EDI platforms for small business buyers
Asked as “EDI platform”, and as “electronic data interchange software”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each. Added to the September 2026 Edition; 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
35%
Contested · TrueCommerce EDI 19%
35Orderful19TrueCommerce EDI07SPS Commerce39others
35% 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 twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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.
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05E06
e07
08O09
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Orderful35%
Orderful35%02TrueCommerce EDI19%
TrueCommerce EDI19%03SPS Commerce7%
SPS Commerce7%04eZCom5%
eZCom5%05Cleo Integration Cloud4%
Cleo Integration Cloud4%06Elevate4%
07eZCom Software EDI4%
08Celigo Integrator.io2%
Celigo Integrator.io2%09OpenText Freeway Cloud2%
What they warned about
Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 and MiniMax M2.5 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 Commerce42%
16 of 38 labels negative · 9 of 12 models · 6 hard negative
“Commonly cited for aggressive auto-renewal contracts... Best for: Larger enterprises, not SMBs with 1-10 partners.” Grok 4.1 Fast, negative prompt
TrueCommerce EDI24%
14 of 58 labels negative · 9 of 12 models · 4 hard negative
“Legacy provider with complaints about slow onboarding... It's functional but often overkill and pricey for SMBs.” Grok 4.1 Fast, negative prompt
OpenText Trading Grid83%
5 of 6 labels negative · 5 of 12 models · 2 hard negative
“What to Avoid ... Over-buying enterprise EDI (like some OpenText or traditional solutions)” Kimi K2, direct prompt
IBM Sterling
100%
5 of 5 labels negative · 5 of 12 models · 1 hard negative
“Traditional VANs (e.g., IBM Sterling, Seeburger, various Tier 1 VANs): These require massive upfront implementation fees” Qwen 3.7 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve 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 12 models: citations where the model returns them, or the search results it consulted. 1025 links across 115 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Orderful58 answers · 140 citations · 13 models
50 answers · 92 citations · 13 models
vendor site · Cleo48 answers · 112 citations · 14 models
vendor site · G245 answers · 80 citations · 13 models
vendor site · G243 answers · 44 citations · 12 models
vendor site · SourceForge29 answers · 35 citations · 10 models
vendor site · TrueCommerce27 answers · 34 citations · 12 models
27 answers · 28 citations · 11 models
25 answers · 33 citations · 8 models
vendor site · Jitterbit22 answers · 25 citations · 11 models
21 answers · 25 citations · 10 models
17 answers · 19 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.
42 answers · 12 models
42 answers · 12 models
37 answers · 12 models
33 answers · 12 models
27 answers · 10 models
26 answers · 10 models
25 answers · 11 models
21 answers · 10 models
18 answers · 10 models
18 answers · 9 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 |
|---|---|---|---|---|---|---|---|---|
| Orderful orderful.com Orderful 35%, Orderful's Web EDI 4% | 39% | 112 | 1,300 | 2,217,331 | 38,857 | $4,233 | 120 | 9 |
| TrueCommerce EDI truecommerce.com | 19% | 146 | 170 | 5 | 18,077 | $284 | 28 | 6 |
| SPS Commerce spscommerce.com | 7% | 114 | 22,200 | 293 | 163,808 | 58 | 4 | |
| eZCom ezcomsoftware.com | 5% | 18 | 320 | 17 | 748 | |||
| Cleo WebEDI cleo.com Cleo Integration Cloud 4%, Cleo WebEDI 0% | 4% | 182 | 170 | 1 | 63,575 | 41 | 4 | |
| Elevate | 4% | 110,000 | 213,603 | |||||
| eZCom Software EDI | 4% | 10 | 0 | |||||
| EDI Elevate edielevate.com | 4% | 4 | ||||||
| EDIBridge | 4% | |||||||
| Celigo Integrator.io celigo.com | 2% | 48 | 140 | 0 | 9,670 | $1,097 | 43 |
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 small B2B company?”Paraphrase“Which electronic data interchange software would you recommend to a small business that sells to other businesses?”Comparative“What are the top EDI platforms for a small team and how do they differ?”Budget-constrained“What is the best EDI platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a EDI platform. What should we look at?”Negative“Which EDI platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Orderfulno first choiceChangedOrderfulOrderful's Web EDIno first choiceagainst: Boomi B2B/EDI Management, Cleo Integration Cloud, IBM, IBM Sterling, OpenText Trading Grid
Three alternatives
Elevate, Stedi, eZCom Software EDIFour alternatives
Celigo Integrator.io, Cleo Integration Cloud, TrueCommerce EDI, eZComTwo alternatives
Cleo WebEDI Portal, eZComGPT-5.4 miniSPS CommerceSPS Commerce, TrueCommerce EDIChangedCleo Integration Cloudagainst: IBM Sterling, OpenText Trading GridCeligo Integrator.ioagainst: ConnectPointzno first choicenothing named
Three alternatives
Babelway, Cleo Integration Cloud, TrueCommerce EDIThree alternatives
Boomi B2B/EDI Management, SPS Commerce, TrueCommerce EDITwo alternatives
Infocon Systems WebEDI, TrueCommerce EDIGemini 3.5 FlasheZComagainst: SPS CommerceeZComHeldagainst: SPS Commerce, TrueCommerce EDIInfocon Systems, eZComagainst: SPS Commerce, TrueCommerce EDIOrderfulagainst: SPS Commerce, TrueCommerce EDISBSA, SPS Commerce, TrueCommerce EDI, eZComagainst: AWS B2B Data Interchange, Cleo Integration Suite, IBM Sterling B2B Integrator, Microsoft BizTalk, OpenText Trading Grid, SPS Commerce, TrueCommerce EDI
Four alternatives
Amosoft, ConnectPointz, Orderful, TrueCommerce EDIThree alternatives
Cleo Integration Cloud, OrderSync, OrderfulTwo alternatives
Orderful, SBSA TechnologyFour alternatives
Elevate, Infocon Systems WebEDI, SBSA Technology, eZCom Software - LingoThree alternatives
Cleo Integration Cloud, Orderful, StediPerplexity SonarOrderful, TrueCommerce EDITrueCommerce EDIChangedCleo WebEDIagainst: B2Brouter, StediOrderful's Web EDIagainst: TrueCommerce EDI, eZComno first choicenothing named
One alternative
eZComThree alternatives
Amosoft, OpenText Freeway Cloud, eZCom Software EDIFour alternatives
Celigo Integrator.io, Infocon Systems WebEDI, TrueCommerce EDI, eZCom Software EDITwo alternatives
Cleo’s Fulfillment Portal, EDIBridgeGrok 4.1 FastTrueCommerce EDITrueCommerce EDIHeldInfocon Systems WebEDI, Orderful, TrueCommerce EDIEDI Elevateagainst: Cleo Integration Cloud, SPS Commerce, TrueCommerce EDIno first choiceagainst: IBM Sterling, Infor, SPS Commerce, TrueCommerce EDI
Four alternatives
B2BGateway, Cleo WebEDI, OpenText Freeway Cloud, OrderfulTwo alternatives
B2BGateway, SPS CommerceTwo alternatives
OpenText Freeway Cloud, SPS CommerceFive alternatives
Cargoson, ConnectPointz, Orderful, Vantree, eZCom Software EDIMistral SmallTrueCommerce EDITrueCommerce EDI, eZCom Software EDIChangedOrderful, eZComEDIBridge, Orderfulno first choicenothing named
One alternative
OpenText Freeway CloudTwo alternatives
KhooCommerce, OpenText Freeway CloudFour alternatives
Cargoson, Cleo WebEDI, SPS Commerce, TrueCommerce EDITwo alternatives
TrueCommerce EDI, eZComDeepSeek V4 FlashOrderfulOrderfulHeldagainst: DataTrans SolutionseZComOrderfulOrderfulagainst: Cleo Integration Cloud, Crossfire, IBM Sterling, OpenText Trading Grid, SPS Commerce, TrueCommerce EDI
Five alternatives
Cleo Integration Cloud, OpenText Freeway Cloud, SPS Commerce, TrueCommerce EDI, eZCom SoftwareTwo alternatives
SPS Commerce Fulfillment EDI, TrueCommerce EDIFour alternatives
CData Arc, Cleo WebEDI, TrueCommerce EDI, ZenbridgeThree alternatives
Boomi B2B/EDI Management, Cleo Integration Cloud, ZenbridgeFour alternatives
Cleo WebEDI, OpenText Freeway Cloud, TrueCommerce EDI, eZComLlama 4 MaverickTrueCommerce EDIno first choiceChangedeZComEDIBridgeno first choiceagainst: SPS Commerce
Two alternatives
Cleo Integration Cloud, OpenText Freeway CloudTwo alternatives
Cleo WebEDI, TrueCommerce EDITwo alternatives
Orderful, eZCom Software EDIQwen 3.7 FlashOrderfulOpenText Freeway CloudChangedStaxlPonchono first choiceagainst: BlueMatrix, Boomi B2B/EDI Management, IBM Sterling, MuleSoft Anypoint Platform, NetSuite, SAP Business One, Seeburger
Three alternatives
KhooCommerce, ProEDI, XEDIThree alternatives
KhooCommerce, TrueCommerce EDI, eZCom Software EDIThree alternatives
CQ Global, One-Eye, SPS CommerceTwo alternatives
Aklivery, GentekKimi K2Orderfulagainst: OpenText Trading GridTrueCommerce EDIChangedOrderful, SPS Commerce FulfillmentEDI Elevateagainst: SPS Commerceno first choiceagainst: SPS Commerce, TrueCommerce EDI
Four alternatives
Cleo Integration Cloud, Elevate, SPS Commerce, StediTwo alternatives
SPS Commerce Fulfillment, XEDIFour alternatives
Cin7 Omni, Elevate, KhooCommerce, TrueCommerce EDIThree alternatives
Orderful, Simple WebEDI Tools, TrueCommerce EDIGLM 4.7 FlashXOrderfulOrderfulHeldagainst: SPS CommerceCleo WebEDI, eZCom Software EDIagainst: GoAnywhere MFTOrderful, Zenbridgeno first choiceagainst: Legacy VAN-Based Solutions, SPS Commerce, TrueCommerce EDI
Three alternatives
Celigo Integrator.io, Cleo Integration Cloud, SPS CommerceTwo alternatives
Cleo Integration Cloud, EDI ElevateSix alternatives
Cargoson, Celigo Integrator.io, Cin7 Omni, Orderful, SPS Commerce Fulfillment EDI, TrueCommerce EDIThree alternatives
Cleo Integration Cloud, TrueCommerce EDI, eZCom LingoMiniMax M2.5Cleo Integration Cloud, OrderfulElevate, OrderfulChangedCleo Integration CloudBlueSeer, Orderfulagainst: Legacy providersCleo Integration Cloud, SPS Commerce, TrueCommerce EDIagainst: SPS Commerce, TrueCommerce EDI
Three alternatives
Celigo B2B Manager, KhooCommerce, TrueCommerce EDITwo alternatives
ProEDI, eZCom Software EDIThree alternatives
Babelway, SPS Commerce, eZComOne alternative
Cleo Integration CloudOne alternative
Celigo Integrator.ioBold 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
Seventy-two 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 00:01 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:28 | no | 0 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:57 | yes | 15 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:35 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:13 | yes | 19 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:48 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:39 | yes | 20 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:53 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:49 | yes | 9 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:09 | yes | 18 | 37 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:13 | yes | 19 | 42 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:02 | yes | 8 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:24 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:51 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:39 | yes | 26 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:24 | yes | 16 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:01 | yes | 22 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:18 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:37 | yes | 20 | 40 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:50 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:25 | yes | 7 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:17 | yes | 15 | 38 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:20 | yes | 24 | 32 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:40 | yes | 9 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:53 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:09 | yes | 3 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:40 | yes | 21 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:54 | yes | 15 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:28 | yes | 22 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:55 | yes | 13 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:40 | yes | 23 | 54 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:21 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:41 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:52 | yes | 20 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:53 | yes | 13 | 36 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:20 | yes | 25 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:03 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:41 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:05 | yes | 22 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:37 | yes | 18 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:42 | yes | 20 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:17 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:48 | yes | 21 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:16 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:24 | no | 0 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:44 | yes | 12 | 44 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:23 | yes | 13 | 61 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:57 | yes | 21 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:23 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:50 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:09 | yes | 11 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:21 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:09 | yes | 15 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:59 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:17 | yes | 18 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:08 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:18 | yes | 10 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:43 | yes | 25 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:59 | yes | 22 | 36 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:50 | yes | 5 | 10 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:51 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:37 | yes | 1 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:06 | yes | 16 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:28 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:45 | yes | 24 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:39 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:41 | yes | 23 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:00 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:35 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:52 | yes | 22 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:07 | yes | 25 | 27 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:26 | yes | 24 | 36 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 (modern plans) read as Cleo Integration Cloud
Cleo Cloud read as Cleo Integration Cloud
Dell Boomi read as Boomi B2B/EDI Management
MuleSoft read as MuleSoft Anypoint Platform
OpenText read as OpenText Trading Grid
OpenText (formerly GXS) read as OpenText Trading Grid
TrueCommerce read as TrueCommerce EDI
TrueCommerce EDI Solutions read as TrueCommerce EDI
Unresolved, counted raw
ACT Data
ASTERIA Warp
Aklivery
B2Brouter
BlueMatrix
CQ Global
Celigo B2B Manager
ClearSea
Cleo Integration Suite
Cleo WebEDI Portal
Cleo’s Fulfillment Portal
EDI Here
EDI Source PartnerXchange
Gentek
Infor
Informatica B2B Data Exchange
Interlink Commerce
Legacy VAN-Based Solutions
Legacy providers
Mapped EDI
Microsoft BizTalk
One-Eye
OrderSync
Poncho
Simple WebEDI Tools
Softcom
Staxl (formerly Connectware)
Traxxas
Vantree
Vantree Systems
eZCom Lingo
eZCom Software - Lingo
Discontinued, still offered
No shut-down product was recommended here.