Pricing optimization for enterprise buyers
Asked as “pricing optimization platform”, and as “price management and optimization software”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
38%
Contested · PROS Smart Price Optimization & Management 17%
38Pricefx17PROS Smart Price Optimization & Management17Vendavo29others
38% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All six head-to-head pages: the top four products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02P03
04
05
06
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Pricefx38%
Pricefx38%02Vendavo17%
Vendavo17%03PROS Smart Price Optimization & Management17%
04Conga Price Optimization & Management8%
Conga Price Optimization & Management8%05Conga6%
Conga6%06Zilliant4%
Zilliant4%07Competera0%
Competera0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, 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 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Prisync83%
5 of 6 labels negative · 5 of 14 models · 3 hard negative
“Platforms to **Avoid or Be Highly Cautious About** for Large Enterprises: Smaller or Niche Tools (e.g., Prisync, Price2Spy, Quicklizard, Intelligence Node)” Grok 4.1 Fast, negative prompt
PROS Smart Price Optimization & Management
11%
5 of 47 labels negative · 5 of 14 models
“peer reviews mention issues such as **test environments not staying in sync with production**, and some users say the analytics/reporting side is less robust” GPT-5.4 mini, negative prompt
Price2Spy100%
3 of 3 labels negative · 3 of 14 models · 3 hard negative
“Examples to approach with caution: Prisync, Price2Spy, RepricerExpress, SellerChamp” Gemini 3.5 Flash, negative prompt
Vendavo6%
3 of 49 labels negative · 3 of 14 models · 1 hard negative
“**Who should avoid it:** Enterprises with large catalogs (100k+ SKUs), fast pricing cycles, or lean pricing operations.” DeepSeek V4 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1152 links across 257 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Guideflow52 answers · 76 citations · 12 models
35 answers · 47 citations · 13 models
33 answers · 84 citations · 11 models
26 answers · 27 citations · 12 models
25 answers · 31 citations · 9 models
vendor site · Gartner23 answers · 33 citations · 9 models
23 answers · 26 citations · 8 models
vendor site · Vendavo20 answers · 33 citations · 12 models
vendor site · Pricefx19 answers · 32 citations · 9 models
18 answers · 23 citations · 7 models
17 answers · 18 citations · 10 models
17 answers · 17 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
45 answers · 12 models
29 answers · 12 models
25 answers · 12 models
22 answers · 12 models
16 answers · 8 models
16 answers · 8 models
15 answers · 9 models
15 answers · 6 models
14 answers · 6 models
14 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best pricing optimization platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days |
|---|---|---|---|---|---|---|---|
| Pricefx pricefx.com | 38% | 146 | 1,000 | 18 | 11,062 | 0 | |
| PROS pros.com PROS Smart Price Optimization & Management 17%, PROS Smart POM 4%, PROS Smart CPQ 2% | 23% | 110 | 40 | 0 | 17,307 company | 1 | |
| Vendavo vendavo.com | 17% | 121 | 1,000 | 30 | 72,496 | 1 | |
| Conga conga.com Conga Price Optimization & Management 8%, Conga 6% | 15% | 38 | 27,100 | 2,882 | 46,363 company | $224 | 120 |
| Zilliant zilliant.com | 4% | 105 | 880 | 30 | 3,164 | 0 | |
| Zilliant Price IQ | 2% | ||||||
| Salesforce parent site Salesforce Revenue Management 2%, Salesforce Revenue Cloud 0% | 2% | 215 | 550,000 | 60,632 | |||
| Competera competera.ai | 0% | 56 | 210 | 1 | 25,366 | 0 | |
| Revionics | 0% | ||||||
| Vistaar vistaar.com Vistaar 0%, Vistaar Technologies 0% | 0% | 9 |
Google's top ten for the one searches hold 8 sites; 0 of them are among the sites the models cited here. The first result for “best pricing optimization platform” is iproyal.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best pricing optimization platform for an enterprise B2B company?”Paraphrase“Which price management and optimization software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade pricing optimization platforms and how do they differ?”Budget-constrained“What is the best pricing optimization platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a pricing optimization platform. What should we look at?”Negative“Which pricing optimization platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Conga Price Optimization & ManagementVendavoChangedConga Price Optimization & ManagementZilliantno first choicenothing named
Two alternatives
Pricefx, ZilliantFour alternatives
Conga Price Optimization & Management, PROS Smart Price Optimization & Management, Pricefx, ZilliantFive alternatives
Competera, Pricefx, RELEX, Vendavo, Zilliant Price IQThree alternatives
Competera, Conga Price Optimization & Management, VayuGPT-5.4 miniPricefxPricefxHeldPROS Smart Price Optimization & ManagementPricefxno first choiceagainst: PROS Smart Price Optimization & Management, Pricefx
Five alternatives
Conga Price Optimization & Management, Enable, Vendavo, Vistex, ZilliantOne alternative
VendavoSix alternatives
Competera, Conga Price Optimization & Management, Pricefx, Vendavo, Vistex, ZilliantTwo alternatives
Higson, PROS Smart Price Optimization & ManagementGemini 3.5 FlashCongaCongaHeldCongaPricefxno first choiceagainst: PROS Smart Price Optimization & Management, Price2Spy, Prisync, RepricerExpress, SellerChamp, Vendavo, Zilliant
Five alternatives
Enable, Pricefx, SK Pricer, Vendavo, Vistaar TechnologiesFour alternatives
Enable, Pricefx, Vendavo, ZilliantFive alternatives
Enable, Pricefx, Vendavo, Vistaar, ZilliantTwo alternatives
PROS Smart Price Optimization & Management, ZilliantPerplexity SonarConga Price Optimization & ManagementVendavoChangedPricefxPricefxagainst: Congano first choiceagainst: DynamicAction, Prisjakt
One alternative
PricefxFour alternatives
Conga Price Optimization & Management, PROS Smart Price Optimization & Management, Pricefx, ZilliantFive alternatives
Competera, PROS Smart Price Optimization & Management, Quicklizard, Vendavo, ZilliantTwo alternatives
PROS Smart Price Optimization & Management, VistexGrok 4.1 FastCongaPricefxChangedPROS Smart Price Optimization & ManagementVendavoPricefxagainst: IDeaS, Intelligence Node, PROS Smart Price Optimization & Management, Price2Spy, Pricefx, Prisync, Quicklizard, Vendavo, Zilliant
Three alternatives
Pricefx, Vendavo, VistaarThree alternatives
PROS Smart Price Optimization & Management, Vendavo, ZilliantThree alternatives
Pricefx, Vendavo, ZilliantThree alternatives
Conga Price Optimization & Management, PROS Smart Price Optimization & Management, PricefxMistral SmallPROS Smart Price Optimization & Management, Zilliant Price IQPricefxChangedPROS Smart Price Optimization & Management, VendavoPROS Smart Price Optimization & Management, Vendavono first choicenothing named
One alternative
Conga Price Optimization & ManagementFour alternatives
Conga Price Optimization & Management, PROS Smart Price Optimization & Management, Vendavo, ZilliantTwo alternatives
Blue Yonder, Upstream CommerceOne alternative
PricefxDeepSeek V4 FlashPricefxPROS Smart Price Optimization & ManagementChangedPROS Smart Price Optimization & Management, PricefxPROS Smart Price Optimization & Management, PricefxPROS Smart Price Optimization & Managementagainst: PROS Smart Price Optimization & Management, Price2Spy, Prisync, SAP Price Optimization / SAP Pricing, Vendavo, Wiser
Three alternatives
PROS Smart Price Optimization & Management, Vendavo, ZilliantFour alternatives
Pricefx, Vendavo, Vistaar Technologies, ZilliantFive alternatives
Revionics, Rubicon Carbon, Vendavo, Vistaar Technologies, ZilliantTwo alternatives
Conga Price Optimization & Management, VendavoThree alternatives
BlackCurve, Pricefx, VistaarLlama 4 MaverickConga Price Optimization & Managementno first choiceChangedConga Price Optimization & Managementno first choiceno first choicenothing named
Two alternatives
PROS Smart Price Optimization & Management, Zilliant Price IQQwen 3.7 FlashPROS Smart Price Optimization & ManagementVendavoChangedVendavoPROS Smart Price Optimization & Managementno first choicenothing named
Two alternatives
Conga, ZilliantThree alternatives
Anaplan, Prophecy Software, ZilliantFour alternatives
Competera, PROS Smart Price Optimization & Management, Pricefx, ZilliantTwo alternatives
Pricefx, VendavoKimi K2PricefxPROS Smart CPQ, VendavoChangedPROS Smart Price Optimization & ManagementPROS Smart POMno first choiceagainst: Beyond Pricing, PriceLabs, Prisync, Salesforce Revenue Cloud
Two alternatives
PROS Smart Price Optimization & Management, VendavoTwo alternatives
Pricefx, ZilliantFive alternatives
Competera, Pricefx, Revionics, Vendavo, ZilliantTwo alternatives
Competera, Conga Price Optimization & ManagementGLM 4.7 FlashXVendavoSalesforce Revenue ManagementChangedPricefxPricefxno first choicenothing named
Two alternatives
PROS Smart Price Optimization & Management, ZilliantFour alternatives
Conga Price Optimization & Management, Pricefx, Vendavo, ZilliantFive alternatives
Competera, Intelligence Node, PROS Smart Price Optimization & Management, Vendavo, ZilliantOne alternative
PROS Smart Price Optimization & ManagementMiniMax M2.5Vendavo, ZilliantConga Price Optimization & Management, PricefxChangedno first choiceno first choiceagainst: Acumaticano first choicenothing named
Two alternatives
Conga Price Optimization & Management, PricefxThree alternatives
Salesforce Revenue Cloud, Vendavo, Zilliant Price IQThree alternatives
PROS Smart Price Optimization & Management, Pricefx, VendavoGPT-6 LunaPricefxPricefxHeldPricefx, VendavoPROS Smart POMno first choiceagainst: RealPage
Three alternatives
PROS Smart Price Optimization & Management, Vendavo, ZilliantFour alternatives
Conga, PROS Smart Price Optimization & Management, Vendavo, ZilliantFive alternatives
Conga, PROS Travel, RELEX, Revionics, ZilliantOne alternative
PricefxMuse Glimmer 30BPROS Smart Price Optimization & Management, PricefxPricefxChangedPROS Smart Price Optimization & ManagementPricefxno first choiceagainst: Blue Yonder, Omnia, PROS Smart Price Optimization & Management, Prisync
Two alternatives
Vendavo, Zilliant Price IQThree alternatives
PROS Smart Price Optimization & Management, Vendavo, ZilliantThree alternatives
Pricefx, Vendavo, ZilliantTwo alternatives
PROS Smart Price Optimization & Management, VendavoBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:12 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:47 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:21 | yes | 17 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:11 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:37 | yes | 21 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:22 | yes | 18 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:30 | yes | 23 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:37 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:15 | yes | 5 | 21 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:33 | yes | 15 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:54 | yes | 25 | 75 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:58 | yes | 10 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:15 | yes | 2 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:46 | yes | 13 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:44 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:55 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:18 | yes | 21 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:35 | yes | 16 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:22 | yes | 24 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:23 | yes | 5 | 11 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:55 | yes | 24 | 46 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:39 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:59 | no | 0 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:16 | yes | 20 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:40 | yes | 12 | 16 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:33 | yes | 7 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:24 | yes | 4 | 22 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:45 | yes | 14 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:33 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:18 | yes | 4 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:11 | yes | 24 | 44 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:40 | yes | 19 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:26 | yes | 22 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:59 | yes | 25 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:12 | yes | 24 | 61 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:41 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:31 | yes | 9 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:26 | yes | 24 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:22 | yes | 23 | 30 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:46 | yes | 25 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:48 | yes | 8 | 47 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:26 | yes | 19 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:17 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:10 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:32 | yes | 16 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:37 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:18 | yes | 20 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:40 | yes | 8 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:35 | yes | 21 | 48 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:31 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:41 | yes | 24 | 91 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:57 | yes | 24 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:53 | yes | 22 | 96 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:42 | yes | 24 | 60 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:24 | yes | 2 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:13 | yes | 21 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:10 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:11 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:40 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:36 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:40 | yes | 14 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:35 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:19 | yes | 22 | 63 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:37 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:47 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:36 | yes | 25 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:42 | yes | 14 | 97 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:18 | no | 0 | 57 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:27 | yes | 3 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:23 | yes | 14 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:32 | yes | 15 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:08 | yes | 3 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:35 | yes | 14 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:19 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:16 | yes | 22 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:04 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:35 | yes | 25 | 128 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:28 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:14 | no | 0 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:25 | yes | 24 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:36 | yes | 23 | 53 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:39 | yes | 19 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:55 | yes | 2 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:29 | yes | 24 | 25 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Conga POM read as Conga Price Optimization & Management
Conga POM (Price Optimization & Management) read as Conga Price Optimization & Management
Conga Price Optimization read as Conga Price Optimization & Management
PROS read as PROS Smart Price Optimization & Management
PROS Pricing read as PROS Smart Price Optimization & Management
Unresolved, counted raw
Commerce.AI
DynamicAction
Flintfox
Higson
Oracle Advanced Pricing
PROS Smart Price Optimization and Management
PROS Travel
PricePro
Prisjakt
Prophecy Software
Rubicon Carbon
SAP Convergent Charging
SAP Price Optimization / SAP Pricing
SK Pricer (by Simon-Kucher & Partners)
SellerChamp
Syncron
Vayu
Discontinued, still offered
No shut-down product was recommended here.