 8
Competera0%#6 of 8Mid-marketThe figures above
Enterprise
Level: the same share of first choices.
PriceLabs0%#– of 9
Competera0%#8 of 9What 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
What the models said about Competera
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 overkill enterprise platforms (e.g., Vendavo, Competera) that are better for larger firms.” Grok 4.20 · budget prompt · hard negative
“Avoid enterprise platforms such as Pricefx, PROS, Zilliant, or Competera” Perplexity Sonar · budget prompt · hard negative
“Competera - Best for mid-market and enterprise retail, with 20+ demand factors and 95%+ forecast accuracy.” Llama 4 Maverick · direct prompt · first choice
“Cloud-native, lower-friction B2B pricing platforms with modular setups and shorter time-to-value (e.g., Pricefx, Competera, or agile modern alternatives)” Gemini 3.5 Flash · negative prompt · alternative
“Demand-based retail optimization using many demand factors, competitor intelligence, and frequent SKU repricing” Perplexity Sonar · comparative prompt · alternative
Also compared
Pricefx vs PriceLabsPricefx vs CompeteraPrisync vs PriceLabsPrisync vs CompeteraZilliant vs PriceLabsZilliant vs CompeteraPriceLabs vs Price2SpyPriceLabs vs PROS Smart Price Optimization & ManagementPriceLabs vs Conga Price Optimization & ManagementPrice2Spy vs CompeteraCompetera 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.