EDI platforms
Asked as “EDI platform”, and as “electronic data interchange software”, on behalf of a mid-market B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
29%
Contested · TrueCommerce EDI 22%
29Cleo Integration Cloud22TrueCommerce EDI10SPS Commerce38others
29% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Cleo Integration Cloud (29%) replaces TrueCommerce EDI (32% then, 22% now), 7 points clear, inside the 11-point floor.Cleo Integration Cloud leads at 29%, replacing TrueCommerce EDI, which led at 32% and stands at 22% now: 7 points clear, inside the floor, so the swap reads as unsettled.
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
TrueCommerce EDI26%Contested↗new leaderNew leader since October 2026: TrueCommerce EDI (26%) replaces Orderful (35% then, 15% now), 11 points clear, past the 11-point floor.Standing →Mid-market
Cleo Integration Cloud29%Contested↗new leaderNew leader since October 2026: Cleo Integration Cloud (29%) replaces TrueCommerce EDI (32% then, 22% now), 7 points clear, inside the 11-point floor.This pageEnterpriseIBM Sterling B2B Integrator37%Contested↗new leaderNew leader since October 2026: IBM Sterling B2B Integrator (37%) replaces Cleo Integration Cloud (41% then, 23% now), 14 points clear, past the 11-point floor.Standing →
TrueCommerce EDI26%Contested↗new leaderNew leader since October 2026: TrueCommerce EDI (26%) replaces Orderful (35% then, 15% now), 11 points clear, past the 11-point floor.Standing →Mid-marketCleo Integration Cloud29%Contested↗new leaderNew leader since October 2026: Cleo Integration Cloud (29%) replaces TrueCommerce EDI (32% then, 22% now), 7 points clear, inside the 11-point floor.This pageEnterpriseIBM Sterling B2B Integrator37%Contested↗new leaderNew leader since October 2026: IBM Sterling B2B Integrator (37%) replaces Cleo Integration Cloud (41% then, 23% now), 14 points clear, past the 11-point floor.Standing →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 October 2026
01Cleo Integration Cloud29%5%55accepted challenger▲+10Since October 2026: 19% → 29%, +10 points. Inside the 11-point floor: within noise.19% → 29%
Cleo Integration Cloud29%5%55accepted challenger▲+10Since October 2026: 19% → 29%, +10 points. Inside the 11-point floor: within noise.19% → 29%02TrueCommerce EDI22%18%62accepted challenger▼−10Since October 2026: 32% → 22%, −10 points. Inside the 11-point floor: within noise.32% → 22%
TrueCommerce EDI22%18%62accepted challenger▼−10Since October 2026: 32% → 22%, −10 points. Inside the 11-point floor: within noise.32% → 22%03
SPS Commerce10%29%56criticized challenger▼−5Since October 2026: 15% → 10%, −5 points. Inside the 11-point floor: within noise.15% → 10%
SPS Commerce10%29%56criticized challenger▼−5Since October 2026: 15% → 10%, −5 points. Inside the 11-point floor: within noise.15% → 10%04
Orderful5%5%40accepted challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise.6% → 5%
Orderful5%5%40accepted challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise.6% → 5%05
Boomi B2B/EDI Management2%22%32accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Boomi B2B/EDI Management2%22%32accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
09
OpenText Trading Grid0%50%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
OpenText Trading Grid0%50%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07IBM Sterling B2B Integrator0%32%28criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
08
MuleSoft Anypoint Platform0%31%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
MuleSoft Anypoint Platform0%31%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Celigo Integrator.io0%4%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Celigo Integrator.io0%4%23accepted 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 head
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 →
010203040506I07
0809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Cleo Integration Cloud29%
Cleo Integration Cloud29%02TrueCommerce EDI22%
TrueCommerce EDI22%03SPS Commerce10%
SPS Commerce10%04Orderful5%
Orderful5%05Boomi B2B/EDI Management2%
Boomi B2B/EDI Management2%06Celigo Integrator.io0%
Celigo Integrator.io0%07IBM Sterling B2B Integrator0%
08MuleSoft Anypoint Platform0%
MuleSoft Anypoint Platform0%09OpenText Trading Grid0%
OpenText Trading Grid0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, 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 Commerce29%
16 of 56 labels negative · 13 of 14 models · 10 hard negative
“High Caution Recommended: SPS Commerce ... frequently cited in negative feedback across multiple communities as a vendor to approach with extreme care” Qwen 3.7 Flash, negative prompt
TrueCommerce EDI18%
11 of 62 labels negative · 10 of 14 models · 2 hard negative
“criticized for slow and unreliable support, integration issues, and a high volume of support tickets” Mistral Small, negative prompt
OpenText Trading Grid50%
10 of 20 labels negative · 7 of 14 models · 1 hard negative
“Avoid: Enterprise suites like IBM Sterling or OpenText (overkill/costly)” Qwen 3.7 Flash, scale prompt
IBM Sterling B2B Integrator
32%
9 of 28 labels negative · 6 of 14 models · 2 hard negative
“Avoid: Enterprise suites like IBM Sterling or OpenText (overkill/costly)” Qwen 3.7 Flash, scale 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
74 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. 790 links across 145 sites, every framing counted. Ranked by the number of answers carrying the site or page. 21 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 · Cleo52 answers · 99 citations · 14 models
43 answers · 73 citations · 13 models
vendor site · G242 answers · 77 citations · 12 models
28 answers · 30 citations · 10 models
24 answers · 32 citations · 10 models
vendor site · Jitterbit22 answers · 23 citations · 9 models
vendor site · Orderful21 answers · 35 citations · 10 models
16 answers · 41 citations · 10 models
vendor site · G215 answers · 16 citations · 7 models
vendor site · TrueCommerce13 answers · 21 citations · 7 models
13 answers · 13 citations · 8 models
vendor site · SourceForge11 answers · 11 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.
26 answers · 10 models
23 answers · 9 models
23 answers · 12 models
16 answers · 7 models
15 answers · 8 models
15 answers · 9 models
15 answers · 7 models
15 answers · 7 models
13 answers · 8 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 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 |
|---|---|---|---|---|---|---|---|---|
| Cleo WebEDI cleo.com Cleo Integration Cloud 29%, Cleo WebEDI 2% | 31% | 193 | 170 | 1 | 63,575 | 41 | 4 | |
| TrueCommerce EDI truecommerce.com | 22% | 151 | 170 | 5 | 18,077 | $284 | 28 | 6 |
| SPS Commerce spscommerce.com | 10% | 122 | 22,200 | 293 | 163,808 | 58 | 4 | |
| Orderful orderful.com | 5% | 93 | 1,300 | 2,217,331 | 38,857 | $4,233 | 120 | 9 |
| ConnectPointz connectpointz.com | 3% | 8 | ||||||
| Boomi B2B/EDI Management boomi.com | 2% | 77 | 0 | 19,837 | $22,810 | 120 | ||
| Stedi | 2% | 4,400 | 749 | |||||
| SPS Commerce Fulfillment EDI | 2% | 20 | 0 | |||||
| Edict Systems | 2% | |||||||
| ActionEDI actionedi.com | 2% | 1 |
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, g2.com, orderful.com, reddit.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 4.5Cleo Integration Cloud, TrueCommerce EDITrueCommerce EDIChangedno first choiceOrderfulno first choiceagainst: Celigo Integrator.io, Cortex EDI, MuleSoft Anypoint Platform, SPS Commerce
Three alternatives
Babelway, Zenbridge, eZCom Software EDIThree alternatives
Cleo Integration Cloud, Jitterbit EDI, eZCom Software EDIThree alternatives
Cleo WebEDI, DCKAP Integrator, Edict SystemsGPT-5.4 miniTrueCommerce EDICleo Integration CloudChangedCleo Integration CloudCleo WebEDIno first choiceagainst: IBM Sterling B2B Integrator, TrueCommerce EDI
Three alternatives
Celigo Integrator.io, Orderful, SPS Commerce Fulfillment EDITwo alternatives
Boomi B2B/EDI Management, TrueCommerce EDIFive alternatives
Boomi B2B/EDI Management, IBM Sterling B2B Integrator, OpenText Trading Grid, SPS Commerce, TrueCommerce EDIGemini 3.5 FlashCleo Integration Cloudagainst: IBM Sterling B2B IntegratorTrueCommerce EDIChangedSPS Commerceagainst: Boomi B2B/EDI Management, IBM Sterling B2B Integrator, MuleSoft Anypoint Platform, OpenText Trading GridStediagainst: SPS Commerce, TrueCommerce EDIno first choiceagainst: Boomi B2B/EDI Management, IBM Sterling B2B, MuleSoft Anypoint Platform, OpenText Trading Grid, SPS Commerce, TrueCommerce EDI, Zapier
Five alternatives
Celigo Integrator.io, Jitterbit EDI, Orderful, SPS Commerce, TrueCommerce EDIFive alternatives
Celigo Integrator.io, Cleo Integration Cloud, Jitterbit EDI, Orderful, SPS CommerceFour alternatives
Cleo Integration Cloud, Orderful, Stedi, TrueCommerce EDISix alternatives
AWS B2B Data Interchange, Bots Open Source EDI, Cleo Web EDI, Elevate, Infocon Systems WebEDI, OrderfulSix alternatives
Boomi B2B/EDI Management, Cleo Integration Cloud, Orderful, SPS Commerce, Stedi, TrueCommerce EDIPerplexity SonarCleo Integration CloudCleo Integration CloudHeldagainst: Boomi B2B/EDI Management, MuleSoft Anypoint Platform, OpenText Trading GridSPS CommerceDataTrans WebEDI, Edict Systemsagainst: Cin7 Omnino first choiceagainst: IBM Sterling B2B Integrator, OpenText Trading Grid, Orderful, SPS Commerce, Stedi
Four alternatives
Babelway, Celigo Integrator.io, SPS Commerce, TrueCommerce EDIFive alternatives
Celigo Integrator.io, Orderful, SPS Commerce, Stedi, TrueCommerce EDISeven alternatives
Celigo Integrator.io, Cleo Integration Cloud, IBM Sterling B2B Integrator, OpenText Trading Grid, Orderful, Stedi, TrueCommerce EDITwo alternatives
Cleo WebEDI, SBSA EDIGrok 4.20Cleo Integration Cloud, SPS Commerce Fulfillment EDIagainst: IBM Sterling B2B IntegratorCleo Integration CloudChangedagainst: IBM Sterling B2B Integratorno first choiceConnectPointzagainst: BizTalk, Boomi B2B/EDI Management, MapForceSPS Commerceagainst: OpenText Trading Grid, SPS Commerce, TrueCommerce EDI
Five alternatives
Boomi B2B/EDI Management, Celigo Integrator.io, MuleSoft Anypoint Platform, Orderful, TrueCommerce EDIFour alternatives
Boomi B2B/EDI Management, Orderful, SPS Commerce, TrueCommerce EDISix alternatives
Boomi B2B/EDI Management, Cleo Integration Cloud, IBM Sterling B2B Integrator, Orderful, SPS Commerce, TrueCommerce EDIFive alternatives
Asteria Warp, CData Arc, Cleo Integration Cloud, SPS Commerce, TrueCommerce EDIFour alternatives
Boomi B2B/EDI Management, Cleo Integration Cloud, Jitterbit EDI, TrueCommerce EDIMistral SmallCleo Integration CloudBoomi B2B/EDI Management, Cleo Integration CloudChangedIBM Sterling B2B IntegratorCleo Integration Cloud, Orderfulagainst: SPS Commerceno first choiceagainst: Cleo Integration Cloud, OpenText Trading Grid, SPS Commerce, TrueCommerce EDI
Four alternatives
MuleSoft Anypoint Platform, Orderful, SPS Commerce, TrueCommerce EDITwo alternatives
IBM Sterling B2B Integrator, OpenText Business Network Cloud EDISeven alternatives
Babelway, Cleo Integration Cloud, MuleSoft Anypoint Platform, OpenText Trading Grid, SEEBURGER AG, SPS Commerce, eZCom EDIOne alternative
OpenText Freeway CloudDeepSeek V4 FlashTrueCommerce EDITrueCommerce EDIHeldagainst: Boomi B2B/EDI Managementno first choiceagainst: JSCAPE, MuleSoft Anypoint PlatformActionEDIno first choiceagainst: Comarch EDI, SPS Commerce, TrueCommerce EDI
Four alternatives
Celigo Integrator.io, Cleo Integration Cloud, Orderful Mosaic EDI, SPS CommerceTwo alternatives
Cleo Integration Cloud, SPS Commerce Fulfillment EDIFive alternatives
Boomi B2B/EDI Management, Cleo Integration Cloud, IBM Sterling B2B Integrator, SPS Commerce Fulfillment EDI, TrueCommerce EDIFour alternatives
Celigo Integrator.io, Cleo Integration Cloud, ConnectPointz, OrderfulLlama 4 MaverickCleo Integration CloudTrueCommerce EDIChangedno first choiceno first choiceno first choiceagainst: OpenText Trading Grid, SPS Commerce, TrueCommerce EDI
Four alternatives
Celigo Integrator.io, Orderful, SPS Commerce, TrueCommerce EDIThree alternatives
Cleo Integration Cloud, GoAnywhere MFT, SPS CommerceQwen 3.7 FlashCleo Integration Cloud, SPS Commerceagainst: IBM Sterling B2B IntegratorMinkChangedSPS CommerceSBSA Technologyagainst: Cin7 OmniGXS [now GTN], Spiffy, Starship Technologies, True Commerceagainst: IBM Sterling B2B Integrator, OpenText Trading Gridagainst: OpenText Trading Grid, SPS Commerce, TrueCommerce EDI
Four alternatives
APPSeCONNECT, Celigo Integrator.io, MuleSoft Anypoint Platform, OrderfulThree alternatives
Applied Integration, Bluedrop, True CommerceFour alternatives
Cleo Integration Cloud, Edifecs, Travir, TrueCommerce EDIOne alternative
OrderfulKimi K2Cleo Integration Cloud, SPS CommerceTrueCommerce EDIChangedagainst: Boomi B2B/EDI Managementno first choiceTrueCommerce EDIagainst: SPS Commerceno first choiceagainst: SPS Commerce, TrueCommerce EDI
Three alternatives
Boomi B2B/EDI Management, Celigo Integrator.io, TrueCommerce EDITwo alternatives
Cleo Integration Cloud, SPS CommerceNine alternatives
1 EDI Source, Boomi B2B/EDI Management, Cleo Integration Cloud, DataTrans, IBM Sterling B2B Integrator, OpenText Trading Grid, Orderful, SPS Commerce, TrueCommerce EDIFour alternatives
BlueSeer, Cleo WebEDI, Orderful, eZCom Software EDIGLM 4.7 FlashXTrueCommerce EDICleo Integration CloudChangedno first choiceagainst: Globalscape MFT, JSCAPE, Software AGConnectPointz, Transalis EDI Instantno first choiceagainst: Cleo Integration Cloud, IBM Sterling B2B Integrator, OpenText Trading Grid, Orderful, SPS Commerce, TrueCommerce EDI
Four alternatives
Celigo Integrator.io, Cleo Integration Cloud, Orderful, SPS CommerceFour alternatives
Boomi B2B/EDI Management, Celigo Integrator.io, SPS Commerce, TrueCommerce EDIEight alternatives
Boomi B2B/EDI Management, Celigo Integrator.io, Cleo Integration Cloud, IBM Sterling B2B Integrator, Jitterbit EDI, MuleSoft Anypoint Platform, SPS Commerce Fulfillment, TrueCommerce EDITwo alternatives
Orderful, TrueCommerce EDIMiniMax M2.5SPS Commerce, TrueCommerce EDICleo Integration Cloud, SPS CommerceChangedBoomi B2B/EDI Management, Cleo Integration CloudCleo EDI, Web EDI Solutionsno first choiceagainst: Axway B2B Integration, SPS Commerce
Two alternatives
Cleo Integration Cloud, OrderfulTwo alternatives
Orderful, TrueCommerce EDITwo alternatives
IBM Sterling B2B Integrator, OpenText Trading GridOne alternative
TrueCommerce EDIGPT-6 LunaTrueCommerce EDITrueCommerce EDIHeldno first choiceEDI Elevateagainst: AWS B2B Data Interchangeno 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 CommerceEight alternatives
Boomi B2B/EDI Management, Cleo Integration Cloud, IBM Sterling B2B Integrator, OpenText Trading Grid, Orderful, SPS Commerce, Stedi, TrueCommerce EDITwo alternatives
Better EDI, Orderful Web EDIMuse Glimmer 30BCleo Integration Cloud, SPS CommerceCleo Integration CloudChangedno first choiceOrderfulno first choiceagainst: Edict Systems Web EDI, SPS Commerce, True Commerce
Three alternatives
Celigo Integrator.io, Orderful, TrueCommerce EDIFour alternatives
Celigo Integrator.io, Orderful, SPS Commerce, TrueCommerce EDIFive alternatives
Aayu Technologies, Cleo WebEDI, ConnectPointz, EDI Generator, SBSA 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.
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 15:57 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:00 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:39 | yes | 14 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:02 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:58 | yes | 5 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:31 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:16 | yes | 21 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:37 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:32 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:22 | yes | 14 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:29 | yes | 17 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:02 | yes | 15 | 43 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:55 | yes | 4 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:02 | yes | 12 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:38 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:48 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:45 | yes | 8 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:47 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:12 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:19 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:56 | yes | 21 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:49 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:27 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:56 | yes | 14 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:03 | yes | 18 | 84 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:14 | yes | 5 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:15 | yes | 4 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:39 | yes | 13 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:17 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:17 | yes | 3 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:27 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 18:21 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:39 | yes | 9 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:09 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:17 | yes | 22 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:34 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:14 | no | 0 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:36 | yes | 10 | 21 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:37 | yes | 24 | 72 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:11 | yes | 10 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:39 | yes | 8 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:44 | yes | 22 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:44 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:56 | yes | 2 | 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 15:24 | yes | 7 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 18:55 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:08 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:18 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:47 | yes | 21 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:16 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:11 | yes | 9 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:37 | yes | 15 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:58 | yes | 25 | 76 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:03 | yes | 5 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:55 | yes | 4 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:05 | yes | 12 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:39 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:55 | no | 0 | 8 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 16:29 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:58 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:36 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:13 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:43 | yes | 22 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:31 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:08 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:15 | yes | 10 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:25 | yes | 13 | 18 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:06 | no | 0 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:44 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:11 | no | 0 | 5 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:34 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:54 | yes | 4 | 7 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 14:09 | yes | 14 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:05 | yes | 10 | 3 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:29 | yes | 5 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:04 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:21 | yes | 25 | 19 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:51 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:25 | yes | 20 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:37 | yes | 25 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:18 | yes | 20 | 30 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:36 | yes | 14 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:53 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:46 | yes | 15 | 24 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
Boomi read as Boomi B2B/EDI Management
Boomi (Dell Boomi) read as Boomi B2B/EDI Management
Boomi (by Dell) 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
Cleo (Cleo Integration Cloud) read as Cleo Integration Cloud
Cleo (Fulfillment Portal) read as Cleo Integration Cloud
Cleo Fulfillment Portal read as Cleo WebEDI
Cleo's WebEDI/Fulfillment Portal read as Cleo WebEDI
Dell Boomi read as Boomi B2B/EDI Management
IBM Sterling read as IBM Sterling B2B Integrator
Jitterbit read as Jitterbit EDI
MuleSoft read as MuleSoft Anypoint Platform
MuleSoft (Anypoint Platform – EDI module) read as MuleSoft Anypoint Platform
MuleSoft (Anypoint) read as MuleSoft Anypoint Platform
OpenText read as OpenText Trading Grid
OpenText (Trading Grid) read as OpenText Trading Grid
OpenText (formerly GXS / Liaison) read as OpenText Trading Grid
OpenText Business Network read as OpenText Trading Grid
Transalis (EDI Instant) read as Transalis EDI Instant
TrueCommerce read as TrueCommerce EDI
TrueCommerce (including B2BGateway) read as TrueCommerce EDI
TrueCommerce EDI Solutions read as TrueCommerce EDI
Unresolved, counted raw
1 EDISource
APPSeCONNECT
Aayu Technologies
ActionEDI
Applied Integration
Better EDI
BizTalk
Biztalk360
Bluedrop
Cleo EDI
Comarch EDI
Cortex EDI
Descartes
EDI Generator
Edict Systems Web EDI
GXS [now GTN]
Gentran
Globalscape MFT
IBM webMethods
Interlink Commerce
Lansa Composer
MapForce
Mink
MuleSoft Composer
OpenText Business Network Cloud EDI
OrderEase
SEEBURGER AG
Shipher
Spiffy
Starship Technologies
Travir
UpNet
Web EDI Solutions
eZCom EDI
ecosio
Discontinued, still offered
No shut-down product was recommended here.