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. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
74%
Clear leader
74Plytix07Akeneo PIM04Sales Layer15others
74% of first choices, clear leader.
Since October 2026▼−10Since October 2026: 84% → 74%, −10 points. Inside the 11-point floor: within noise.Plytix held the lead, −10 points on 84%, 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
Plytix74%Clear leader▼−10Since October 2026: 84% → 74%, −10 points. Inside the 11-point floor: within noise.This pageMid-market
Akeneo PIM33%Contested↗new leaderNew leader since October 2026: Akeneo PIM (33%) replaces Plytix (34% then, 24% now), 9 points clear, inside the 11-point floor.Standing →Enterprise
Inriver PIM29%Contested▲+2Since October 2026: 27% → 29%, +2 points. Inside the 11-point floor: within noise.Standing →
Plytix74%Clear leader▼−10Since October 2026: 84% → 74%, −10 points. Inside the 11-point floor: within noise.This pageMid-marketAkeneo PIM33%Contested↗new leaderNew leader since October 2026: Akeneo PIM (33%) replaces Plytix (34% then, 24% now), 9 points clear, inside the 11-point floor.Standing →EnterpriseInriver PIM29%Contested▲+2Since October 2026: 27% → 29%, +2 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
01Plytix74%1%67endorsed leader▼−10Since October 2026: 84% → 74%, −10 points. Inside the 11-point floor: within noise.84% → 74%
Plytix74%1%67endorsed leader▼−10Since October 2026: 84% → 74%, −10 points. Inside the 11-point floor: within noise.84% → 74%02Akeneo PIM7%25%60criticized challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise.2% → 7%
Akeneo PIM7%25%60criticized challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise.2% → 7%03
Sales Layer4%0%41accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
Sales Layer4%0%41accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%04UnoPim4%9%11accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
05
Catsy2%0%30accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Catsy2%0%30accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
07
Akeneo Community Edition2%33%12criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Akeneo Community Edition2%33%12criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08
Pimcore2%42%38criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Pimcore2%42%38criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
11
Salsify0%70%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Salsify0%70%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10Inriver PIM0%66%35criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Inriver PIM0%66%35criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
Syndigo0%58%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Syndigo0%58%12criticized 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-one head-to-head pages: the top seven products, each against each
Akeneo PIM vs Inriver PIMAkeneo PIM vs WISEPIMAkeneo PIM vs SalsifyPlytix vs PimcorePlytix vs Sales LayerPlytix vs Inriver PIMPlytix vs WISEPIMPlytix vs SalsifyPimcore vs Sales LayerPimcore vs Inriver PIMPimcore vs WISEPIMPimcore vs SalsifySales Layer vs Inriver PIMSales Layer vs WISEPIMSales Layer vs SalsifyInriver PIM vs WISEPIMInriver PIM vs SalsifyWISEPIM vs Salsify
One product takes 74% of first choices here, so the chart would put ten 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. Six 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, GPT-5.4 mini, Mistral Small and Llama 4 Maverick 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.
Salsify70%
23 of 33 labels negative · 12 of 14 models · 12 hard negative
“Avoid: Enterprise‑grade PXM suites like Salsify, Syndigo, and inRiver if you're a small business with limited budget” GLM 4.7 FlashX, negative prompt
Inriver PIM66%
23 of 35 labels negative · 12 of 14 models · 11 hard negative
“Frequently cited as unsuitable for small businesses. Enterprise contracts commonly run $25,000–$90,000+ per year, with opaque pricing” Grok 4.20, negative prompt
Pimcore42%
16 of 38 labels negative · 12 of 14 models · 7 hard negative
“Specific systems to avoid include: - Pimcore: Pimcore is the best for large enterprises with complex requirements, but it may not work for you if you're a small business” Claude Haiku 4.5, negative prompt
Akeneo PIM25%
15 of 60 labels negative · 12 of 14 models · 6 hard negative
“Avoid self-hosted/open-source solutions (like standard Akeneo or OpenMage) unless you have a dedicated engineer.” Muse Glimmer 30B, 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. 871 links across 156 sites, every framing counted. Ranked by the number of answers carrying the site or page. 28 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.
vendor site · Inriver43 answers · 61 citations · 14 models
vendor site · Plytix36 answers · 80 citations · 11 models
30 answers · 30 citations · 10 models
29 answers · 46 citations · 11 models
vendor site · Capterra29 answers · 45 citations · 11 models
vendor site · WISEPIM26 answers · 41 citations · 12 models
vendor site · Spotsaas26 answers · 35 citations · 10 models
vendor site · Akeneo22 answers · 39 citations · 9 models
vendor site · Software Advice21 answers · 25 citations · 8 models
vendor site · AtroPIM13 answers · 17 citations · 7 models
vendor site · SourceForge13 answers · 13 citations · 9 models
vendor site · UnoPim13 answers · 13 citations · 8 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.
30 answers · 10 models
30 answers · 13 models
17 answers · 9 models
16 answers · 8 models
15 answers · 7 models
12 answers · 9 models
12 answers · 8 models
12 answers · 8 models
11 answers · 6 models
11 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 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 74%, Plytix PIM 2% | 76% | 135 | 720 | 12 | 6,008 | 13 | 5 |
| Akeneo PIM akeneo.com Akeneo PIM 7%, Akeneo Community Edition 2%, Akeneo PIM Community Edition 0% | 9% | 167 | 480 | 15 | 33,435 | 13 | 5 |
| Sales Layer saleslayer.com | 4% | 87 | 170 | 51 | 4,785 | 17 | |
| UnoPim unopim.com | 4% | 19 | |||||
| Catsy catsy.com Catsy 2%, Catsy DAM & PIM 0% | 2% | 49 | 480 | 9 | 2,376 | 1 | |
| WISEPIM wisepim.com | 2% | 33 | |||||
| Propel propel-ai.com | 2% | 6 | |||||
| Pimcore pimcore.com Pimcore 2%, Pimcore Community Edition 0% | 2% | 155 | 880 | 22 | 4,825 | 0 | 2 |
| AtroPIM atropim.com | 0% | 13 | |||||
| Apimio apimio.com | 0% | 5 |
Google's top ten for the two searches hold 12 sites; 2 of them are among the sites the models cited here (akeneo.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 4.5Akeneo PIMPlytixChangedPlytixPlytixno first choiceagainst: ATAMYA, Akeneo PIM, Pimcore, entitys.io
Four alternatives
Contentserv, Infor CloudSuite PLM, Salsify, SyndigoTwo alternatives
Catsy, Sales LayerThree alternatives
Catsy, OdooPIM, Pattern PXMTwo alternatives
Akeneo Community Edition, WISEPIMGPT-5.4 miniPlytixagainst: Inriver PIMAkeneo PIMChangedagainst: Inriver PIMPlytixagainst: 1WorldSync, Akeneo PIM, PimberlyAkeneo PIMagainst: Airtable, Notionno first choicenothing named
Two alternatives
Akeneo PIM, Sales LayerTwo alternatives
Pimcore, Sales LayerTwo alternatives
Catsy, Sales LayerOne alternative
PlytixGemini 3.5 FlashPlytixPlytixHeldagainst: Inriver PIM, SalsifyPlytix, Sales Layeragainst: Inriver PIM, SalsifyPlytixagainst: PimcorePlytixagainst: Inriver PIM, Salsify, Syndigoagainst: Akeneo PIM, Contentserv, Informatica Product 360, Inriver PIM, Pimcore, Salsify, Stibo Systems STEP, Syndigo
Four alternatives
Akeneo PIM, Catsy, Pimcore, Sales LayerThree alternatives
Akeneo PIM, Catsy, Sales LayerFour alternatives
Akeneo PIM, Ergonode, Jasper PIM, WISEPIMTwo alternatives
Akeneo PIM, ApimioFour alternatives
Akeneo PIM, Catsy, Pimcore, Sales LayerPerplexity SonarPlytixagainst: Akeneo PIM, Inriver PIM, PimcorePlytixHeldPlytixagainst: PimcorePlytixagainst: Akeneo Community Edition, Inriver PIM, Pimberly, Salsifyno first choiceagainst: Akeneo Community Edition, Akeneo PIM, Contentserv, Inriver PIM, OpenPIM, Pimcore, Salsify, Stibo Systems STEP, Syndigo, UnoPim
Two alternatives
Catsy, UnoPimFour alternatives
Akeneo PIM, Catsy, Inriver PIM, UnoPimFive alternatives
Akeneo PIM, Apimio, Flxpoint, PIMdesk, UnoPimTwo alternatives
Apimio, UnoPimGrok 4.20PlytixPlytixHeldagainst: Contentserv, Inriver PIM, SalsifyPlytix, WISEPIMagainst: Inriver PIM, Salsify, Stibo Systems STEPAkeneo Community Edition, Plytixagainst: Salsify, StiboPlytixagainst: Pimcoreagainst: Akeneo PIM, Inriver PIM, Pimberly, Pimcore, Salsify
Five alternatives
4ALLPORTAL, Akeneo PIM, Catsy, Pimberly, Sales LayerFour alternatives
Akeneo Community Edition, Catsy, Sales Layer, WISEPIMThree alternatives
Akeneo PIM, Pimcore, Sales LayerFive alternatives
Catsy, Pattern PXM, Pimcore Community Edition, UnoPim, WISEPIMThree alternatives
Akeneo PIM, Catsy, Sales LayerMistral SmallPlytix, Sales LayerPlytixChangedagainst: PIMintoCatsy, Plytix, Sales LayerUnoPimAkeneo PIM, Propel, Sales Layeragainst: Plytix, Salsifyagainst: Cin7 Omni, EnterWorks, Fishbowl Inventory, Solid Commerce, Syndigo, Talech
Two alternatives
Akeneo PIM, PimcoreTwo alternatives
Catsy, Sales LayerFour alternatives
Akeneo PIM, Inriver PIM, Pimcore, SalsifyThree alternatives
Akeneo PIM, Pimcore, PlytixTwo alternatives
Inriver PIM, PimcoreDeepSeek V4 FlashPlytixPlytixHeldPlytixagainst: SalsifyPlytix PIMPlytixagainst: Inriver PIM, Salsifyagainst: Akeneo PIM, Inriver PIM, Pimberly, Pimcore, Salsify
Three alternatives
Akeneo PIM, Pimcore, Sales LayerOne alternative
Sales LayerTwo alternatives
Akeneo PIM, Catsy PIM & DAMTwo alternatives
Akeneo PIM Community Edition, WISEPIMFour alternatives
Akeneo PIM, Catsy, Pimcore, WISEPIMLlama 4 MaverickPlytixCatsy, PlytixChangedPlytixagainst: SalsifyPlytixno first choiceagainst: Akeneo PIM, Inriver PIM, Pimcore
Four alternatives
Akeneo PIM, Pimcore, Sales Layer, SalsifyTwo alternatives
Inriver PIM, Sales LayerThree alternatives
Akeneo PIM, Brandquad, Inriver PIMTwo alternatives
Akeneo PIM, UnoPimQwen 3.7 FlashPlytixPlytixHeldPlytixagainst: Akeneo PIMPlytixagainst: Akeneo Community Edition, Inriver PIM, Salsify, Stibono first choiceagainst: HubSpot, Inriver PIM, Pimcore, Salesforce Commerce Cloud, Salsify, Self-Hosted Akeneo
Three alternatives
Akeneo PIM, Sales Layer, WISEPIMTwo alternatives
Akeneo PIM, PIMintoThree alternatives
Catsy, Propel, Sales LayerOne alternative
WISEPIMKimi K2PlytixPlytixHeldPlytixPlytixPlytixagainst: Akeneo Community Edition, Akeneo PIM, Bluestone PIM, Inriver PIM, OneTimePIM, Pimberly, Pimcore, Salsify
Four alternatives
Akeneo PIM, Catsy DAM & PIM, PIMworks, Sales LayerOne alternative
Akeneo Community EditionFour alternatives
Akeneo PIM, Catsy, PIMworks, Sales LayerThree alternatives
Akeneo PIM Community Edition, AtroPIM, OpenPIMTwo alternatives
Sales Layer, WISEPIMGLM 4.7 FlashXPlytixagainst: Akeneo PIMPlytixHeldPlytixWISEPIMno first choiceagainst: Akeneo PIM, Inriver PIM, Pimcore, Salsify, Syndigo
Two alternatives
Sales Layer, WISEPIMFive alternatives
Akeneo PIM, Catsy PIM, Ergonode, Sales Layer, ToriutTwo alternatives
Akeneo PIM, CatsyTwo alternatives
Akeneo PIM Community Edition, UnoPimMiniMax M2.5PlytixPlytixHeldPlytixPlytix, UnoPimPimcoreagainst: Akeneo PIM, Inriver PIM, Pimcore, Salsify
Three alternatives
Akeneo PIM, Inriver PIM, Sales LayerTwo alternatives
Akeneo Community Edition, Akeneo PIMThree alternatives
Akeneo PIM, Pimcore, Sales LayerTwo alternatives
Akeneo Community Edition, Pimcore Community EditionFour alternatives
Akeneo PIM, Catsy, Inriver PIM, Salesforce Data CloudGPT-6 LunaPlytixPlytixHeldPlytixPlytixno first choiceagainst: Informatica Product 360, Inriver PIM, Pimcore, Salsify, Stibo Systems STEP, Syndigo
One alternative
Akeneo PIMTwo alternatives
Akeneo PIM, CatsyThree alternatives
Akeneo PIM, Pimcore, Sales LayerOne alternative
Akeneo Community EditionMuse Glimmer 30BPlytixPlytixHeldPlytixagainst: Inriver PIM, Salsify, SyndigoPlytixagainst: Akeneo PIMno first choiceagainst: Akeneo PIM, Inriver PIM, Pimcore, Salsify
Four alternatives
Akeneo PIM, Inriver PIM, Pimcore, Sales LayerTwo alternatives
Akeneo PIM, CatsyFive alternatives
Akeneo Community Edition, Catsy, Pimcore, Sales Layer, Struct PIMSeven alternatives
AtroPIM, PIMinto, Pimcore, Toriut, TruPIM, UnoPim, WISEPIMBold 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 09:40 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:30 | yes | 4 | 6 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 16:52 | yes | 11 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:12 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:18 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:46 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:12 | yes | 25 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:33 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:02 | yes | 10 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:36 | yes | 18 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:38 | yes | 24 | 279 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:48 | yes | 5 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:37 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:27 | yes | 13 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:53 | yes | 19 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:34 | yes | 4 | 6 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 12:43 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:45 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:49 | yes | 5 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:33 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:42 | yes | 25 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:51 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:38 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:19 | yes | 25 | 47 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:26 | yes | 14 | 65 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:56 | yes | 15 | 24 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:16 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:49 | yes | 14 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:32 | yes | 14 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:23 | yes | 2 | 6 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 14:03 | yes | 11 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:46 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:32 | yes | 9 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:03 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:38 | yes | 25 | 27 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:34 | yes | 9 | 5 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:00 | yes | 5 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:41 | yes | 20 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:57 | yes | 25 | 39 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:24 | yes | 10 | 42 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:05 | yes | 4 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:57 | yes | 14 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:07 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:31 | no | 0 | 4 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 09:04 | yes | 10 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:16 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:06 | yes | 19 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:01 | yes | 5 | 11 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:33 | yes | 25 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:06 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:11 | yes | 5 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:47 | yes | 15 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:25 | yes | 12 | 15 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:34 | yes | 9 | 34 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:13 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:44 | yes | 13 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:03 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:45 | no | 0 | 7 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 14:39 | yes | 5 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:30 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:51 | yes | 15 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:24 | yes | 5 | 29 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:20 | yes | 23 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:01 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:50 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:02 | yes | 20 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:15 | yes | 15 | 65 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:58 | no | 0 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:55 | yes | 1 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:13 | no | 0 | 6 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:43 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:55 | yes | 5 | 6 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 11:13 | yes | 14 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:32 | yes | 10 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:06 | yes | 9 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:17 | yes | 14 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:03 | yes | 24 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:54 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:48 | yes | 5 | 20 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:37 | yes | 15 | 55 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:43 | yes | 25 | 74 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:11 | yes | 7 | 42 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:51 | yes | 6 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:35 | yes | 24 | 29 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
Akeneo read as Akeneo PIM
Akeneo (Cloud Version) read as Akeneo PIM
Akeneo (Community / Self-Hosted Edition) read as Akeneo PIM
Akeneo (Community Edition) read as Akeneo PIM
Akeneo (Community or Professional) read as Akeneo PIM
Akeneo (Community/Open Source edition) read as Akeneo PIM
Akeneo (Enterprise/Paid Editions) read as Akeneo PIM
Akeneo (Enterprise/Professional Editions) read as Akeneo PIM
Akeneo (Growth / Community) read as Akeneo PIM
Akeneo (PXM) read as Akeneo PIM
Akeneo (Paid Tiers) read as Akeneo PIM
Akeneo (Standard/Open-Source Version) read as Akeneo PIM
Akeneo Enterprise read as Akeneo PIM
Akeneo Growth read as Akeneo PIM
Akeneo Growth (SaaS version) read as Akeneo PIM
InRiver read as Inriver PIM
Inriver read as Inriver PIM
Salesforce read as Salesforce Commerce Cloud
Stibo Systems read as Stibo Systems STEP
inRiver read as Inriver PIM
inriver read as Inriver PIM
Unresolved, counted raw
Catsy PIM
Catsy PIM & DAM
Ergonode PIM
FindChips
Fishbowl Inventory
Infor CloudSuite PLM
Mtivity
NanoPIM
PIMdesk
Pattern
Self-Hosted Akeneo
Shopify Custom Metafields
Solid Commerce
smallPIM
Discontinued, still offered
No shut-down product was recommended here.