Pricing optimization
Asked as “pricing optimization platform”, and as “price management and optimization software”, on behalf of a mid-market B2B company. 43 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
53%
Clear leader
53Pricefx19Prisync07Price2Spy21others
53% 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
Show the three products at 0%, ordered by negative rate
05PROS Smart Price Optimization & Management0%19%43accepted challengernewNew since September 2026: not ranked then, 0% now.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
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
04P05
06
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Pricefx53%
Pricefx53%02Prisync19%
Prisync19%03Price2Spy7%
Price2Spy7%04Zilliant5%
Zilliant5%05PROS Smart Price Optimization & Management0%
06Vendavo0%
Vendavo0%07Competera0%
Competera0%What they warned about
Nine of fourteen models held their first choice under the paraphrase. Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 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.
PROS Smart Price Optimization & Management
19%
8 of 43 labels negative · 7 of 14 models · 4 hard negative
“Avoid legacy enterprise "heavyweights" unless necessary: Platforms like *Vendavo* and *PROS* ... make them difficult to justify for lean mid-market teams” Gemini 3.5 Flash, direct prompt
Vendavo23%
10 of 43 labels negative · 7 of 14 models · 2 hard negative
“Avoid legacy enterprise "heavyweights" unless necessary: Platforms like *Vendavo* and *PROS* ... make them difficult to justify for lean mid-market teams” Gemini 3.5 Flash, direct prompt
RealPage
100%
5 of 5 labels negative · 5 of 14 models · 3 hard negative
“The Platform to Avoid/Be Cautious About: RealPage ... The lawsuits allege that the software acts as an algorithmic price-fixing scheme” Gemini 3.5 Flash, negative prompt
Competera16%
4 of 25 labels negative · 4 of 14 models · 3 hard negative
“What to Avoid - Enterprise platforms like Competera (typically $5,000+/month) are powerful but far beyond limited budgets.” Kimi K2, budget 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. 1047 links across 203 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 · 80 citations · 12 models
32 answers · 45 citations · 11 models
29 answers · 35 citations · 10 models
27 answers · 52 citations · 10 models
27 answers · 27 citations · 10 models
26 answers · 32 citations · 10 models
vendor site · GetApp23 answers · 25 citations · 11 models
vendor site · Virto Commerce22 answers · 22 citations · 10 models
21 answers · 37 citations · 10 models
20 answers · 20 citations · 9 models
18 answers · 18 citations · 8 models
vendor site · Pricefx16 answers · 26 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.
40 answers · 12 models
35 answers · 11 models
27 answers · 10 models
27 answers · 11 models
22 answers · 8 models
22 answers · 10 models
19 answers · 9 models
18 answers · 8 models
18 answers · 9 models
17 answers · 10 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 | Google ads, last 30 days |
|---|---|---|---|---|---|---|
| Pricefx pricefx.com | 53% | 146 | 1,000 | 18 | 11,062 | 0 |
| Prisync prisync.com | 19% | 110 | 320 | 1 | 31,049 | 5 |
| Price2Spy price2spy.com | 7% | 71 | 260 | 0 | 16,961 | 27 |
| Zilliant zilliant.com | 5% | 105 | 880 | 30 | 3,164 | 0 |
| Pricefy pricefy.io | 5% | 15 | 110 | 1 | 36,233 | 1 |
| Altosight altosight.com | 5% | 2 | ||||
| PGP | 2% | |||||
| Zilliant Price IQ | 2% | |||||
| PriceSmurf | 2% | |||||
| PROS pros.com PROS Smart Price Optimization & Management 0% | 0% | 110 | 17,307 company | 1 |
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 mid-market B2B company?”Paraphrase“Which price management and optimization software would you recommend to a mid-sized B2B company?”Comparative“What are the top pricing optimization platforms and how do they differ?”Budget-constrained“What is the best pricing optimization platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a pricing optimization platform. What should we look at?”Negative“Which pricing optimization platforms should I avoid or be cautious about?”
Claude Haiku 4.5PricefxPricefxHeldPrisyncPrisyncno first choiceagainst: RealPage
Four alternatives
Conga Price Optimization & Management, PROS Smart Price Optimization & Management, Vendavo, ZilliantThree alternatives
Pricemoov, Vendavo, ZilliantSix alternatives
Competera, Omnia Retail, PROS Smart Price Optimization & Management, Pricefx, Vendavo, ZilliantTwo alternatives
Competera, VendrGPT-5.4 miniPricefxPricefxHeldPricefx, VendavoPrisyncno first choiceagainst: RealPage
Four alternatives
Conga Price Optimization & Management, PROS Smart Price Optimization & Management, Vendavo, ZilliantOne alternative
VendavoThree alternatives
Competera, PROS Smart Price Optimization & Management, ZilliantOne alternative
PricefxGemini 3.5 FlashPricefxagainst: Competera, Omnia, PROS Smart Price Optimization & Management, Prisync, VendavoPricefxHeldagainst: PROS Smart Price Optimization & Management, Vendavono first choicePricefyagainst: Pricefx, Vendavo, Zilliantno first choiceagainst: RealPage
Two alternatives
Conga Price Optimization & Management, ZilliantThree alternatives
Conga Price Optimization & Management, SYMSON, ZilliantFive alternatives
ChartMogul, Price2Spy, PriceLabs, Prisync, SchematicPerplexity SonarPricefxPricefxHeldagainst: PROS Smart Price Optimization & Managementno first choicePrisyncno first choicenothing named
Two alternatives
PROS Smart Price Optimization & Management, ZilliantThree alternatives
Enable, Vendavo, ZilliantThree alternatives
Price2Spy, Repricer.com, WheelhouseGrok 4.1 FastPricefxPricefxHeldCompetera, PROS Smart Price Optimization & Management, PricefxPrice2Spyagainst: Competera, PROS Smart Price Optimization & Management, Vendavono first choiceagainst: PriceLabs, Repricer
Four alternatives
Competera, PROS Smart Price Optimization & Management, Prisync, ZilliantThree alternatives
PROS Smart Price Optimization & Management, Vendavo, ZilliantFour alternatives
BlackCurve, Intelligence Node, Vendavo, ZilliantTwo alternatives
Pricefy, PrisyncMistral SmallPricefx, Zilliant Price IQPGPChangedPricefx, VendavoPrice2Spy, Prisyncno first choiceagainst: Feedvisor, Price2Spy, Prisync, Seller Snap
Three alternatives
Orb, Virtocommerce Pricing Engine, ZilliantThree alternatives
PROS Smart Price Optimization & Management, Price2Spy, RevionicsDeepSeek V4 FlashPricefxPricefxHeldagainst: VendavoPROS Smart Price Optimization & Management, VendavoPricefyno first choiceagainst: Beyond Pricing, Chargebee, Conga Price Optimization & Management, PROS Smart Price Optimization & Management, Price2Spy, PriceShape, Prisync, Repricer
Four alternatives
BlackCurve, PriceBeam, Prisync, ZilliantThree alternatives
PROS Smart Price Optimization & Management, Prisync, ZilliantFive alternatives
Competera, Omnia Retail, Price2Spy, Pricefx, PrisyncThree alternatives
BQool, Price2Spy, PrisyncLlama 4 MaverickPricefxno first choiceChangedno first choicePrisyncno first choicenothing named
Two alternatives
PROS Smart Price Optimization & Management, Zilliant Price IQOne alternative
EElastiqlyQwen 3.7 FlashPricefxagainst: SAP Hybris PricingZilliantChangedPROS Smart Price Optimization & ManagementAltosightagainst: Competera, Vendavono first choicenothing named
Four alternatives
Competera, PROS Smart Price Optimization & Management, Vendavo, ZilliantTwo alternatives
Articsledge, PGPFive alternatives
Competera, Pricefx, Revionics, Vendavo, ZilliantThree alternatives
Pricefy, Priceva, PrisyncKimi K2PricefxPricefxHeldagainst: PROS Smart Price Optimization & Managementno first choicePrice2Spyagainst: BlackCurve, Competera, SYMSONno first choiceagainst: RealPage
Four alternatives
Competera, PROS Smart Price Optimization & Management, SYMSON, ZilliantTwo alternatives
Vendavo, ZilliantTwo alternatives
Pricefy, PrisyncGLM 4.7 FlashXPricefxPriceSmurfChangedagainst: Vendavo, Zilliantno first choiceAltosightno first choicenothing named
Three alternatives
Pricemoov, Vendavo, ZilliantFour alternatives
Competera, Price2Spy, Pricefx, PrisyncTen alternatives
Competera, Intelligence Node, PROS Smart Price Optimization & Management, PriceBeam, PriceLabs, Pricefx, Quicklizard, Vendavo, Yieldigo, ZilliantThree alternatives
Helecos, Pricefy, PrisyncMiniMax M2.5PricefxZilliantChangedagainst: VendavoPricefxPrisyncno first choicenothing named
Three alternatives
PROS Smart Price Optimization & Management, Vendavo, ZilliantThree alternatives
Conga Price Optimization & Management, Pricefx, PrisyncSeven alternatives
Competera, Intelligence Node, PROS Smart Price Optimization & Management, Prisync, Vendavo, Wiser, ZilliantFour alternatives
BQool, Price2Spy, Pricefy, RepricerExpressGPT-6 LunaPricefxPricefxHeldagainst: PROS Smart Price Optimization & Managementno first choicePrisyncno first choiceagainst: RealPage, Yardi
Two alternatives
Pricemoov, SYMSONTwo alternatives
Vendavo, ZilliantMuse Glimmer 30BPricefxagainst: VendavoPricefxHeldPROS Smart Price Optimization & Management, ZilliantPrisyncno first choiceagainst: PROS Smart Price Optimization & Management, Pricefx, Vendavo, Zilliantagainst: Blue Yonder, RELEX
One alternative
ZilliantThree alternatives
PROS Smart Price Optimization & Management, Vendavo, ZilliantFive alternatives
Competera, Price2Spy, Pricefx, Prisync, VendavoFour alternatives
BQool, Price2Spy, Pump Cloud, RepricerExpress ExpressBold 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 00:19 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:24 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:00 | yes | 25 | 32 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:45 | yes | 18 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:32 | yes | 23 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:14 | yes | 12 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:43 | yes | 22 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:38 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:52 | yes | 10 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:33 | yes | 10 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:42 | yes | 18 | 40 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:45 | yes | 5 | 13 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:37 | yes | 4 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:17 | yes | 11 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:11 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:01 | yes | 5 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:35 | yes | 19 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:42 | yes | 16 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:38 | yes | 21 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:11 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:18 | yes | 16 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:12 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:59 | yes | 7 | 17 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:43 | yes | 20 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:33 | yes | 15 | 70 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:47 | yes | 8 | 12 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:50 | yes | 5 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:27 | yes | 14 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:16 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:45 | yes | 4 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:00 | yes | 16 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:54 | yes | 16 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:36 | yes | 18 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:30 | yes | 22 | 17 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:07 | yes | 22 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:03 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:14 | yes | 20 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:16 | yes | 17 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:58 | yes | 24 | 122 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:47 | yes | 25 | 31 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:45 | yes | 11 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:56 | yes | 24 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:01 | yes | 19 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:55 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:14 | yes | 15 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:20 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:29 | yes | 24 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:12 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:19 | yes | 24 | 40 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:46 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:21 | yes | 15 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:23 | yes | 9 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:30 | yes | 21 | 78 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:57 | yes | 10 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:55 | yes | 1 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:58 | yes | 14 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:29 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:23 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:15 | yes | 10 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:13 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:16 | yes | 13 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:16 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:23 | yes | 22 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:17 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:00 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:40 | no | 0 | 59 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:17 | no | 0 | 17 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:24 | yes | 5 | 26 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:00 | yes | 4 | 32 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:47 | yes | 13 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:45 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:46 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:51 | yes | 16 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:19 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:09 | yes | 22 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:26 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:24 | yes | 24 | 63 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:21 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:36 | yes | 9 | 20 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:37 | yes | 24 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:16 | yes | 14 | 18 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:23 | yes | 16 | 19 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:19 | yes | 2 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:13 | yes | 21 | 24 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 (Smart Price Optimization) read as PROS Smart Price Optimization & Management
PROS (by SAP) read as PROS Smart Price Optimization & Management
PROS Pricing read as PROS Smart Price Optimization & Management
Unresolved, counted raw
Articsledge
EElastiqly
EcoPrice
Helecos
Informed.co
Kleene.ai
Lokad
Multiply
Perfect Price
Periscope Price Optimization
PriceSmurf
Pricefx CPQ Software
Priceva
Pump Cloud
RepricerExpress Express
SAP Hybris Pricing
SAP add-on for intelligent project or proposal pricing
Seller Snap
Vendr
Virtocommerce Pricing Engine
Yardi
Discontinued, still offered
No shut-down product was recommended here.
Follow Pricing optimization
An email the morning each edition publishes: where this category moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
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