Product information management for small business buyers
Asked as “product information management system”, and as “PIM for product catalog data”, on behalf of a small B2B company. 51 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
84%
PlytixClear leader
84Plytix06Sales Layer02Akeneo PIM08others
84% 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 six 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.
All ten head-to-head pages: the top five products, each against each
One product takes 84% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Five products carry a negative rate above 25% in this category.
What they warned about
Ten of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, 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.
Pimcore53%
19 of 36 labels negative · 12 of 14 models · 4 hard negative
“demands technical expertise, making it less practical for small businesses without a development team” Mistral Small, negative prompt
Akeneo PIM43%
21 of 49 labels negative · 11 of 14 models · 4 hard negative
“Avoid self-hosted/open-source solutions (like standard Akeneo or OpenMage) unless you have a dedicated engineer.” Qwen 3.7 Flash, scale prompt
Inriver PIM67%
14 of 21 labels negative · 10 of 14 models · 9 hard negative
“Enterprise contracts run **$25,000–$90,000+/year**; pricing is opaque and features are locked behind tiers that don't match small business growth patterns” Kimi K2, negative prompt
Salsify81%
17 of 21 labels negative · 10 of 14 models · 8 hard negative
“The specific types of PIM systems and platforms to avoid or approach with extreme caution include the following: ... Salsify, inRiver, Stibo Systems (STEP), Contentserv.” 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
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. 1011 links across 153 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 · Plytix54 answers · 112 citations · 13 models
vendor site · Inriver48 answers · 80 citations · 13 models
vendor site · AtroPIM47 answers · 105 citations · 12 models
44 answers · 68 citations · 13 models
31 answers · 32 citations · 12 models
30 answers · 30 citations · 11 models
vendor site · Akeneo27 answers · 38 citations · 10 models
20 answers · 22 citations · 7 models
18 answers · 18 citations · 9 models
vendor site · Shopify15 answers · 22 citations · 9 models
vendor site · SourceForge14 answers · 18 citations · 9 models
vendor site · checkthat.ai14 answers · 17 citations · 6 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.
39 answers · 11 models
32 answers · 12 models
30 answers · 11 models
26 answers · 12 models
23 answers · 10 models
22 answers · 8 models
21 answers · 10 models
21 answers · 9 models
16 answers · 9 models
16 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 84%, Plytix Cloud PIM & DAM 0% | 84% | 133 | 720 | 12 | 6,008 | 13 | 5 |
| Sales Layer saleslayer.com | 6% | 80 | 170 | 51 | 4,785 | 17 | |
| Akeneo PIM akeneo.com Akeneo PIM 2%, Akeneo PIM Community Edition 2%, Akeneo Community Edition 0% | 4% | 159 | 480 | 15 | 33,435 | 13 | 5 |
| PIMinto piminto.com | 2% | 11 | |||||
| Santys | 2% | ||||||
| Inriver PIM inriver.com | 2% | 108 | 210 | 4 | 5,120 | 13 | |
| Catsy catsy.com | 0% | 35 | 480 | 9 | 2,376 | 1 | |
| OneTimePIM | 0% | 10 | 0 | ||||
| Ergonode | 0% | 20 | 0 | ||||
| PIMworks | 0% |
Google's top ten for the two searches hold 12 sites; 3 of them are among the sites the models cited here (akeneo.com, learn.g2.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 small B2B company?”Paraphrase“Which PIM for product catalog data would you recommend to a small business that sells to other businesses?”Comparative“What are the top product information management systems for a small team and how do they differ?”Budget-constrained“What is the best product information management system for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a product information management system. What should we look at?”Negative“Which product information management systems should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choicePlytixChangedPlytixagainst: Akeneo PIMPlytixagainst: Akeneo Community Edition, Pimcoreno first choiceagainst: Pimcore
Two alternatives
Catsy, Sales LayerTwo alternatives
Ergonode, PIMintoOne alternative
PIMintoGPT-5.4 miniPlytixagainst: PimberlyPlytixHeldagainst: Pimberly, Salsify, SyndigoSales LayerAkeneo PIM Community Editionagainst: Pimberlyno first choiceagainst: Pimcore
Two alternatives
Akeneo PIM, PimcoreTwo alternatives
Akeneo Community Edition, PimcoreTwo alternatives
Akeneo PIM, PimcoreOne alternative
PlytixGemini 3.5 FlashPlytixPlytixHeldPlytixagainst: Akeneo PIMPlytixagainst: Akeneo PIM, Inriver PIM, SalsifyPlytixagainst: Pimcore, Salsify, Stibo Systems STEPagainst: Akeneo PIM, Contentserv, EnterWorks, Inriver PIM, Pimcore, Salsify, Stibo Systems STEP
Two alternatives
Akeneo PIM, Sales LayerTwo alternatives
Akeneo PIM, Sales LayerThree alternatives
Apimio, Sales Layer, ToriutFour alternatives
AtroPIM, Peak PIM, TidySKU, UnoPimTwo alternatives
Akeneo PIM, CatsyPerplexity SonarPlytixSales LayerChangedPlytixPlytixno first choiceagainst: Akeneo PIM, Inriver PIM, Pimcore, Salsify
Three alternatives
KatanaPIM, PIMworks, Sales LayerTwo alternatives
Akeneo PIM, PlytixThree alternatives
Akeneo PIM, KatanaPIM, PIMworksOne alternative
PIMworksGrok 4.1 FastPlytixagainst: PimcorePlytixHeldagainst: PimcorePlytixagainst: Akeneo PIMPlytixagainst: Inriver PIM, Sales Layer, SalsifyPlytixagainst: Akeneo PIM, Inriver PIM, Pimcore, Salsify
Three alternatives
OneTimePIM, Pimberly, Sales LayerTwo alternatives
OneTimePIM, Sales LayerFour alternatives
Catsy, Ergonode, OneTimePIM, Sales LayerOne alternative
Akeneo PIM Community EditionOne alternative
PimcoreMistral SmallPlytixPlytixHeldPlytixPlytixno first choiceagainst: Akeneo PIM, Bluestone PIM, Censhare, Inriver PIM, Perfion PIM, Pimcore, Syndigo
Two alternatives
Akeneo PIM, Sales LayerTwo alternatives
Akeneo PIM, CatsyTwo alternatives
Akeneo PIM, Struct PIMTwo alternatives
Catsy, Inriver PIMDeepSeek V4 FlashPlytixPlytixHeldagainst: Akeneo PIM, SalsifyPlytixagainst: SalsifyPlytixPlytixagainst: Akeneo PIM, Salsifyagainst: Akeneo PIM, Inriver PIM, Pimcore, Sales Layer, Salsify
Four alternatives
Akeneo PIM, Ergonode, Pimcore, Sales LayerThree alternatives
Catsy, Ergonode, PimcoreTwo alternatives
Akeneo PIM, CatsyFour alternatives
4ALLPORTAL, Akeneo PIM, AtroPIM, PimcoreTwo alternatives
Inriver PIM, PIMworksLlama 4 MaverickPlytixPlytixHeldno first choicePlytixno first choicenothing named
Two alternatives
Akeneo PIM, Sales LayerTwo alternatives
Akeneo PIM, OneTimePIMQwen 3.7 FlashPlytixPlytixHeldagainst: Inriver PIMPlytixPlytixagainst: Akeneo PIM, commercetoolsInriver PIM, Plytix, Santysagainst: Akeneo PIM, OpenMageagainst: Akeneo PIM, Informatica Product 360, Inriver PIM, Pimcore, Salsify, Stibo Systems STEP, Syndigo
One alternative
Sales LayerTwo alternatives
Akeneo PIM, CatsyTwo alternatives
Akeneo PIM, OneTimePIMTwo alternatives
Catsy, Sales Layer PIMKimi K2PlytixPlytixHeldPlytixPlytixagainst: Akeneo Community EditionPlytixagainst: Akeneo PIM, Inriver PIM, Pimcore, Salsify, Syndigo
Two alternatives
Akeneo PIM, PimcoreThree alternatives
Akeneo Community Edition, Catsy, Sales LayerFour alternatives
Akeneo Community Edition, Catsy, PIMworks, Sales LayerTwo alternatives
AtroPIM, OpenPIMTwo alternatives
Akeneo PIM, PimcoreGLM 4.7 FlashXPlytixagainst: Akeneo PIM, Inriver PIM, Pimcore, SalsifyPlytixHeldPlytixPIMinto, Plytixagainst: Akeneo Community Editionno first choiceagainst: AtroPIM, Contentserv, Informatica Product 360, Inriver PIM, Perfion, Pimcore, Stibo Systems STEP, Syndigo
Three alternatives
Catsy, PIMworks, Sales LayerOne alternative
Sales LayerFive alternatives
Akeneo PIM, Catsy, Ergonode, OneTimePIM, Sales LayerThree alternatives
AtroPIM, OneTimePIM, PimcoreMiniMax M2.5Akeneo PIM, Sales LayerPlytixChangedPlytixagainst: Akeneo PIMPlytixno first choiceagainst: Akeneo PIM, Perfion PIM, Pimcore
Two alternatives
Pimcore, SyndigoTwo alternatives
OneTimePIM, OpenPIMThree alternatives
Catsy, Ergonode, Sales Layer PIMGPT-6 LunaPlytixPlytixHeldPlytixagainst: PimcorePlytixagainst: Pimcoreno first choiceagainst: Akeneo Community Edition, Inriver PIM, Pimcore, Salsify
Two alternatives
Akeneo PIM, Sales LayerOne alternative
Akeneo Community EditionThree alternatives
Akeneo PIM, Catsy, Sales LayerOne alternative
Akeneo Community EditionMuse Glimmer 30BPlytixPlytix, Sales LayerChangedCatsy, Plytixagainst: Akeneo PIM, SalsifyPlytixagainst: Akeneo PIM Community Editionno first choiceagainst: Akeneo PIM, Inriver PIM, Salsify, Stibo Systems STEP
Three alternatives
Akeneo Community Edition, Catsy, PimberlyOne alternative
CatsyOne alternative
Inriver PIMTwo alternatives
PIMinto, 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 | 2026-10-05 01:02 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:47 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:55 | yes | 17 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:59 | yes | 17 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:44 | yes | 22 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:04 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:43 | yes | 18 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:27 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:57 | yes | 5 | 18 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:49 | yes | 14 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:06 | yes | 12 | 56 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:48 | yes | 5 | 15 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:12 | yes | 4 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:45 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:17 | yes | 16 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:29 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:01 | yes | 12 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:39 | yes | 18 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:35 | yes | 21 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:24 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:33 | yes | 23 | 65 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:33 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:31 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:55 | yes | 25 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:23 | yes | 24 | 41 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:10 | yes | 10 | 40 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:46 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:37 | yes | 11 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:02 | yes | 16 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:45 | yes | 5 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:22 | yes | 18 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:14 | yes | 14 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:39 | yes | 21 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:17 | yes | 12 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:57 | yes | 24 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:16 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:16 | yes | 10 | 21 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:52 | yes | 16 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:15 | yes | 21 | 84 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:38 | yes | 18 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:17 | yes | 6 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:39 | yes | 13 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:16 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:22 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:01 | yes | 20 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:26 | yes | 13 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:29 | yes | 24 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:21 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:31 | yes | 19 | 45 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:15 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:04 | yes | 5 | 20 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:21 | yes | 19 | 44 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:32 | yes | 18 | 39 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:25 | yes | 5 | 11 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:59 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:55 | yes | 13 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:25 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:21 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:11 | yes | 12 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:13 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:23 | yes | 13 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:04 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:58 | yes | 19 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:16 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:44 | yes | 5 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:22 | yes | 18 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:57 | no | 0 | 11 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:53 | yes | 5 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:15 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:23 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:02 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:46 | yes | 6 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:46 | yes | 21 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:42 | yes | 15 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:56 | yes | 19 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:11 | yes | 12 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:52 | yes | 24 | 45 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:28 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:26 | yes | 10 | 24 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:37 | yes | 25 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:23 | yes | 21 | 72 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:22 | yes | 19 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:55 | yes | 5 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:36 | yes | 22 | 31 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 (Community Edition / LibrePIM) read as Akeneo PIM
Akeneo (Community Edition) read as Akeneo PIM
Akeneo (Community/Self-Hosted) read as Akeneo PIM
Akeneo (Enterprise/Growth Edition) read as Akeneo PIM
Akeneo (Growth Edition) read as Akeneo PIM
Akeneo Enterprise read as Akeneo PIM
Akeneo Growth read as Akeneo PIM
InRiver read as Inriver PIM
Informatica read as Informatica Product 360
Inriver read as Inriver PIM
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
4ALLPORTAL
Informatica Cloud (formerly Talend)
OpenMage
Salesforce
Santys
Shopify's native product tools
TidySKU
pimsimple
Discontinued, still offered
No shut-down product was recommended here.