Telecom expense management for enterprise buyers
Asked as “telecom expense management platform”, and as “wireless and telecom bill management service”, on behalf of an enterprise B2B company. 52 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
42%
Clear leader
42Tangoe One Telecom12Calero10Sakon37others
42% of first choices, clear leader.
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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two products at 0%, ordered by negative rate
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.
All twenty-one head-to-head pages: the top seven products, each against each
Genuity vs CaleroGenuity vs BrightfinGenuity vs SakonLightyear vs vCom SolutionsLightyear vs MindglobalLightyear vs CaleroLightyear vs BrightfinLightyear vs SakonvCom Solutions vs MindglobalvCom Solutions vs CalerovCom Solutions vs BrightfinvCom Solutions vs SakonMindglobal vs CaleroMindglobal vs BrightfinMindglobal vs SakonCalero vs BrightfinCalero vs SakonBrightfin vs Sakon
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
03C04
05
06
07
08C09
C10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Tangoe One Telecom42%
Tangoe One Telecom42%02Calero12%
Calero12%03Sakon10%
Sakon10%04Cimpl8%
05Vigilis6%
Vigilis6%06Upland Cimpl4%
Upland Cimpl4%07Lightyear4%
Lightyear4%08Brightfin2%
Brightfin2%09Cass Information Systems0%
10Calero-MDSL0%
What they warned about
Four of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, 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.
Tangoe One Telecom20%
12 of 61 labels negative · 11 of 14 models · 2 hard negative
“Platforms to Avoid or Be Highly Cautious About: 1. **Tangoe** (One Platform): - **Key Issues**: Invoice upload delays (up to 3 weeks)” Grok 4.1 Fast, negative prompt
Calero18%
9 of 50 labels negative · 8 of 14 models · 3 hard negative
“platforms and vendors that large enterprises should avoid or exercise caution with... **Calero** **Red Flags:** - **Poor customer support**” GLM 4.7 FlashX, negative prompt
Calero-MDSL
27%
3 of 11 labels negative · 3 of 14 models
“it is also a **software-only** model in the guidance that requires internal TEM maturity to realize value” Perplexity Sonar, negative prompt
Genuity38%
3 of 8 labels negative · 3 of 14 models
“best for **small teams on a budget**, which suggests it is not the safest fit for a large enterprise” Perplexity Sonar, 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
79 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. 1123 links across 173 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 · Socium IT47 answers · 82 citations · 12 models
40 answers · 61 citations · 13 models
vendor site · Mindglobal35 answers · 45 citations · 10 models
vendor site · Guideflow31 answers · 31 citations · 10 models
vendor site · Expensify31 answers · 31 citations · 11 models
30 answers · 33 citations · 12 models
28 answers · 38 citations · 11 models
24 answers · 24 citations · 9 models
24 answers · 24 citations · 10 models
vendor site · G223 answers · 34 citations · 10 models
vendor site · Worldmetrics22 answers · 28 citations · 9 models
vendor site · Tangoe21 answers · 36 citations · 11 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 · 12 models
34 answers · 13 models
31 answers · 10 models
31 answers · 11 models
27 answers · 11 models
25 answers · 10 models
24 answers · 10 models
23 answers · 9 models
19 answers · 10 models
17 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 telecom expense management platform”, “telecom expense management platform”, “telecom expense management 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 |
|---|---|---|---|---|---|---|---|---|
| Tangoe One Telecom tangoe.com | 42% | 141 | 0 | 3,425 | $63,203 | 6 | 2 | |
| Calero calero.com | 12% | 128 | 3,600 | 296 | 1,930 | $4,743 | 14 | |
| Sakon sakon.com | 10% | 93 | 1,000 | 196 | 583 | 2 | 3 | |
| Cimpl | 8% | 110 | 1 | |||||
| Vigilis vigilis.io | 6% | 16 | 70 | 27 | 0 | |||
| Upland Cimpl uplandsoftware.com | 4% | 29 | 10 | 0 | 67,149 | $1,203 | 26 | 6 |
| Lightyear lightyear.ai | 4% | 71 | 33,100 | 17,745 | 33,552 | 22 | 4 | |
| Brightfin brightfin.com | 2% | 72 | 720 | 1 | 138 | 8 | ||
| SpikeFli Analytics | 2% | |||||||
| Genuity gogenuity.com | 2% | 62 | 4,400 | 189 | 1,691 | 0 |
Google's top ten for the three searches hold 12 sites; 5 of them are among the sites the models cited here (gartner.com, mindglobal.com, tangoe.com, uplandsoftware.com, use.expensify.com). The first result for “best telecom expense management platform” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best telecom expense management platform for an enterprise B2B company?”Paraphrase“Which wireless and telecom bill management service would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade telecom expense management platforms and how do they differ?”Budget-constrained“What is the best telecom expense management platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a telecom expense management platform. What should we look at?”Negative“Which telecom expense management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Tangoe One TelecomTangoe One TelecomHeldTangoe One TelecomTangoe One Telecomno first choiceagainst: Calero-MDSL, Genuity, Sakon, Tangoe One Telecom
Four alternatives
Brightfin, Calero, Sakon, Upland CimplTwo alternatives
Calero-MDSL, MindglobalFour alternatives
Brightfin, Calero, Sakon, VigilisThree alternatives
Calero, Cimpl, SakonGPT-5.4 miniSakonCaleroChangedagainst: LightyearCalero, Tangoe One TelecomCalero, Stratix TEMno first choiceagainst: Asignet, Brightfin, Lightyear, Telesoft TEM
Three alternatives
Calero, Lightyear, Tangoe One TelecomTwo alternatives
Sakon, Tangoe One TelecomFour alternatives
Asignet, Brightfin, Cass, vCom SolutionsOne alternative
Tangoe One TelecomGemini 3.5 FlashTangoe One TelecomTangoe One TelecomHeldTangoe One TelecomLightyearTangoe One Telecomagainst: Calero-MDSL, Tangoe One Telecom
Five alternatives
Brightfin, Calero, Cass Information Systems, Mindglobal, SakonFour alternatives
Brightfin, Calero, Cass Information Systems, SakonSix alternatives
Asignet, Brightfin, Calero, Lightyear, Mindglobal, SakonFive alternatives
Brightfin, Calero-MDSL, Sakon, Tellennium, vCom SolutionsFour alternatives
Brightfin, Calero, Cass Information Systems, SakonPerplexity SonarCaleroagainst: TemforceSakonChangedBrightfin, SakonTangoe One Telecomno first choiceagainst: Calero-MDSL, Genuity, Tangoe One Telecom
Three alternatives
Brightfin, Sakon, Tangoe One TelecomTwo alternatives
Calero, SutiWEM-SThree alternatives
Calero, Cass Information Systems, Peak TechnologiesTwo alternatives
Cass Information Systems, SakonGrok 4.1 FastVigilisTangoe One TelecomChangedTangoe One TelecomVigilisno first choiceagainst: Calero, Holafly, Sakon, Tangoe One Telecom
Two alternatives
Calero, Tangoe One TelecomFour alternatives
Asignet, Calero, Sakon, Upland CimplFive alternatives
Brightfin, Calero, Cass Information Systems, Upland Cimpl, vCom SolutionsFour alternatives
Brightfin, Calero, Sakon, Tangoe One TelecomMistral SmallTangoe One Telecom, Upland CimplTangoe One TelecomChangedno first choiceLightyear, SpikeFli Analyticsagainst: Calero, Tangoe One Telecomno first choiceagainst: Calero, Tangoe One Telecom, Tellennium
One alternative
Cass Information SystemsSix alternatives
Brightfin, Calero-MDSL, Cass Information Systems, Sakon, Tangoe One Telecom, Upland CimplOne alternative
GenuityDeepSeek V4 FlashTangoe One TelecomTangoe One TelecomHeldTangoe One TelecomTangoe One Telecomno first choiceagainst: Brightfin, Calero, Genuity, Tangoe One Telecom
Two alternatives
Calero, Upland CimplThree alternatives
Calero, GoExceed, SakonSeven alternatives
Asignet, Brightfin, Calero-MDSL, Cass Information Systems, Sakon, Upland Cimpl, VigilisTwo alternatives
Calero, SakonLlama 4 MaverickCimplno first choiceChangedSakonTangoe One Telecomno first choicenothing named
Two alternatives
Expensify, SakonQwen 3.7 FlashBrightfin, Tangoe One TelecomTechSci, TeemillChangedno first choiceKyocera Intec, Telarisno first choiceagainst: Calero, Tangoe One Telecom
Two alternatives
Avotus, CaleroTwo alternatives
Global Telco Services, SerrionTwo alternatives
Conduent, VersapayKimi K2Sakon, Tangoe One TelecomTangoe One TelecomChangedTangoe One TelecomTangoe One Telecomno first choiceagainst: Calero, Tangoe One Telecom
Two alternatives
Brightfin, CaleroTwo alternatives
Calero, SakonFive alternatives
Asignet, Brightfin, Calero, Sakon, Upland CimplTwo alternatives
Calero, SakonGLM 4.7 FlashXCimplTangoe One TelecomChangedTangoe One TelecomCalerono first choiceagainst: Calero, Cimpl, Tangoe One Telecom
Four alternatives
Calero, Lightyear, Tangoe One Telecom, VigilisThree alternatives
Brightfin, Calero-MDSL, TeligisticsTwelve alternatives
Brightfin, Calero, Cass Information Systems, Cimpl, Clearview, Genuity, Lightyear, Mindglobal, RadiusPoint, Sakon, Valicom, WidePointThree alternatives
SAP Concur, Tangoe One Telecom, VigilisMiniMax M2.5Tangoe One TelecomCalero, CimplChangedTangoe One TelecomGenuityCimplnothing named
Four alternatives
AppZen, Brightfin, Cleo, OrceTwo alternatives
ExpenseLogic, Socium ITFive alternatives
Brightfin, Calero, Cimpl, Mindglobal, SakonThree alternatives
Lightyear, SpikeFli Analytics, vManagerThree alternatives
Asignet, CMS360, SakonGPT-6 LunaSakonSakonHeldCalero, Sakon, Tangoe One TelecomCalerono first choiceagainst: Calero, Sakon, Tangoe One Telecom
Two alternatives
Calero, Tangoe One TelecomTwo alternatives
Calero, Tangoe One TelecomFive alternatives
Asignet, Brightfin, Lightyear, WidePoint, vCom SolutionsTwo alternatives
Sakon, Tangoe One TelecomMuse Glimmer 30BTangoe One TelecomTangoe One Telecom, Upland CimplChangedVigilisVigilisagainst: Calero, Tangoe One Telecomno first choiceagainst: Lightyear, Tangoe TEM
Four alternatives
Avotus, Calero, Upland Cimpl, vCom SolutionsOne alternative
Calero-MDSLThree alternatives
Calero-MDSL, Tangoe One Telecom, Upland CimplTwo alternatives
Brightfin, TellenniumBold 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 | 2026-10-04 22:49 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:39 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:14 | yes | 9 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:38 | yes | 15 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:04 | yes | 24 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:13 | yes | 13 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:53 | yes | 22 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:17 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:59 | yes | 9 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:18 | yes | 9 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:22 | yes | 21 | 25 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:22 | yes | 8 | 40 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:15 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:57 | yes | 18 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:54 | yes | 15 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:24 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:32 | yes | 11 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:12 | yes | 17 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:46 | yes | 23 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:51 | yes | 14 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:23 | yes | 24 | 41 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:33 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:30 | no | 0 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:15 | yes | 21 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:14 | yes | 14 | 122 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:14 | yes | 12 | 27 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:20 | yes | 5 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:34 | yes | 14 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:16 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:21 | yes | 4 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:12 | yes | 27 | 37 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:59 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:42 | yes | 20 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:24 | yes | 15 | 20 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:13 | yes | 23 | 51 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:26 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:56 | yes | 10 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:50 | yes | 18 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:03 | yes | 21 | 167 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:25 | yes | 25 | 39 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:28 | yes | 7 | 34 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:35 | yes | 18 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:38 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:11 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:02 | yes | 18 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:12 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:13 | yes | 21 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:30 | yes | 9 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:37 | yes | 23 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:18 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:51 | no | 0 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:43 | yes | 23 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:05 | yes | 21 | 57 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:24 | yes | 16 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:24 | yes | 4 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:53 | yes | 13 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:49 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:25 | no | 0 | 14 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:41 | yes | 5 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:08 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:17 | yes | 14 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:28 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:30 | yes | 21 | 55 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:46 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:39 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:08 | yes | 18 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:17 | yes | 22 | 63 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:59 | yes | 10 | 25 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:53 | yes | 3 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:24 | yes | 14 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:13 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:28 | yes | 2 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:08 | yes | 22 | 34 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:22 | yes | 18 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:23 | yes | 24 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:59 | yes | 10 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:19 | yes | 23 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:34 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:00 | yes | 23 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:36 | yes | 24 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:11 | yes | 20 | 38 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:10 | yes | 5 | 15 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:49 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:25 | yes | 23 | 27 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
Tangoe read as Tangoe One Telecom
Tangoe (Tangoe One Telecom) read as Tangoe One Telecom
Tangoe (Tangoe One) read as Tangoe One Telecom
Tangoe One read as Tangoe One Telecom
vCom read as vCom Solutions
Unresolved, counted raw
Business Solutions Group
CDW
CMS360
Calero Telecom Expense Management
Cisco
Cleo
Conduent
Global Telco Services (GTS)
Holafly
Kyocera Intec
Lighyear
Orce
Peak Technologies
Serrion
Stratix TEM
TechSci (formerly Verisave)
Teemill
Telesoft TEM
Upland Telesoft
Vandis
WorldWide Technology
Discontinued, still offered
No shut-down product was recommended here.