EDI platforms for small business buyers
Asked as “EDI platform”, and as “electronic data interchange software”, 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
26%
Contested · Cleo Integration Cloud 17%
26TrueCommerce EDI17Cleo Integration Cloud15Orderful43others
26% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: TrueCommerce EDI (26%) replaces Orderful (35% then, 15% now), 11 points clear, past the 11-point floor.TrueCommerce EDI leads at 26%, replacing Orderful, which led at 35% and stands at 15% now: 11 points clear, past the 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
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.This pageMid-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.Standing →EnterpriseIBM 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.This pageMid-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.Standing →EnterpriseIBM 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01TrueCommerce EDI26%20%59accepted challenger▲+7Since October 2026: 19% → 26%, +7 points. Inside the 11-point floor: within noise.19% → 26%
TrueCommerce EDI26%20%59accepted challenger▲+7Since October 2026: 19% → 26%, +7 points. Inside the 11-point floor: within noise.19% → 26%02Cleo Integration Cloud17%9%35accepted challenger▲+13Since October 2026: 4% → 17%, +13 points. Past the 11-point floor: movement.4% → 17%
Cleo Integration Cloud17%9%35accepted challenger▲+13Since October 2026: 4% → 17%, +13 points. Past the 11-point floor: movement.4% → 17%03
Orderful15%3%31accepted challenger▼−20Since October 2026: 35% → 15%, −20 points. Past the 11-point floor: movement.35% → 15%
Orderful15%3%31accepted challenger▼−20Since October 2026: 35% → 15%, −20 points. Past the 11-point floor: movement.35% → 15%04
SPS Commerce7%47%36criticized challenger=heldSince October 2026: 7% → 7%, ±0 points. Inside the 11-point floor: within noise.7% → 7%
SPS Commerce7%47%36criticized challenger=heldSince October 2026: 7% → 7%, ±0 points. Inside the 11-point floor: within noise.7% → 7%05
eZCom6%0%13accepted challenger▲+1Since October 2026: 5% → 6%, +1 point. Inside the 11-point floor: within noise.5% → 6%
eZCom6%0%13accepted challenger▲+1Since October 2026: 5% → 6%, +1 point. Inside the 11-point floor: within noise.5% → 6%06
Cleo WebEDI6%0%11accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
Cleo WebEDI6%0%11accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%07Infocon Systems WebEDI4%0%10accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
08
Cin7 Omni2%6%16accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Cin7 Omni2%6%16accepted 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
12IBM Sterling B2B Integrator0%83%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
11
Boomi B2B/EDI Management0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Boomi B2B/EDI Management0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10SPS Commerce Fulfillment EDI0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
09
Celigo Integrator.io0%0%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Celigo Integrator.io0%0%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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
Cleo Integration Cloud vs TrueCommerce EDICleo Integration Cloud vs SPS CommerceCleo Integration Cloud vs Orderful
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.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
0809S10
11I12
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01TrueCommerce EDI26%
TrueCommerce EDI26%02Cleo Integration Cloud17%
Cleo Integration Cloud17%03Orderful15%
Orderful15%04SPS Commerce7%
SPS Commerce7%05eZCom6%
eZCom6%06Cleo WebEDI6%
Cleo WebEDI6%07Infocon Systems WebEDI4%
08Cin7 Omni2%
Cin7 Omni2%09Celigo Integrator.io0%
Celigo Integrator.io0%10SPS Commerce Fulfillment EDI0%
11Boomi B2B/EDI Management0%
Boomi B2B/EDI Management0%12IBM Sterling B2B Integrator0%
What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.20, 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 Commerce47%
17 of 36 labels negative · 14 of 14 models · 9 hard negative
“Avoid or be cautious about: - Auto-renewal contracts: Users report automatic 5-year renewals without proper notification” GLM 4.7 FlashX, negative prompt
TrueCommerce EDI20%
12 of 59 labels negative · 10 of 14 models
“you should scrutinize platforms like SPS Commerce, TrueCommerce, and some full-service/managed EDI vendors very carefully before signing” GPT-5.4 mini, negative prompt
IBM Sterling B2B Integrator
83%
10 of 12 labels negative · 6 of 14 models · 5 hard negative
“Overbuilt Enterprise Platforms ... often a nightmare for small businesses. Who fits here: IBM Sterling, SAP Ariba Network, Oracle, Manifold.” Qwen 3.7 Flash, negative prompt
OpenText Trading Grid71%
5 of 7 labels negative · 5 of 14 models · 2 hard negative
“Legacy Enterprise Giants (e.g., OpenText / GXS, IBM Sterling) ... overkill and cost-prohibitive for small-to-midsize businesses” Gemini 3.5 Flash, 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
75 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. 806 links across 112 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 · Cleo55 answers · 104 citations · 14 models
47 answers · 108 citations · 13 models
45 answers · 64 citations · 13 models
vendor site · Orderful37 answers · 55 citations · 13 models
vendor site · G235 answers · 65 citations · 12 models
vendor site · TrueCommerce22 answers · 29 citations · 11 models
22 answers · 25 citations · 7 models
18 answers · 51 citations · 9 models
17 answers · 19 citations · 7 models
vendor site · SourceForge16 answers · 18 citations · 9 models
14 answers · 14 citations · 8 models
vendor site · G213 answers · 14 citations · 4 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.
37 answers · 13 models
28 answers · 10 models
22 answers · 7 models
20 answers · 12 models
20 answers · 9 models
19 answers · 11 models
17 answers · 9 models
17 answers · 8 models
16 answers · 9 models
15 answers · 8 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 | 26% | 151 | 170 | 5 | 18,077 | $284 | 28 | 6 |
| Cleo WebEDI cleo.com Cleo Integration Cloud 17%, Cleo WebEDI 6% | 22% | 193 | 170 | 1 | 63,575 | 41 | 4 | |
| Orderful orderful.com | 15% | 93 | 1,300 | 2,217,331 | 38,857 | $4,233 | 120 | 9 |
| SPS Commerce spscommerce.com SPS Commerce 7%, SPS Commerce Fulfillment 2% | 9% | 122 | 22,200 | 293 | 163,808 | 58 | 4 | |
| eZCom ezcomsoftware.com | 6% | 15 | 320 | 17 | 748 | |||
| Infocon Systems WebEDI | 4% | |||||||
| EDIBridge | 4% | |||||||
| Cin7 Omni cin7.com | 2% | 21 | 170 | 8 | 55,257 | $180 | 57 | |
| eZCom Software EDI | 2% | 10 | 0 | |||||
| eZCom Software | 2% |
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 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 4.5eZCom Software EDIno first choiceChangedCeligo Integrator.io, eZCom Software EDIWeb EDIno first choiceagainst: CData Arc, IBM Sterling B2B Integrator, SPS Commerce, TrueCommerce EDI
Four alternatives
B2BGateway, Babelway, Boomi B2B/EDI Management, OrderfulFour alternatives
Cleo Integration Cloud, Infocon Systems WebEDI, Orderful, TrueCommerce EDIThree alternatives
Cleo's WebEDI Portal, EDI2XML, Orderful's Web EDIGPT-5.4 miniTrueCommerce EDIagainst: SPS Commerce Fulfillment EDITrueCommerce EDIHeldSPS Commerce Fulfillment EDIInfocon Systems WebEDIagainst: TrueCommerce EDIno first choiceagainst: SPS Commerce, TrueCommerce EDI
One alternative
eZCom Software EDIThree alternatives
Infocon Systems WebEDI, SPS Commerce Fulfillment EDI, eZCom Software EDIFour alternatives
Celigo Integrator.io, Cleo Integration Cloud, TrueCommerce EDI, eZCom Software EDIOne alternative
Celigo Integrator.ioGemini 3.5 FlashSPS CommerceSPS CommerceHeldOrderful, SPS CommerceInfocon Systems WebEDI, eZCom Softwareno first choiceagainst: IBM Sterling B2B Integrator, OpenText Trading Grid, SPS Commerce
Seven alternatives
Babelway, CData Arc, DataTrans Solutions, Infocon Systems, Orderful, Stedi, TrueCommerce EDIFive alternatives
CData Arc, Orderful, TrueCommerce EDI, Zenbridge, eZCom SoftwareFour alternatives
Infocon Systems, Stedi, TrueCommerce EDI, eZComSix alternatives
B2BGateway, Cleo Web EDI, Orderful, SBSA Technology, Stedi, TrueCommerce EDIPerplexity SonarTrueCommerce EDIagainst: EDIBridgeTrueCommerce EDIHeldTrueCommerce EDICleo WebEDIagainst: Cin7 Omni, TrueCommerce EDIno first choiceagainst: OpenText Trading Grid, Orderful, SPS Commerce, Stedi, TrueCommerce EDI
Four alternatives
Celigo Integrator.io, Cleo WebEDI, SPS Commerce, eZComFive alternatives
Celigo Integrator.io, Cin7 Omni, OpenText Freeway Cloud, SPS Commerce Fulfillment EDI, eZCom Software EDIFive alternatives
Cleo Integration Cloud, Infocon Systems WebEDI, Orderful, SPS Commerce, eZComTwo alternatives
SBSA EDI, eZComGrok 4.20TrueCommerce EDIagainst: IBM Sterling B2B Integrator, SPS CommerceSPS Commerce, TrueCommerce EDIChangedagainst: IBM Sterling B2B Integrator, MuleSoft Anypoint PlatformBoomi B2B/EDI Management, Cleo Integration Cloudagainst: IBM Sterling B2B Integrator, OpenText Trading GridConnectPointzagainst: Boomi B2B/EDI Management, IBM Sterling B2B Integratorno first choiceagainst: BetterEDI, Edict Systems, IBM Sterling B2B Integrator, SPS Commerce, TrueCommerce EDI
Four alternatives
Babelway, ConnectPointz, DataTrans WebEDI, StediThree alternatives
Asteria Warp, Cleo Integration Cloud, eZCom SoftwareThree alternatives
Cin7 Omni, SPS Commerce, TrueCommerce EDIThree alternatives
AWS B2B Data Interchange, EDI2XML, TrueCommerce EDIMistral SmallCleo Integration Cloud, eZComCleo Integration Cloud, SPS Commerce FulfillmentChangedCleo Integration Cloud, Orderfulagainst: Boomi B2B/EDI ManagementCleo WebEDI, Orderfulno first choiceagainst: Cleo Integration Cloud, SPS Commerce, TrueCommerce EDI
Four alternatives
Infocon Systems WebEDI, OpenText Freeway Cloud, Orderful, TrueCommerce EDITwo alternatives
Cin7 Omni, TrueCommerce EDIThree alternatives
Cin7 Omni, SPS Commerce, TrueCommerce EDIOne alternative
DataTrans WebEDI & eCommerceDeepSeek V4 FlashCleo Integration Cloud, TrueCommerce EDITrueCommerce EDIChangedno first choiceTrueCommerce EDIagainst: MFT GatewayCleo Integration Cloudagainst: Cleo Integration Cloud, IBM Sterling B2B, SPS Commerce, TrueCommerce EDI
Three alternatives
Conexiom, Infocon Systems WebEDI, SPS Commerce Fulfillment EDIThree alternatives
Cleo Integration Cloud, Orderful, SPS Commerce FulfillmentThree alternatives
Babelway, Orderful, Transalis EDI InstantThree alternatives
1EDISource, TrueCommerce EDI, eZComLlama 4 Maverickno first choiceCleo's EDI SoftwareChangedCleo Integration CloudEDIBridgeno first choiceagainst: SPS Commerce
Four alternatives
Cin7 Omni, SPS Commerce Fulfillment EDI, TrueCommerce EDI, ZenbridgeTwo alternatives
SPS Commerce Fulfillment EDI, TrueCommerce EDIOne alternative
OrderfulQwen 3.7 FlashTrueCommerce EDIagainst: SPS CommerceCin7 OmniChangedno first choiceOpenText Freeway Cloud, Orderfulno first choiceagainst: IBM Sterling B2B Integrator, Manifold, Microsoft Dynamics GP, NetSuite, Oracle, SAP Ariba Network, SAP Business One
Two alternatives
Orderful, eZComFour alternatives
Cleo Integration Cloud, SPS Commerce Fulfillment EDI, TrueCommerce EDI, eZCom SoftwareFive alternatives
Blip, Cleo Integration Cloud, SPS Commerce, Tradeshift, WebitTwo alternatives
Cin7 Omni, Cleo Integration CloudKimi K2Cleo Integration Cloud, TrueCommerce EDITrueCommerce EDIChangedOrderfulEDIBridgeagainst: IBM, OpenText Trading Grid, SPS Commerce, TrueCommerce EDIno first choiceagainst: Boomi B2B/EDI Management, Cleo Integration Cloud, IBM Sterling B2B Integrator, SPS Commerceagainst: SPS Commerce
Two alternatives
ConnectPointz, SPS CommerceThree alternatives
Cleo Integration Cloud, SPS Commerce Fulfillment EDI, eZCom SoftwareFour alternatives
Boomi B2B/EDI Management, Cleo Integration Cloud, SPS Commerce, TrueCommerce EDITwo alternatives
Cleo WebEDI, Orderful Web EDIFour alternatives
Cin7 Omni, Elevate, Infocon, TrueCommerce EDIGLM 4.7 FlashXTrueCommerce EDICleo Integration Cloud, TrueCommerce EDIChangedeZComagainst: Boomi B2B/EDI Management, IBM Sterling B2B IntegratorOrderfulno first choiceagainst: SPS Commerce, TrueCommerce EDI
Three alternatives
Cin7 Omni, Cleo WebEDI, SPS Commerce Fulfillment EDIThree alternatives
Cin7 Omni, OpenText B2B Integration Enterprise, OrderfulFive alternatives
CData Arc, Celigo Integrator.io, Cleo Integration Cloud, SPS Commerce Fulfillment EDI, TrueCommerce EDIThree alternatives
Cleo Integration Cloud, Transalis EDI Instant, TrueCommerce EDIMiniMax M2.5eZComCleo Integration Cloud, SPS CommerceChangedTrueCommerce EDICleo Integration Cloud, Orderfulno first choiceagainst: SPS Commerce
Four alternatives
Cleo Integration Cloud, Infocon Systems WebEDI, OpenText Freeway Cloud, TrueCommerce EDITwo alternatives
DCKAP Integrator, TrueCommerce EDIFour alternatives
Boomi B2B/EDI Management, CData Arc, Cleo Integration Cloud, SPS CommerceOne alternative
Cin7 OmniGPT-6 LunaOrderfulOrderfulHeldno first choiceOrderfulno first choiceagainst: SPS Commerce, TrueCommerce EDI
Three alternatives
Cleo WebEDI, SPS Commerce, TrueCommerce EDITwo alternatives
Cleo WebEDI, SPS CommerceMuse Glimmer 30BeZComCleo Integration Cloud, Cleo WebEDIChangedOrderfulOrderful, Transalis EDI Instantno first choiceagainst: IBM Sterling B2B Integration SaaS, OpenText Trading Grid, SPS Commerce, TrueCommerce EDI
Four alternatives
Cleo WebEDI, Elevate EDI, Orderful, TrueCommerce EDITwo alternatives
Action EDI, ElevateFive alternatives
Cin7 Omni, Cleo Integration Cloud, DataTrans WebEDI & eCommerce, SPS Commerce, TrueCommerce EDIOne alternative
Cleo Integration CloudBold 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 10:37 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:12 | yes | 3 | 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 16:02 | yes | 8 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:15 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:25 | yes | 12 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:18 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:03 | yes | 24 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:44 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:39 | yes | 5 | 21 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:31 | yes | 9 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:02 | yes | 22 | 104 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:05 | yes | 5 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:43 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:02 | yes | 12 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:09 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:17 | yes | 2 | 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 09:21 | yes | 6 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:28 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:43 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:14 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:46 | yes | 25 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:07 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:33 | yes | 5 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:37 | yes | 15 | 36 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:46 | yes | 14 | 118 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:48 | yes | 10 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:17 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:55 | yes | 11 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:45 | yes | 13 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:00 | yes | 3 | 9 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 09:34 | yes | 11 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:45 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:33 | yes | 7 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:38 | yes | 9 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:13 | yes | 25 | 13 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:17 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:46 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:57 | yes | 13 | 67 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:50 | yes | 22 | 48 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:11 | yes | 10 | 45 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:42 | yes | 5 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:21 | yes | 14 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:00 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:20 | yes | 2 | 6 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 10:03 | yes | 10 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:45 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:01 | yes | 5 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:35 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:18 | yes | 22 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:46 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:25 | yes | 5 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:11 | yes | 14 | 59 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:40 | yes | 21 | 115 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:45 | yes | 5 | 17 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:42 | yes | 1 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:55 | yes | 11 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:11 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:15 | 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 17:44 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 17:42 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:45 | yes | 10 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:21 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:00 | yes | 19 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:31 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:01 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:15 | yes | 25 | 45 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:54 | yes | 20 | 29 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:33 | no | 0 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:12 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:00 | yes | 13 | 15 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:12 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:54 | yes | 3 | 5 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 19:44 | yes | 11 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:52 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:05 | yes | 10 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:44 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:53 | yes | 22 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:31 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:19 | no | 0 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:25 | yes | 25 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:56 | yes | 25 | 45 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:23 | yes | 23 | 45 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:15 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:37 | yes | 23 | 31 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Boomi read as Boomi B2B/EDI Management
Boomi (Dell Boomi) read as Boomi B2B/EDI Management
Boomi (Dell Technologies) read as Boomi B2B/EDI Management
Celigo read as Celigo Integrator.io
Celigo (B2B Manager) read as Celigo Integrator.io
Cleo read as Cleo Integration Cloud
Cleo (Fulfillment Portal) read as Cleo Integration Cloud
Cleo (WebEDI via DataTrans) read as Cleo Integration Cloud
Cleo Fulfillment Portal read as Cleo WebEDI
Cleo WebEDI via DataTrans / Cleo Fulfillment Portal read as Cleo WebEDI
Cleo’s Fulfillment Portal read as Cleo WebEDI
IBM Sterling read as IBM Sterling B2B Integrator
Jitterbit read as Jitterbit EDI
MuleSoft read as MuleSoft Anypoint Platform
Mulesoft read as MuleSoft Anypoint Platform
OpenText read as OpenText Trading Grid
Transalis (EDI Instant) read as Transalis EDI Instant
TrueCommerce read as TrueCommerce EDI
TrueCommerce EDI Solutions read as TrueCommerce EDI
Unresolved, counted raw
1EDISource
BOLD VAN
BetterEDI
Blip
Cleo's EDI Software
Cleo's WebEDI Portal
Conexiom
Infocon
Manifold
Microsoft Dynamics GP
OrderSync
Orderful Pixel
Seeyon
Sterling Commerce
Tradeshift
TrustCommerce
Web EDI Services
WebEDI by Edict Systems
WebEDI platforms
Webit
Weblink
eZCom Lingo
Discontinued, still offered
No shut-down product was recommended here.