EDI platforms
Asked as “EDI platform”, and as “electronic data interchange software”, on behalf of a mid-market B2B company. 62 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
32%
Contested · Cleo Integration Cloud 19%
32TrueCommerce EDI19Cleo Integration Cloud15SPS Commerce34others
32% 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
02
Cleo Integration Cloud19%9%56accepted challengernewNew since September 2026: not ranked then, 19% now.
Cleo Integration Cloud19%9%56accepted challengernewNew since September 2026: not ranked then, 19% now.Show the four products at 0%, ordered by negative rate
08
OpenText Trading Grid0%55%11criticized challengernewNew since September 2026: not ranked then, 0% now.
OpenText Trading Grid0%55%11criticized challengernewNew since September 2026: not ranked then, 0% now.07
Boomi B2B/EDI Management0%21%14accepted challengernewNew since September 2026: not ranked then, 0% now.
Boomi B2B/EDI Management0%21%14accepted challengernewNew since September 2026: not ranked then, 0% now.05
Celigo Integrator.io0%6%31accepted challengernewNew since September 2026: not ranked then, 0% now.
Celigo Integrator.io0%6%31accepted challengernewNew since September 2026: not ranked then, 0% now.The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
All six head-to-head pages: the top four products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102
03
0405
060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01TrueCommerce EDI32%
TrueCommerce EDI32%02Cleo Integration Cloud19%
Cleo Integration Cloud19%03SPS Commerce15%
SPS Commerce15%04Orderful6%
Orderful6%05Celigo Integrator.io0%
Celigo Integrator.io0%06Jitterbit EDI0%
Jitterbit EDI0%07Boomi B2B/EDI Management0%
Boomi B2B/EDI Management0%08OpenText Trading Grid0%
OpenText Trading Grid0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, 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.
SPS Commerce31%
15 of 49 labels negative · 12 of 14 models · 7 hard negative
“It's recommended to avoid SPS Commerce due to its lengthy implementation process, arbitrary pricing, and slow customer support.” Llama 4 Maverick, negative prompt
TrueCommerce EDI19%
12 of 62 labels negative · 9 of 14 models · 3 hard negative
“users criticize poor customer support with delays, communication issues, and unknowledgeable techs impacting project efficiency” Muse Glimmer 30B, negative prompt
Cleo Integration Cloud9%
5 of 56 labels negative · 5 of 14 models · 1 hard negative
“Avoid per-transaction/VAN fees (e.g., some Cleo at $200+ or SPS Commerce custom)” Grok 4.1 Fast, budget prompt
OpenText Trading Grid55%
6 of 11 labels negative · 5 of 14 models
“OpenText is notoriously poor for Small and Medium Businesses (SMBs). Their systems are highly complex, contracts are rigid, setup costs are astronomical” 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. 1008 links across 156 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 · Cleo55 answers · 108 citations · 14 models
vendor site · G246 answers · 96 citations · 14 models
vendor site · G243 answers · 44 citations · 13 models
vendor site · Jitterbit41 answers · 49 citations · 12 models
vendor site · Orderful34 answers · 64 citations · 13 models
33 answers · 53 citations · 11 models
26 answers · 37 citations · 11 models
vendor site · TrueCommerce24 answers · 34 citations · 9 models
vendor site · SourceForge23 answers · 31 citations · 11 models
18 answers · 18 citations · 8 models
17 answers · 24 citations · 8 models
13 answers · 15 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.
42 answers · 13 models
40 answers · 12 models
22 answers · 9 models
20 answers · 11 models
18 answers · 10 models
18 answers · 8 models
15 answers · 9 models
14 answers · 9 models
14 answers · 9 models
14 answers · 10 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best edi platform”, “edi platform”, “edi platforms”. 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 | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| TrueCommerce EDI truecommerce.com | 32% | 146 | 170 | 5 | 18,077 | $284 | 28 | 6 |
| Cleo Integration Cloud cleo.com | 19% | 182 | 170 | 1 | 63,575 | 41 | 4 | |
| SPS Commerce spscommerce.com | 15% | 114 | 22,200 | 293 | 163,808 | 58 | 4 | |
| Orderful orderful.com | 6% | 112 | 1,300 | 2,217,331 | 38,857 | $4,233 | 120 | 9 |
| Elevate | 5% | 110,000 | 213,603 | |||||
| SPS Commerce Fulfillment EDI | 3% | 20 | 0 | |||||
| Stedi | 2% | 4,400 | 749 | |||||
| Babelway babelway.com | 2% | 8 | ||||||
| Altova MapForce altova.com | 2% | 5 | ||||||
| BlueSeer blueseer.com | 2% | 4 |
Google's top ten for the three searches hold 21 sites; 6 of them are among the sites the models cited here (capterra.com, cleo.com, dckap.com, g2.com, orderful.com, truecommerce.com). The first result for “best edi platform” is blogs.opentext.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 EDI platform for a mid-market B2B company?”Paraphrase“Which electronic data interchange software would you recommend to a mid-sized B2B company?”Comparative“What are the top EDI platforms and how do they differ?”Budget-constrained“What is the best EDI platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a EDI platform. What should we look at?”Negative“Which EDI platforms should I avoid or be cautious about?”
Claude Haiku 4.5BabelwayTrueCommerce EDIChangedno first choiceagainst: IBM Sterling, OpenText Trading GridKleinschmidtno first choicenothing named
Three alternatives
ArcESB, Cleo Integration Cloud, Jitterbit EDITwo alternatives
Celigo Integrator.io, Cleo Integration CloudTwo alternatives
Orderful Web EDI, ZenbridgeGPT-5.4 miniTrueCommerce EDISPS Commerce, TrueCommerce EDIChangedno first choiceSPS Commerce, TrueCommerce EDIno first choiceagainst: Boomi B2B/EDI Management, SPS Commerce, TrueCommerce EDI
Four alternatives
Boomi B2B/EDI Management, Celigo Integrator.io, Orderful, SPS CommerceOne alternative
OpenText B2B Integration FoundationSeven alternatives
Boomi B2B/EDI Management, Cleo Integration Cloud, IBM Sterling B2B Integrator, OpenText Trading Grid, SAP Business Network, SPS Commerce, TrueCommerce EDIOne alternative
Cleo Integration CloudGemini 3.5 FlashTrueCommerce EDISPS CommerceChangedSPS Commerce, TrueCommerce EDIagainst: IBM Sterling B2B Integrator, OpenText Trading GridElevate, Orderfulagainst: SPS Commerce, TrueCommerce EDISPS Commerce, TrueCommerce EDIagainst: DiCentral, OpenText Trading Grid, SPS Commerce, TrueCommerce EDI
Four alternatives
Celigo Integrator.io, Cleo Integration Cloud, Orderful, SPS CommerceFour alternatives
Babelway, Cleo Integration Cloud, Jitterbit EDI, TrueCommerce EDIFive alternatives
Babelway, Cleo Integration Cloud, Lobster_data, Orderful, StediThree alternatives
AWS B2B Data Interchange, Infocon Systems, SBSA TechnologyTwo alternatives
Cleo Integration Cloud, OrderfulPerplexity SonarCleo Integration CloudTrueCommerce EDIChangedCleo Integration CloudAction EDIagainst: Cleo Integration Cloudno first choicenothing named
Four alternatives
Celigo Integrator.io, Orderful, SPS Commerce, TrueCommerce EDIThree alternatives
Axway B2Bi, Celigo Integrator.io, Cleo Integration CloudFive alternatives
Celigo Integrator.io, OpenText Freeway Cloud, SPS Commerce Fulfillment EDI, Stedi, TrueCommerce EDIThree alternatives
Cleo Fulfillment Portal, Orderful, eDI InstantGrok 4.1 FastSPS Commerce Fulfillment EDI, TrueCommerce EDITrueCommerce EDIChangedCleo Integration Cloudagainst: Boomi B2B/EDI Management, OpenText Trading GridElevateagainst: Cleo Integration Cloud, SPS Commerceno first choiceagainst: SPS Commerce, TrueCommerce EDI
Three alternatives
Celigo Integrator.io, Cleo Integration Cloud, eZCom Software EDIThree alternatives
Cleo Integration Cloud, SPS Commerce, eZCom Software EDIFour alternatives
Celigo Integrator.io, Orderful, SPS Commerce Fulfillment EDI, TrueCommerce EDIFive alternatives
Action EDI, Celigo Integrator.io, DataTrans Solutions Web EDI Portal, Orderful Web EDI, ZenbridgeMistral SmallCleo Integration Cloud, SPS CommerceCleo Integration Cloud, SPS Commerce Fulfillment EDIChangedno first choiceEDIBridgeno first choiceagainst: Crossfire, SPS Commerce, TrueCommerce EDI
Three alternatives
Celigo Integrator.io, Orderful, TrueCommerce EDITwo alternatives
CData Arc, Jitterbit EDIThree alternatives
Orderful, TrueCommerce EDI, eZComDeepSeek V4 FlashCData Arc, Cleo Integration Cloudagainst: Celigo Integrator.io, OpenText Trading GridTrueCommerce EDIChangedno first choiceConnectPointz, EDI Elevateagainst: SPS Commerce, TrueCommerce EDIno first choiceagainst: Cleo Integration Cloud, DiCentral, IBM Sterling, OpenText B2B, SPS Commerce, TrueCommerce EDI
One alternative
Jitterbit EDIThree alternatives
Cleo Integration Cloud, Orderful, SPS Commerce Fulfillment EDISeven alternatives
Boomi B2B/EDI Management, Cleo Integration Cloud, IBM Sterling B2B Integration, Jitterbit Harmony, Orderful, SPS Commerce, TrueCommerce EDIOne alternative
ProEDILlama 4 MaverickAltova MapForce, Cleo Integration Cloud, TrueCommerce EDITrueCommerce EDIChangedno first choiceCleo Integration Cloudno first choiceagainst: Celigo Integrator.io, SPS Commerce
Two alternatives
Celigo’s integration platform, SignalEDITwo alternatives
G2, OrderfulQwen 3.7 FlashCleo Integration CloudElevateChangedagainst: TrueCommerce EDISPS CommerceOneEcommagainst: GOSUB, SPS Commerceno first choiceagainst: IBM Sterling B2B Integrator, Jitterbit EDI, TrueCommerce EDI
Four alternatives
Celigo Integrator.io, Orderful, SPS Commerce, TrueCommerce EDITwo alternatives
Orderful, StediFive alternatives
BridgeBase, Edifact, IBM Sterling Integrator, MuleSoft Anypoint Platform, True CommerceThree alternatives
GOSUB, Intelligroup, MastekKimi K2Cleo Integration Cloud, TrueCommerce EDITrueCommerce EDIChangedCleo Integration Cloud, SPS CommerceBlueSeerno first choiceagainst: EDI Source / EDI-HQ, SPS Commerce
Two alternatives
Boomi B2B/EDI Management, SPS CommerceThree alternatives
Boomi B2B/EDI Management, Cleo Integration Cloud, SPS CommerceFour alternatives
Celigo Integrator.io, IBM Sterling, Orderful, TrueCommerce EDITwo alternatives
Elevate, Infocon Systems WebEDIGLM 4.7 FlashXSPS Commerce, TrueCommerce EDISPS CommerceChangedOrderful, SPS Commerceagainst: Cleo Integration Cloud, Files.com, IBM SterlingEDIGenerator, Orderfulno first choiceagainst: SPS Commerce, TrueCommerce EDI
Three alternatives
Celigo Integrator.io, Cleo Integration Cloud, Jitterbit EDIFour alternatives
Celigo Integrator.io, Cleo Integration Cloud, Orderful, TrueCommerce EDIThree alternatives
Celigo Integrator.io, Jitterbit EDI, TrueCommerce EDIFive alternatives
ActionEDI, BOTS Open‑Source EDI, EDI Shack, Nexus VAN, TrueCommerce EDIMiniMax M2.5Cleo Integration CloudCleo Integration Cloud, TrueCommerce EDIChangedno first choiceagainst: MuleSoft Anypoint Platform, OpenText Trading GridOrderfulCleo Integration Cloudagainst: B2BGateway, SPS Commerce
Three alternatives
Altova MapForce, Celigo Integrator.io, TrueCommerce EDIThree alternatives
Celigo Integrator.io, Orderful, SPS CommerceSix alternatives
Boomi B2B/EDI Management, Cleo Integration Cloud, IBM Sterling B2B Integration, Orderful, SPS Commerce, TrueCommerce EDIThree alternatives
Boomi B2B/EDI Management, Cargoson, ConnectPointzFour alternatives
Celigo Integrator.io, Orderful, SPS Commerce, TrueCommerce EDIGPT-6 LunaTrueCommerce EDITrueCommerce EDIHeldSPS Commerce, TrueCommerce EDIOrderfulno first choiceagainst: Boomi B2B/EDI Management, Cleo Integration Cloud, SPS Commerce, TrueCommerce EDI
Three alternatives
Cleo Integration Cloud, Orderful, SPS CommerceThree alternatives
Cleo Integration Cloud, Orderful, SPS CommerceSix alternatives
Boomi B2B/EDI Management, Cleo Integration Cloud, IBM Sterling, OpenText Trading Grid, Orderful, StediMuse Glimmer 30BTrueCommerce EDISPS Commerce, TrueCommerce EDIChangedCleo Integration Cloud, IBM Sterling B2B IntegrationStediCleo Integration Cloud, SPS Commerceagainst: 1 EDI Source, SPS Commerce, TrueCommerce EDI
Two alternatives
Celigo via Jitterbit, SPS Commerce Fulfillment EDITwo alternatives
Elevate, OrderfulSix alternatives
Boomi B2B/EDI Management, Celigo Integrator.io, DataTrans Solutions, OpenText Trading Grid, SPS Commerce Fulfillment, TrueCommerce EDISix alternatives
Amazon B2B Data Interchange, BlueSeer, DataTrans / WebEDI, Elevate, Web EDI Portal, ZenbridgeThree alternatives
Celigo Integrator.io, Orderful, TrueCommerce EDIBold 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 01:30 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:53 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:33 | yes | 10 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:59 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:44 | yes | 21 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:05 | yes | 13 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:08 | yes | 22 | 41 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 23:51 | yes | 5 | 15 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:22 | yes | 24 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:49 | yes | 20 | 51 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:03 | yes | 5 | 15 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:19 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:52 | yes | 21 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:53 | yes | 17 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:53 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:34 | yes | 12 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:02 | yes | 16 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:59 | yes | 21 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:35 | yes | 12 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:28 | yes | 23 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:33 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:35 | yes | 15 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:36 | yes | 14 | 41 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:34 | yes | 15 | 36 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:47 | yes | 5 | 38 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:58 | yes | 4 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:05 | yes | 13 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:46 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:30 | yes | 4 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:02 | yes | 13 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:20 | yes | 18 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:45 | yes | 23 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:27 | yes | 14 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:06 | yes | 18 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:05 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:44 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:27 | yes | 17 | 20 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:28 | yes | 20 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:41 | yes | 15 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:19 | yes | 8 | 32 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:52 | yes | 23 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:33 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:47 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:19 | yes | 24 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:36 | yes | 14 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:58 | yes | 20 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:51 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:14 | yes | 23 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:25 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:38 | no | 0 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:14 | yes | 9 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:46 | yes | 19 | 141 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:05 | yes | 8 | 24 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:39 | yes | 1 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:11 | yes | 12 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:14 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:40 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:43 | yes | 8 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:33 | yes | 19 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:27 | yes | 16 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:52 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:41 | yes | 20 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:55 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:01 | yes | 5 | 22 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:43 | yes | 18 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:41 | yes | 24 | 143 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:30 | yes | 10 | 31 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:45 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:21 | yes | 11 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:43 | no | 0 | 3 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:28 | yes | 2 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:22 | yes | 18 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:10 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:29 | yes | 20 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:12 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:31 | no | 0 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:01 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:55 | yes | 15 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:26 | yes | 24 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:22 | yes | 23 | 26 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:00 | yes | 19 | 33 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:00 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:04 | yes | 24 | 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.
ShowHide
Category-scoped readings
Boomi read as Boomi B2B/EDI Management
Boomi B2B/EDI read as Boomi B2B/EDI Management
Celigo read as Celigo Integrator.io
Cleo read as Cleo Integration Cloud
Cleo (Cleo Integration Cloud - CIC) read as Cleo Integration Cloud
Jitterbit read as Jitterbit EDI
Jitterbit (Self-Managed Options) read as Jitterbit EDI
MuleSoft read as MuleSoft Anypoint Platform
MuleSoft (Salesforce) read as MuleSoft Anypoint Platform
OpenText read as OpenText Trading Grid
OpenText (GXS / Business Network) read as OpenText Trading Grid
OpenText Business Network / Trading Grid read as OpenText Trading Grid
TrueCommerce read as TrueCommerce EDI
TrueCommerce EDI Solutions read as TrueCommerce EDI
Unresolved, counted raw
ActionEDI
Adeptia
Aekyam
Amazon B2B Data Interchange
ArcESB
BOTS Open‑Source EDI
BSI EDI
BridgeBase
Celigo via Jitterbit
Celigo’s integration platform
Cleo Fulfillment Portal
Comarch
DataTrans
DataTrans / WebEDI
DataTrans Solutions Web EDI Portal
EDI Shack (EDI‑Laravel)
EDI Source
EDI Source / EDI-HQ
EDI fabric
EDIGenerator
Edict
Edifact (by Global Trade Solutions)
Generix EDI SaaS
IBM Sterling Integrator
Intelligroup
Jitterbit Harmony
Kleinschmidt (EDI Gateway)
Lobster_data
Mastek
NetSuite’s native tools
Nexus VAN
OneEcomm
OpenText B2B (GXS)
OpenText B2B Integration Foundation
SAP Business Network
SourceDay
Sterling Connect
TIE Kinetix FLOW
Transalis EDI Instant
eDI Instant
Discontinued, still offered
No shut-down product was recommended here.