Pricing optimization for small business buyers
Asked as “pricing optimization platform”, and as “price management and optimization software”, on behalf of a small B2B company. 52 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
46%
Clear leader
46Prisync19Price2Spy12Pricefx23others
46% of first choices, clear leader.
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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products 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.
For buyers
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
02
03
04
05
06
07P08
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Prisync46%
Prisync46%02Price2Spy19%
Price2Spy19%03Pricefx12%
Pricefx12%04Vendavo2%
Vendavo2%05Quicklizard0%
Quicklizard0%06Competera0%
Competera0%07Zilliant0%
Zilliant0%08PROS Smart Price Optimization & Management0%
What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, GPT-6 Luna 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.
Pricefx48%
19 of 40 labels negative · 9 of 14 models · 7 hard negative
“Platforms to Avoid or Approach with Caution: **Pricefx**: Custom pricing only ... Not ideal for small businesses due to opaque, likely high costs” Grok 4.1 Fast, negative prompt
Zilliant83%
19 of 23 labels negative · 8 of 14 models · 7 hard negative
“Avoid heavy enterprise software like Zilliant or Pricefx at 30 people, as they require massive custom databases and consulting fees” Gemini 3.5 Flash, scale prompt
PROS Smart Price Optimization & Management
86%
18 of 21 labels negative · 8 of 14 models · 6 hard negative
“Legacy B2B pricing platforms like PROS, Vendavo, and Zilliant are built for the Fortune 500. They typically require six-figure budgets” Gemini 3.5 Flash, direct prompt
Vendavo78%
14 of 18 labels negative · 6 of 14 models · 6 hard negative
“6-12 month implementation, requires consultants, premium pricing designed for large enterprises” Kimi K2, 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
78 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. 1073 links across 198 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 · Guideflow49 answers · 72 citations · 12 models
42 answers · 55 citations · 13 models
39 answers · 60 citations · 11 models
36 answers · 40 citations · 10 models
31 answers · 34 citations · 12 models
29 answers · 30 citations · 12 models
28 answers · 41 citations · 10 models
28 answers · 33 citations · 10 models
27 answers · 32 citations · 11 models
25 answers · 32 citations · 9 models
23 answers · 23 citations · 12 models
23 answers · 23 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.
43 answers · 12 models
37 answers · 11 models
36 answers · 10 models
28 answers · 11 models
28 answers · 12 models
25 answers · 10 models
23 answers · 12 models
23 answers · 12 models
23 answers · 9 models
23 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 |
|---|---|---|---|---|---|---|---|
| Prisync prisync.com | 46% | 110 | 320 | 1 | 31,049 | 5 | |
| Price2Spy price2spy.com | 19% | 71 | 260 | 0 | 16,961 | 27 | |
| Pricefx pricefx.com | 12% | 146 | 1,000 | 18 | 11,062 | 0 | |
| SYMSON symson.com | 4% | 9 | |||||
| PriceSoft pricesoft.com | 4% | 3 | |||||
| Pricefy pricefy.io | 2% | 15 | 110 | 1 | 36,233 | 1 | |
| BQool | 2% | ||||||
| PriceLabs | 2% | ||||||
| Pricemoov | 2% | ||||||
| PandaDoc pandadoc.com | 2% | 527 | 60,500 | 510 | 425,196 | $42,516 | 119 |
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 a small B2B company?”Paraphrase“Which price management and optimization software would you recommend to a small business that sells to other businesses?”Comparative“What are the top pricing optimization platforms for a small team and how do they differ?”Budget-constrained“What is the best pricing optimization platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a pricing optimization platform. What should we look at?”Negative“Which pricing optimization platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5PricefxPricefx, Pricemoov, PrisyncChangedPrisyncPrisyncno first choiceagainst: Intelligence Node, Prisync
Two alternatives
Conga Price Optimization & Management, ZilliantTwo alternatives
Vendavo, ZilliantThree alternatives
BlackCurve, ClickUp, Room Price GenieThree alternatives
ClickUp, Listinguish, NeuroPriceGPT-5.4 miniPricefxVendavoChangedPrisyncPriceLabsno first choicenothing named
One alternative
Conga Price Optimization & ManagementOne alternative
PROS Smart Price Optimization & ManagementOne alternative
CompeteraFour alternatives
Foxie, Informed Repricer, Intelis, RepriceGemini 3.5 FlashPriceStrikeagainst: PROS Smart Price Optimization & Management, Vendavo, ZilliantSYMSONChangedagainst: PROS Smart Price Optimization & Management, Vendavo, ZilliantPrisyncagainst: PROS Smart Price Optimization & Management, ZilliantPricefyno first choiceagainst: Pricefx, Zilliantagainst: PROS Smart Price Optimization & Management, PriceShape, Pricefx, Vendavo, Zilliant
Five alternatives
Lago, Orb, Prisync, ProfitWell, SYMSONSeven alternatives
BlackCurve, HubSpot Sales Hub, OroCommerce, Price2Spy, Prisync, Shopify, monday CRMFour alternatives
Price2Spy, PriceBeam, ProfitWell Metrics, SchematicFour alternatives
ChartMogul, Price2Spy, Prisync, SchematicPerplexity SonarPrisyncPrisyncHeldagainst: ZilliantPrice2Spy, Prisync, VantageDashagainst: Competera, PROS Smart Price Optimization & Management, Pricefx, ZilliantPrisyncagainst: Pricefx, Zilliantno first choiceagainst: Competera, Dataweave, Intelligence Node, PROS Smart Price Optimization & Management, Pricefx, Revionics, Vendavo, Wiser
Two alternatives
Pricefx, Zilliant Price IQTwo alternatives
Price2Spy, PricemoovOne alternative
QuicklizardTwo alternatives
Price2Spy, SmartpricingGrok 4.1 FastPrice2Spy, Prisyncagainst: PROS Smart Price Optimization & Management, ZilliantPricefxChangedagainst: Salesforce Revenue Cloud, Vendavo, Zilliant Price IQPrisyncagainst: Pricefx, ZilliantPrice2Spy, Prisyncagainst: PriceLabs, Repricer.comno first choiceagainst: Competera, Intelligence Node, Omnia Retail, PROS Smart Price Optimization & Management, Pricefx, Vendavo, Wiser, Zilliant
Three alternatives
Pricefx, Repricer.com, WheelhouseTwo alternatives
Price2Spy, PrisyncTwo alternatives
Price2Spy, RepricerExpressMistral SmallPrice2Spy, PrisyncPrice2Spy, PrisyncHeldQuicklizardPrice2Spy, Prisyncno first choicenothing named
Two alternatives
Pricefx, Zilliant Price IQOne alternative
PricefxThree alternatives
Price2Spy, PriceBeam, PrisyncOne alternative
Zoho BillingDeepSeek V4 FlashPrisyncagainst: PROS Smart Price Optimization & Management, Vendavo, ZilliantPrisyncHeldagainst: Conga Price Optimization & Management, Pricefx, Vendavo, ZilliantPrisyncagainst: PricefxPrisyncagainst: Competera, Intelligence Node, PROS Smart Price Optimization & Management, Pricefx, ZilliantPrice2Spy, Prisyncagainst: Conga Price Optimization & Management, PROS Smart Price Optimization & Management, Vistexagainst: Blue Yonder, Competera, Omnia, PROS Smart Price Optimization & Management, Price2Spy, Revionics, Skuuudle, Vistaar
Two alternatives
BlackCurve, PricefxTwo alternatives
Price2Spy, PricefyThree alternatives
Price2Spy, PriceBeam, QuicklizardThree alternatives
Boostmyshop, Price2Spy, PriceLabsOne alternative
PricefxLlama 4 Maverickno first choicePricefxChangedno first choicePrisyncno first choicenothing named
Four alternatives
Conga Price Optimization & Management, Prisync, Wiser Solutions, Zilliant Price IQOne alternative
Price2SpyQwen 3.7 FlashPrisyncagainst: PROS Smart Price Optimization & Management, PricefxPandaDocChangedagainst: Oracle, SAPPrisyncagainst: QuicklizardPrisyncagainst: Skubanano first choiceagainst: Blue Yonder, Keepa, Oracle Retail, PROS Smart Price Optimization & Management, RELEX Solutions, SAP Integrated Business Planning, Vialto Partners
Three alternatives
HubSpot, Price2Spy, SalesforceFour alternatives
Price2Spy, Pricefx, Prisync, Zoho OneTwo alternatives
Price2Spy, PricefyThree alternatives
ProfitWell, RepricerExpress, Zoho InventoryKimi K2SYMSONagainst: Pricefx, Vendavo, ZilliantPrice2Spy, PriceSoftChangedagainst: PROS Smart Price Optimization & Management, Vendavo, ZilliantPrisyncagainst: BlackCurveBQool, Prisyncno first choiceagainst: PROS Smart Price Optimization & Management, Vendavoagainst: 7Learnings, PriceBeam, PriceLabs, Prisync, SellerApp, Vendavo
Three alternatives
BlackCurve, PriceEdge, QuicklizardTwo alternatives
Pricefx, PrisyncThree alternatives
Price2Spy, Repricer.com, Room Price GenieOne alternative
Price2SpyTwo alternatives
Pricefx, PrisyncGLM 4.7 FlashXPrisyncPricefxChangedagainst: Salesforce Revenue CloudPrisyncPrice2Spyno first choiceagainst: Conga Price Optimization & Management, Dataweave, Intelligence Node, PROS Smart Price Optimization & Management, PriceBeam, Pricefx CPQ, Salesforce Revenue Cloud, Twenty5, Wiser Solutions
Six alternatives
Price2Spy, PriceLabs, PriceSoft, Salesforce Revenue Cloud, Vendavo, ZilliantTwo alternatives
Price2Spy, PrisyncFive alternatives
7Learnings, Price2Spy, PriceBeam, PriceShape, QuicklizardThree alternatives
Nexio, Prisync, SaleDrumMiniMax M2.5Prisyncagainst: PricefxPrisyncHeldagainst: ZilliantPrisyncPrisyncno first choicenothing named
Three alternatives
Price2Spy, Quicklizard, Wheelhouse / Repricer.comOne alternative
Price2SpyOne alternative
Wiser SolutionsOne alternative
Price2SpyGPT-6 Lunano first choiceagainst: Price Intelligently, Pricefx, ZilliantPriceSoftChangedagainst: PricefxPrisyncZorinno first choiceagainst: Competera, Pricefx
One alternative
Price2SpyThree alternatives
Omnia Retail, Price2Spy, PriceShapeOne alternative
PrisyncMuse Glimmer 30BPrisyncagainst: PROS Smart Price Optimization & Management, Pricefx, VendavoPrice2Spy, PrisyncChangedagainst: Pricefx, Vendavo, ZilliantPrice2Spy, PrisyncPrice2Spyno first choiceagainst: Competera, Pricefx, Wiser
Three alternatives
Price2Spy, PricingHunter, Salesforce Revenue CloudFour alternatives
BlackCurve, Conga Price Optimization & Management, DealHub, YieldigoThree alternatives
7Learnings, Incompetitor, QuicklizardTwo alternatives
Pricefy, PrisyncBold 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 00:53 | yes | 15 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:51 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:21 | yes | 21 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:36 | yes | 17 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:29 | yes | 25 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:21 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:15 | yes | 23 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:44 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:12 | yes | 18 | 101 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:30 | yes | 19 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:49 | yes | 15 | 37 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:42 | yes | 17 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:28 | yes | 2 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:52 | yes | 20 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:33 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:41 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:22 | yes | 19 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:14 | yes | 14 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:44 | yes | 20 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:46 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:26 | yes | 17 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:29 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:27 | yes | 14 | 66 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:11 | yes | 17 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:11 | yes | 19 | 40 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:54 | yes | 8 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:49 | yes | 3 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:29 | yes | 19 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:10 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:53 | yes | 4 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:08 | yes | 22 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:48 | yes | 18 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:42 | yes | 20 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:29 | yes | 21 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:39 | yes | 22 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:26 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:14 | yes | 23 | 60 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:56 | yes | 23 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:46 | yes | 13 | 58 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:33 | yes | 12 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:26 | yes | 4 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:16 | yes | 22 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:43 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:23 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:39 | yes | 19 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:22 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:51 | yes | 23 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:35 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:23 | yes | 24 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:59 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:01 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:38 | yes | 14 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:00 | yes | 12 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:06 | yes | 5 | 15 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:07 | yes | 2 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:55 | yes | 14 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:44 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:22 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:54 | yes | 14 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:08 | yes | 17 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:25 | yes | 13 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:51 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:15 | yes | 16 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:10 | yes | 10 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:10 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:27 | yes | 17 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:22 | yes | 8 | 30 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:16 | yes | 7 | 36 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:57 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:16 | yes | 13 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:03 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:21 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:25 | yes | 14 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:33 | yes | 19 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:23 | yes | 18 | 19 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:33 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:06 | yes | 23 | 81 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:43 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:00 | no | 0 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:30 | yes | 24 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:36 | yes | 23 | 79 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:35 | yes | 21 | 36 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:39 | yes | 4 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:47 | yes | 19 | 28 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 Price Optimization read as Conga Price Optimization & Management
PROS read as PROS Smart Price Optimization & Management
PROS (now Conga for the B2B line) read as PROS Smart Price Optimization & Management
PROS Pricing read as PROS Smart Price Optimization & Management
Unresolved, counted raw
Boardfy
Boostmyshop
DATA SEEKERS/PriceLabs
Excel-based pricing tools
Foxie
Informed Repricer
Intelis
Keepa
Listinguish
NeuroPrice
Nexio
Oracle
Oracle Retail
Osmium
Price Intelligently
Price2Win
PriceStrike
Pricefx CPQ
Ratio Boost
Reprice
SAP
SaleDrum
Salesforce
SellerActive
Smartpricing
Sniffie
Twenty5
VantageDash
Vialto Partners
Zorin
Discontinued, still offered
No shut-down product was recommended here.