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. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
41%
Clear leader
41Prisync14Pricefx12PriceLabs33others
41% of first choices, clear leader.
Since October 2026▼−5Since October 2026: 46% → 41%, −5 points. Inside the 11-point floor: within noise.Prisync held the lead, −5 points on 46%, inside the 11-point floor.
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.
Small business
Prisync41%Clear leader▼−5Since October 2026: 46% → 41%, −5 points. Inside the 11-point floor: within noise.This pageMid-market
Pricefx49%Clear leader▼−4Since October 2026: 53% → 49%, −4 points. Inside the 11-point floor: within noise.Standing →EnterprisePricefx42%Clear leader▲+4Since October 2026: 38% → 42%, +4 points. Inside the 11-point floor: within noise.Standing →
Prisync41%Clear leader▼−5Since October 2026: 46% → 41%, −5 points. Inside the 11-point floor: within noise.This pageMid-marketPricefx49%Clear leader▼−4Since October 2026: 53% → 49%, −4 points. Inside the 11-point floor: within noise.Standing →EnterprisePricefx42%Clear leader▲+4Since October 2026: 38% → 42%, +4 points. Inside the 11-point floor: within noise.Standing →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 rateLabelsQuadrantSince October 2026
01Prisync41%8%60endorsed leader▼−5Since October 2026: 46% → 41%, −5 points. Inside the 11-point floor: within noise.46% → 41%
Prisync41%8%60endorsed leader▼−5Since October 2026: 46% → 41%, −5 points. Inside the 11-point floor: within noise.46% → 41%02Pricefx14%63%49criticized challenger▲+2Since October 2026: 12% → 14%, +2 points. Inside the 11-point floor: within noise.12% → 14%
Pricefx14%63%49criticized challenger▲+2Since October 2026: 12% → 14%, +2 points. Inside the 11-point floor: within noise.12% → 14%03PriceLabs12%4%28accepted challenger▲+10Since October 2026: 2% → 12%, +10 points. Inside the 11-point floor: within noise.2% → 12%
04
Zilliant4%75%36criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Zilliant4%75%36criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%05
Price2Spy2%3%30accepted challenger▼−17Since October 2026: 19% → 2%, −17 points. Past the 11-point floor: movement.19% → 2%
Price2Spy2%3%30accepted challenger▼−17Since October 2026: 19% → 2%, −17 points. Past the 11-point floor: movement.19% → 2%Show the three products at 0%, ordered by negative rate
07PROS Smart Price Optimization & Management0%85%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
08
Vendavo0%85%33criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Vendavo0%85%33criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%06
Competera0%61%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Competera0%61%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Pricefx vs Price2SpyPricefx vs CompeteraPricefx vs PROS Smart Price Optimization & ManagementPricefx vs Conga Price Optimization & ManagementPrisync vs ZilliantPrisync vs PriceLabsPrisync vs Price2SpyPrisync vs CompeteraPrisync vs PROS Smart Price Optimization & ManagementPrisync vs Conga Price Optimization & ManagementZilliant 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 & ManagementPrice2Spy vs CompeteraPrice2Spy vs PROS Smart Price Optimization & ManagementPrice2Spy vs Conga Price Optimization & ManagementCompetera vs PROS Smart Price Optimization & ManagementCompetera vs Conga Price Optimization & ManagementPROS Smart Price Optimization & Management vs Conga Price Optimization & Management
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 →
0102P03
040506P07
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Prisync41%
Prisync41%02Pricefx14%
Pricefx14%03PriceLabs12%
04Zilliant4%
Zilliant4%05Price2Spy2%
Price2Spy2%06Competera0%
Competera0%07PROS Smart Price Optimization & Management0%
08Vendavo0%
Vendavo0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, 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.
Vendavo85%
28 of 33 labels negative · 12 of 14 models · 11 hard negative
“Listed as a "criticized challenger" with 48% criticized rate... Small business fit: Poor – steep learning curve, high cost, complex implementation.” GLM 4.7 FlashX, negative prompt
Pricefx63%
31 of 49 labels negative · 12 of 14 models · 10 hard negative
“I excluded enterprise-heavy tools like Pricefx (custom/enterprise pricing often starting in the tens of thousands annually with complex setup” Grok 4.20, comparative prompt
PROS Smart Price Optimization & Management
85%
23 of 27 labels negative · 12 of 14 models · 9 hard negative
“Flagged in AI model buyer research for small B2B companies as 0% first choice share with 86% negative rate, 21 negative labels.” Muse Glimmer 30B, negative prompt
Zilliant75%
27 of 36 labels negative · 12 of 14 models · 7 hard negative
“Enterprise-focused tools like Pricefx, Vendavo, Zilliant, or Conga POM ... not intuitive for non-experts” Grok 4.20, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
76 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. 836 links across 170 sites, every framing counted. Ranked by the number of answers carrying the site or page. 41 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
45 answers · 64 citations · 11 models
vendor site · Software Advice44 answers · 58 citations · 12 models
vendor site · Capterra36 answers · 51 citations · 11 models
31 answers · 45 citations · 12 models
28 answers · 43 citations · 12 models
vendor site · GetApp25 answers · 38 citations · 10 models
21 answers · 21 citations · 8 models
17 answers · 17 citations · 10 models
vendor site · Guideflow16 answers · 19 citations · 6 models
vendor site · Prisync15 answers · 40 citations · 9 models
publisher (Gane)14 answers · 15 citations · 9 models
vendor site · Yieldigo14 answers · 15 citations · 7 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.
35 answers · 10 models
29 answers · 10 models
25 answers · 11 models
25 answers · 8 models
23 answers · 10 models
21 answers · 8 models
20 answers · 10 models
17 answers · 10 models
16 answers · 9 models
14 answers · 7 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 |
|---|---|---|---|---|---|---|
| Prisync prisync.com | 41% | 126 | 320 | 1 | 31,049 | 5 |
| Pricefx pricefx.com | 14% | 162 | 1,000 | 18 | 11,062 | 0 |
| PriceLabs pricelabs.co | 12% | 54 | ||||
| PriceSoft pricesoft.com | 6% | 5 | ||||
| Zilliant zilliant.com | 4% | 136 | 880 | 30 | 3,164 | 0 |
| Price2Spy price2spy.com | 2% | 51 | 260 | 0 | 16,961 | 27 |
| PriceBeam pricebeam.com | 2% | 9 | ||||
| Vendr | 2% | 1,600 | 533 | |||
| Wiser wiser.com | 2% | 13 | ||||
| BlackCurve blackcurve.com | 2% | 19 |
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 4.5Zilliantagainst: PricefxPricefxChangedPrisyncPrisyncno first choicenothing named
Two alternatives
Vendavo, ZilliantFour alternatives
BlackCurve, Omnia Retail, Price2Spy, PriceLabsFour alternatives
Pricefy, PricingHunter, Repricer.com, Wheelhouse PricingGPT-5.4 miniPricefxagainst: Price2Spy, Prisync, VendavoPricefxHeldagainst: PROS Smart Price Optimization & ManagementAura, PriceShapeagainst: Competera, Pricefx, Salesforce Revenue Cloud, Vendavo, ZilliantIntelisagainst: Conga Price Optimization & Management, Zilliantno first choiceagainst: Conga Price Optimization & Management, Pricefx, Vendavo, Zilliant
One alternative
ZilliantTwo alternatives
Conga Price Optimization & Management, ZilliantThree alternatives
Comparzeo, Prisync, pricefloOne alternative
PriceLabsGemini 3.5 FlashPriceEdge, SYMSONagainst: PROS Smart Price Optimization & Management, Vendavo, ZilliantPrisyncChangedagainst: PROS Smart Price Optimization & Management, Pricefx, ZilliantIntelligems, Prisyncagainst: PROS Smart Price Optimization & Management, Pricefx, ZilliantPrisyncagainst: PROS Smart Price Optimization & Management, Pricefx, Zilliantno first choiceagainst: Vendavo, Zilliantagainst: Competera, Informed.co, PROS Smart Price Optimization & Management, Pricefx, Repricer.com, Seller Snap, Syncron, Vendavo, Yieldigo, Zilliant
Six alternatives
DealHub, HubSpot Sales Hub, Maxio, Paddle, Price2Spy, PrisyncSix alternatives
BlackCurve, DealHub, OrderEase, QuoteWerks, SYMSON, SparkLayerFive alternatives
Paddle, Price2Spy, PriceStrike, ProfitWell, SchematicFive alternatives
BQool Repricer, Intelligems, ParityVend / Stigg, ProfitWell, Repricer.comPerplexity SonarZilliantagainst: Conga Price Optimization & Management, PROS Smart Price Optimization & Management, Pricefx, VendavoPricefxChangedagainst: Conga Price Optimization & Management, Vendavo, ZilliantPrisyncagainst: Competera, Pricefx, ZilliantPrisyncagainst: Competera, PROS Smart Price Optimization & Management, Pricefx, Vendrno first choiceagainst: Competera, PROS Smart Price Optimization & Management, Pricefx, Quicklizard, Vendavo, Zilliant
One alternative
PrisyncOne alternative
PrisyncFour alternatives
Altosight, Omnia Retail, Price2Spy, PriceBeamOne alternative
Price2SpyGrok 4.20Pricefxagainst: BlackCurve, Competera, PROS Smart Price Optimization & Management, Prisync, Salesforce Revenue Cloud, Vendavo, ZilliantConga CPQChangedagainst: VendavoPrisyncagainst: 7Learnings, PricefxPriceLabsagainst: PROS Smart Price Optimization & Management, Pricefx, Zilliantno first choiceagainst: Conga Price Optimization & Management, Helium 10, Pricefx, Priya AI Price Optimizer, Salesforce Revenue Cloud, Teikametrics, Vendavo, Wiser Solutions, Zilliant
Three alternatives
7Learnings, Schematic, StripeTwo alternatives
Pricefx, ZilliantFour alternatives
DATA SEEKERS, PriceEdge, PriceLabs, WiserThree alternatives
DATA SEEKERS, Prisync, Viaje.aiMistral SmallPrisyncPriceBeam, PrisyncChangedPrisyncPrisyncno first choiceagainst: BlackCurve, Omnia Retail, PROS Smart Price Optimization & Management, Vendavo, Vistaar, Zilliant
Two alternatives
Pricefx, VendavoTwo alternatives
Salesforce Revenue Cloud, Wiser SolutionsFour alternatives
Multiply, PriceLabs, Vendr, WiserTwo alternatives
PriceLabs, VendrDeepSeek V4 FlashBlackCurveagainst: PricefxPrisyncChangedagainst: Pricefx, VendavoPrice2Spy, Prisyncagainst: PriceLabs, Pricefx, VistaarPrisyncno first choiceagainst: Competera, PROS Smart Price Optimization & Management, Pricefx, Quicklizard, Vendavo, Zilliant
Two alternatives
Prisync, Vendavo PricepointOne alternative
Price2SpyThree alternatives
Competera Pricing Platform, PriceBeam, PriceShapeThree alternatives
Price2Spy, PriceLabs, VendrLlama 4 MaverickPrisyncWiserChangedno first choicePrisyncno first choiceagainst: PROS Smart Price Optimization & Management, Pricefx, Vendavo, Zilliant
Two alternatives
Pricefx, VendavoFour alternatives
Conga Price Optimization & Management, PriceBeam, PriceLabs, PricefxTwo alternatives
PriceLabs, Seller RepublicQwen 3.7 FlashPrisyncagainst: PROS Smart Price Optimization & Management, Pricefx, VendavoPriceSoft, PrisyncChangedagainst: PROS Smart Price Optimization & Management, Pricefx, VendavoPrisyncPriceLabs, Vendragainst: Prisyncno first choiceagainst: Oracle, SAP Profitability & Revenue Management, SAS
Five alternatives
7Learnings, Competera, Paddle, Simple Sales Pricing, ZilliantOne alternative
PepperiTwo alternatives
Multiply, PriceLabsTwo alternatives
Price2Spy, RepricerExpressKimi K2Prisyncagainst: Vendavo, ZilliantPriceSoftChangedagainst: Pricefx, Vendavo, ZilliantPrisyncagainst: PricefxPriceLabsagainst: Prisyncno first choiceagainst: Dynamic Pricing AI, PROS Smart Price Optimization & Management, Repricer, Vendavo
Two alternatives
PriceLabs, PricefxOne alternative
PrisyncThree alternatives
Omnia Retail, PriceLabs, PricefyTwo alternatives
Price2Spy, VendrGLM 4.7 FlashXPrice2Spy, Prisyncagainst: Pricefx, VendavoShopifyChangedagainst: PROS Smart Price Optimization & Management, Pricefx, Vendavo, ZilliantPrisyncagainst: WiserPriceLabsno first choiceagainst: PROS Smart Price Optimization & Management, Pricefx, Vendavo, Zilliantagainst: Competera, PROS Smart Price Optimization & Management, PriceEdge, Pricefx, SAP‑integrated pricing tools, Vendavo, Zilliant
Two alternatives
Multiply, PriceBeamTwelve alternatives
Conga CPQ, DATA SEEKERS, Epicor CPQ, Microsoft Dynamics 365 Commerce, NetSuite, Oracle CPQ, PartnerStack, Rewardful, Rocketpyme Monitor, SAP Commerce, Salesforce CPQ, WiserTwo alternatives
Price2Spy, PriceLabsFour alternatives
Price2Spy, PriceSoft, Superframeworks Pricing Strategy Generator, Wiser SolutionsMiniMax M2.5Prisyncagainst: Competera, PROS Smart Price Optimization & Management, Vendavo Pricepoint, ZilliantPricefx, PrisyncChangedPrisyncPriceLabsno first choiceagainst: SAS, Vista
Two alternatives
Price2Spy, PricefxThree alternatives
Conga Price Optimization & Management, DATA SEEKERS, Wiser SolutionsThree alternatives
Competera, Price2Spy, PriceLabsTwo alternatives
Price2Spy, PrisyncGPT-6 LunaPricefxagainst: PrisyncZoho CRMChangedPricefyPrisyncno first choiceagainst: Pricefxagainst: PROS Smart POM, Pricefx, Vendavo, Zilliant
Two alternatives
PriceBeam, ZilliantTwo alternatives
PriceSoft, QuoteWerksThree alternatives
Price2Spy, Pricision, PrisyncMuse Glimmer 30BPrisyncPriceSoftChangedPrice2Spy, Prisyncagainst: CompeteraPriceLabs, Prisyncno first choiceagainst: PROS Smart Price Optimization & Management, Pricefx, Vendavo, Zilliantagainst: Competera, PROS Smart Price Optimization & Management, Pricefx, Vendavo, Zilliant
Three alternatives
PROS Smart Price Optimization & Management, Pricefx, VendavoThree alternatives
Erplain, Unleashed, inFlow InventoryThree alternatives
PriceLabs, RepricerExpress, SellerActiveOne alternative
Price2SpyBold 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.
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 | 2026-11-01 10:46 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:06 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:06 | yes | 7 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:21 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:29 | yes | 10 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:18 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:42 | yes | 22 | 53 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:33 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:51 | yes | 5 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:13 | yes | 18 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:18 | yes | 21 | 79 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:32 | yes | 5 | 112 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:25 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:49 | yes | 11 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:34 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:52 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:30 | yes | 8 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:58 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:26 | yes | 25 | 17 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:20 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:05 | yes | 22 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:10 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:06 | yes | 14 | 71 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:11 | yes | 10 | 38 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:42 | yes | 20 | 53 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:35 | yes | 8 | 34 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:43 | yes | 4 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:09 | yes | 22 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:57 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:49 | yes | 7 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:21 | yes | 10 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:46 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:08 | yes | 21 | 22 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:58 | yes | 5 | 24 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:15 | yes | 24 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:39 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:24 | yes | 9 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:05 | yes | 18 | 52 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:31 | yes | 19 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:14 | yes | 24 | 53 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:33 | yes | 4 | 16 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:54 | yes | 18 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:58 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:27 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:39 | yes | 4 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:47 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:39 | yes | 15 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:04 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:40 | yes | 22 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:39 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:31 | yes | 5 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:09 | yes | 7 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:25 | yes | 17 | 30 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:48 | yes | 5 | 12 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:47 | yes | 1 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:38 | yes | 12 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:07 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:50 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:57 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:46 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:12 | yes | 13 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:50 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:39 | no | 0 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:00 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:46 | yes | 5 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:58 | yes | 19 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:40 | yes | 13 | 52 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:13 | yes | 10 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:46 | yes | 1 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:04 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:22 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:56 | yes | 5 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:37 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:19 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:07 | yes | 14 | 37 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:11 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:18 | yes | 24 | 50 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:56 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:46 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:59 | yes | 25 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:38 | yes | 13 | 67 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:26 | no | 0 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:58 | yes | 3 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:25 | yes | 20 | 30 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Conga read as Conga Price Optimization & Management
Conga POM read as Conga Price Optimization & Management
Conga POM (Price Optimization & Management) read as Conga Price Optimization & Management
PROS read as PROS Smart Price Optimization & Management
PROS (Smart Price Optimization & Management) read as PROS Smart Price Optimization & Management
Pros read as PROS Smart Price Optimization & Management
Unresolved, counted raw
Amazon's native repricing
Aura
AvaiBook
BQool Repricer
Comparzeo
Competera Pricing Platform
Duetto
Erplain
Informed.co
Intelligencia
Oracle
ParityVend / Stigg
Price f(x)
PriceStrike
Pricerunner
Pricision
Priya AI Price Optimizer
Rocketpyme Monitor
RoomPriceGenie
SAP Commerce (SAP Cloud for Customer)
SAP Profitability & Revenue Management
SAP‑integrated pricing tools
Seller Republic
Shopify's basic tools
Shopventory
Simple Sales Pricing
Superframeworks Pricing Strategy Generator
Twenty5
Viaje.ai
Vista
Wheelhouse Pricing
priceflo
Discontinued, still offered
No shut-down product was recommended here.