Product information management
Asked as “product information management system”, and as “PIM for product catalog data”, on behalf of a mid-market B2B company. 53 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
34%
Contested · Akeneo PIM 25%
34Plytix25Akeneo PIM23Sales Layer19others
34% 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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
Show the five products at 0%, ordered by negative rate
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.
All ten head-to-head pages: the top five 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
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Plytix34%
Plytix34%02Akeneo PIM25%
Akeneo PIM25%03Sales Layer23%
Sales Layer23%04Pimcore2%
Pimcore2%05Inriver PIM2%
Inriver PIM2%06Salsify0%
Salsify0%07Syndigo0%
Syndigo0%08Stibo Systems STEP0%
Stibo Systems STEP0%09Catsy0%
Catsy0%10Pimberly0%
Pimberly0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, 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.
Akeneo PIM17%
9 of 54 labels negative · 7 of 14 models · 2 hard negative
“Akeneo PIM: Users have encountered data management issues, including navigation challenges and cumbersome asset handling.” Llama 4 Maverick, negative prompt
Pimberly30%
6 of 20 labels negative · 6 of 14 models · 2 hard negative
“Some PIM systems to be cautious about or avoid include: 1. Pimberly: Users have reported a steep learning curve, slow performance” Llama 4 Maverick, negative prompt
Inriver PIM18%
7 of 38 labels negative · 6 of 14 models
“Enterprise-grade PIMs (such as Salsify, inriver, or Akeneo Enterprise) can easily cost tens of thousands of dollars a year.” Gemini 3.5 Flash, budget prompt
Pimcore14%
6 of 43 labels negative · 5 of 14 models
“If you are looking for an "out-of-the-box" software where non-technical marketers can build workflows without code on day one, **avoid Pimcore**” Gemini 3.5 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
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. 963 links across 166 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 · Inriver46 answers · 84 citations · 14 models
vendor site · Plytix46 answers · 72 citations · 14 models
vendor site · AtroPIM44 answers · 89 citations · 12 models
34 answers · 65 citations · 14 models
30 answers · 38 citations · 10 models
24 answers · 24 citations · 11 models
vendor site · Pimcore23 answers · 26 citations · 12 models
vendor site · Pimly21 answers · 21 citations · 8 models
vendor site · Akeneo20 answers · 21 citations · 9 models
20 answers · 20 citations · 11 models
vendor site · checkthat.ai18 answers · 24 citations · 9 models
16 answers · 17 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.
40 answers · 12 models
24 answers · 11 models
24 answers · 11 models
24 answers · 10 models
23 answers · 11 models
22 answers · 10 models
21 answers · 8 models
17 answers · 8 models
17 answers · 11 models
17 answers · 11 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 product information management system”, “product information management system”. 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 | Best Google position |
|---|---|---|---|---|---|---|---|
| Plytix plytix.com Plytix 34%, Plytix Cloud PIM & DAM 2% | 36% | 133 | 720 | 12 | 6,008 | 13 | 5 |
| Akeneo PIM akeneo.com Akeneo PIM 25%, Akeneo Community Edition 2%, Akeneo Product Cloud 2%, Akeneo PIM Community Edition 0% | 28% | 159 | 480 | 15 | 33,435 | 13 | 5 |
| Sales Layer saleslayer.com | 23% | 80 | 170 | 51 | 4,785 | 17 | |
| Sales Layer PIM | 4% | 30 | 0 | ||||
| Pimcore pimcore.com Pimcore 2%, Pimcore Community Edition 0% | 2% | 137 | 880 | 22 | 4,825 | 0 | 2 |
| Inriver PIM inriver.com | 2% | 108 | 210 | 4 | 5,120 | 13 | |
| AtroPIM atropim.com | 2% | 19 | |||||
| PIMinto piminto.com | 2% | 11 | |||||
| PIMworks | 2% | ||||||
| Salsify salsify.com | 0% | 90 | 18,100 | 817 | 70,138 | 14 | 9 |
Google's top ten for the two searches hold 12 sites; 4 of them are among the sites the models cited here (akeneo.com, learn.g2.com, pimcore.com, plytix.com). The first result for “best product information management system” is gartner.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 product information management system for a mid-market B2B company?”Paraphrase“Which PIM for product catalog data would you recommend to a mid-sized B2B company?”Comparative“What are the top product information management systems and how do they differ?”Budget-constrained“What is the best product information management system for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a product information management system. What should we look at?”Negative“Which product information management systems should I avoid or be cautious about?”
Claude Haiku 4.5PlytixSales LayerChangedAkeneo PIM, Salesforce, Stibo Systems STEPAkeneo PIM, Pimcoreno first choiceagainst: Catsy DAM & PIM, Ergonode PIM, Informatica Product 360, PIMworks, Pimberly PIM, Pimcore
Three alternatives
Inriver PIM, Quable, Sales LayerTwo alternatives
Akeneo PIM, PlytixFour alternatives
Pimcore, Plytix, Salsify, SyndigoThree alternatives
Salsify, Shopware, SyndigoGPT-5.4 miniSales LayerAkeneo PIMChangedInriver PIMPlytixagainst: Akeneo PIM, Inriver PIM, Sales Layer, Salsifyno first choiceagainst: 1WorldSync, Akeneo PIM, Pimcore
Three alternatives
Akeneo PIM, Pimberly, QuableTwo alternatives
Inriver PIM, PimcoreFive alternatives
Akeneo PIM, Pimcore, Salsify, Stibo Systems STEP, SyndigoTwo alternatives
Akeneo Community Edition, PimcoreGemini 3.5 FlashSales LayerAkeneo PIMChangedSalsifyPlytixagainst: Akeneo Community Edition, Akeneo PIM, Inriver PIM, SalsifyAkeneo PIMagainst: Akeneo PIM, Inriver PIM, Microsoft Dynamics 365 Sales, NetSuite, Pimcore, SAP Master Data Governance, Salsify, Syndigo
Four alternatives
Akeneo PIM, Inriver PIM, Pimcore, PlytixThree alternatives
Inriver PIM, Plytix, Sales LayerSix alternatives
Akeneo PIM, Inriver PIM, Pimcore, Plytix, Stibo Systems STEP, SyndigoFive alternatives
Apimio, Peak PIM, Pimcore, Toriut, UnoPimThree alternatives
Inriver PIM, Pimcore, SalsifyPerplexity SonarSales LayerInriver PIMChangedno first choicePlytixagainst: Sales Layerno first choicenothing named
Three alternatives
BetterCommerce, Pimberly, PimcoreOne alternative
PlytixOne alternative
Pimcore Community EditionGrok 4.1 FastSales LayerSales LayerHeldPimberly, PlytixAkeneo Community Editionno first choiceagainst: Pimberly, Plytix Cloud PIM & DAM
Four alternatives
Akeneo PIM, Inriver PIM, Pimcore, PlytixFour alternatives
Akeneo PIM, Inriver PIM, Pimcore, PlytixSix alternatives
Akeneo PIM, Inriver PIM, Pimcore, Salsify, Stibo Systems STEP, SyndigoTwo alternatives
Pimcore Community Edition, PlytixMistral SmallPlytixSales Layer PIMChangedno first choiceAtroPIMno first choiceagainst: Akeneo PIM, Pimberly
Two alternatives
Akeneo PIM, entitys.ioTwo alternatives
Apollon, PimlyThree alternatives
Pimcore, Plytix, ToriutDeepSeek V4 FlashPlytix, Sales Layeragainst: Akeneo PIMSales LayerChangedAkeneo PIMPlytixAkeneo PIMagainst: Comosoft, Inriver PIM, PIMworks, Plytix Cloud PIM & DAM, Quable PIM
Two alternatives
Akeneo PIM, Inriver PIMFive alternatives
Inriver PIM, Pimcore, Plytix, Salsify, Stibo Systems STEPTwo alternatives
Akeneo PIM Community Edition, Pimcore Community EditionFive alternatives
Informatica Product 360, Inriver PIM, Pimcore, Salsify, Stibo Systems STEPLlama 4 MaverickPlytixAkeneo PIM, Sales LayerChangedno first choiceSales Layer PIMno first choiceagainst: Akeneo PIM, Pimberly
Three alternatives
Akeneo PIM, Pimberly, entitys.ioOne alternative
PimcoreOne alternative
SyndigoQwen 3.7 FlashPlytixAkeneo PIMChangedAkeneo PIMPlytixno first choiceagainst: Adobe Commerce's built-in features, Excel-based workflows, Oracle MDM, Perfion, Pimberly, SAP Master Data Governance, Shopify's native catalog management
Three alternatives
Akeneo PIM, Catsy, Sales LayerFour alternatives
Inriver PIM, Pimcore, Sales Layer, entitys.ioFour alternatives
Pimcore, Plytix, Salsify, SyndigoTwo alternatives
OneTimePIM, Sales Layer PIMKimi K2Akeneo PIM, Plytix, Sales LayerPlytixChangedAkeneo PIMPIMinto, Plytixno first choiceagainst: Inriver PIM, PIMworks, Pimberly, Plytix
Two alternatives
Catsy, Inriver PIMTwo alternatives
Akeneo PIM, Inriver PIMFive alternatives
Inriver PIM, Pimcore, Plytix, Salsify, SyndigoTwo alternatives
Akeneo Community Edition, Pimcore Community EditionGLM 4.7 FlashXAkeneo PIMagainst: Inriver PIM, PlytixSales LayerChangedSalsifyPIMworks, Plytixagainst: Pimberly SaaS PIM & DAMno first choiceagainst: Akeneo PIM, Pimberly, Plytix Cloud PIM & DAM
Two alternatives
Pimcore, Sales LayerFour alternatives
Akeneo PIM, Bluestone PIM, Plytix, WISEPIMSix alternatives
Akeneo PIM, Inriver PIM, Pimcore, Plytix, Sales Layer, Stibo Systems STEPSix alternatives
Akeneo PIM, AtroPIM, Catsy, Odoo PIM, Pimcore, Sales LayerMiniMax M2.5Akeneo Product Cloud, PlytixAkeneo PIMChangedAkeneo PIM, Inriver PIM, PimcorePlytixno first choicenothing named
Three alternatives
Inriver PIM, Pimberly, PimcoreThree alternatives
Pimly, Plytix, Sales LayerThree alternatives
Sales Layer, Salsify, Stibo Systems STEPTwo alternatives
Catsy, PimberlyGPT-6 LunaAkeneo PIMagainst: PimcoreAkeneo PIMHeldno first choicePlytixno first choiceagainst: Akeneo PIM, Informatica Product 360, Inriver PIM, Oracle, Pimcore, SAP Master Data Governance, Salsify, Stibo
Two alternatives
Inriver PIM, SalsifyTwo alternatives
Inriver PIM, PlytixOne alternative
Akeneo Community EditionMuse Glimmer 30BPlytix, Sales Layeragainst: Salsify PXMAkeneo PIMChangedAkeneo PIM, SalsifyPlytix Cloud PIM & DAMno first choiceagainst: AtroPIM, Bluestone, Ergonode, PIMworks, Pimberly PIM, Pimcore, Plytix Cloud PIM & DAM, Sales Layer, Salsify PXM
Two alternatives
Akeneo PIM, PimcoreTwo alternatives
Catsy, Sales LayerThree alternatives
Inriver PIM, Pimcore, PlytixTwo alternatives
Akeneo PIM Community Edition, PimcoreBold 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 | 2026-10-04 23:12 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:54 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:11 | yes | 11 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:17 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:24 | yes | 20 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:47 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:00 | yes | 21 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:52 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:32 | yes | 5 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:09 | yes | 16 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:30 | yes | 19 | 28 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:56 | yes | 9 | 39 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:36 | yes | 3 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:23 | yes | 14 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:28 | yes | 14 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:44 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:12 | yes | 10 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:55 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:00 | yes | 20 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:14 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:59 | yes | 21 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:59 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:58 | yes | 5 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:36 | yes | 15 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:19 | yes | 15 | 28 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:36 | yes | 5 | 17 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:58 | yes | 4 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:39 | yes | 14 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:42 | yes | 17 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:58 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:48 | yes | 12 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:15 | yes | 20 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:48 | yes | 24 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:05 | yes | 13 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:55 | yes | 25 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:24 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:51 | no | 0 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:18 | yes | 14 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:09 | yes | 14 | 75 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:55 | yes | 15 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:28 | yes | 9 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:13 | yes | 14 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:55 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:44 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:43 | yes | 13 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:43 | yes | 15 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:44 | yes | 24 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:34 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:31 | yes | 25 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:27 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:35 | yes | 10 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:21 | yes | 15 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:26 | yes | 23 | 237 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:35 | yes | 10 | 18 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:35 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:21 | yes | 11 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:09 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:02 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:47 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:53 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:30 | yes | 19 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:25 | no | 0 | 2 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:48 | yes | 17 | 77 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:15 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:58 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:12 | yes | 10 | 16 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:13 | yes | 10 | 39 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:41 | yes | 5 | 20 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:17 | yes | 2 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:22 | no | 0 | 5 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:25 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:44 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:43 | yes | 26 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:13 | yes | 15 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:32 | yes | 23 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:23 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:34 | yes | 23 | 48 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:00 | yes | 7 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:46 | yes | 12 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:50 | yes | 24 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:18 | yes | 23 | 19 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:35 | yes | 5 | 19 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:49 | yes | 5 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:41 | yes | 24 | 26 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
Akeneo read as Akeneo PIM
Akeneo Enterprise read as Akeneo PIM
Akeneo enterprise read as Akeneo PIM
InRiver read as Inriver PIM
Informatica read as Informatica Product 360
Inriver read as Inriver PIM
SAP read as SAP Master Data Governance
Stibo Systems read as Stibo Systems STEP
Stibo Systems (STEP) read as Stibo Systems STEP
inRiver read as Inriver PIM
inriver read as Inriver PIM
Unresolved, counted raw
ATAMYA
Adobe Commerce's built-in features
Apollon
Catsy DAM & PIM
Comosoft (LAGO)
Ergonode PIM
Excel-based workflows
Odoo PIM
Oracle
Oracle MDM
RepairLink
SAP Commerce Cloud Product Content Management
Salesforce
Shopify's native catalog management
Syniti
Winshuttle
mediaSolution3
Discontinued, still offered
No shut-down product was recommended here.