Telecom expense management
Asked as “telecom expense management platform”, and as “wireless and telecom bill management service”, on behalf of a mid-market B2B company. 48 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
19%
Contested · Lightyear 12%
19Genuity12Lightyear12vCom Solutions56others
19% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
Show the one product at 0%, ordered by negative rate
08
Tangoe One Telecom0%53%45criticized challengernewNew since September 2026: not ranked then, 0% now.
Tangoe One Telecom0%53%45criticized challengernewNew since September 2026: not ranked then, 0% now.The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
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
03
04
05
06
0708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Genuity19%
Genuity19%02Lightyear12%
Lightyear12%03vCom Solutions12%
vCom Solutions12%04Mindglobal10%
Mindglobal10%05Calero6%
Calero6%06Brightfin4%
Brightfin4%07Sakon2%
Sakon2%08Tangoe One Telecom0%
Tangoe One Telecom0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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 Telecom53%
24 of 45 labels negative · 11 of 14 models · 6 hard negative
“platforms you should approach with caution or avoid: 1. **Tangoe** - **Issues:** Users frequently report an aging interface, a steep and complex onboarding process, and inconsistent support quality.” Mistral Small, negative prompt
Calero39%
18 of 46 labels negative · 11 of 14 models · 2 hard negative
“Users report slow data reporting, delayed updates when requesting changes, and poor customer support” Kimi K2, negative prompt
Sakon34%
11 of 32 labels negative · 6 of 14 models · 1 hard negative
“What to Avoid for Mid-Market” DeepSeek V4 Flash, direct prompt
Brightfin16%
4 of 25 labels negative · 4 of 14 models · 1 hard negative
“brightfin:** Acquired by **Proven Optics**” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 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. 1092 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.
46 answers · 67 citations · 14 models
vendor site · G231 answers · 57 citations · 12 models
30 answers · 32 citations · 13 models
vendor site · Mindglobal29 answers · 54 citations · 12 models
vendor site · Socium IT27 answers · 45 citations · 10 models
27 answers · 27 citations · 10 models
25 answers · 33 citations · 9 models
vendor site · Expensify25 answers · 25 citations · 11 models
24 answers · 31 citations · 11 models
22 answers · 32 citations · 10 models
vendor site · Lightyear22 answers · 28 citations · 8 models
vendor site · GetApp21 answers · 27 citations · 9 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.
35 answers · 11 models
27 answers · 10 models
27 answers · 11 models
25 answers · 11 models
24 answers · 10 models
21 answers · 9 models
20 answers · 8 models
19 answers · 11 models
18 answers · 10 models
17 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Genuity gogenuity.com | 19% | 62 | 4,400 | 189 | 1,691 | 0 | ||
| Lightyear lightyear.ai Lightyear 12%, Lightyear.ai 2% | 15% | 71 | 33,100 | 17,745 | 33,552 | 22 | 4 | |
| vCom Solutions vcomsolutions.com | 12% | 32 | 260 | 4 | 263 | |||
| Mindglobal mindglobal.com | 10% | 25 | 210 | 2 | 167 | 9 | ||
| Zoho parent site Zoho Expense 6% | 6% | 186 | 5,400 | 52 | ||||
| Calero calero.com | 6% | 128 | 3,600 | 296 | 1,930 | $4,743 | 14 | |
| ClearSight TEMs | 6% | |||||||
| Brightfin brightfin.com | 4% | 72 | 720 | 1 | 138 | 8 | ||
| Clearview | 4% | 27,100 | 2,426 | |||||
| Upland Cimpl uplandsoftware.com | 2% | 29 | 10 | 0 | 67,149 | $1,203 | 26 | 6 |
Google's top ten for the three searches hold 12 sites; 5 of them are among the sites the models cited here (gartner.com, lightyear.ai, mindglobal.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 a mid-market B2B company?”Paraphrase“Which wireless and telecom bill management service would you recommend to a mid-sized B2B company?”Comparative“What are the top telecom expense management platforms and how do they differ?”Budget-constrained“What is the best telecom expense management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a telecom expense management platform. What should we look at?”Negative“Which telecom expense management platforms should I avoid or be cautious about?”
Claude Haiku 4.5LightyearComview, vCom SolutionsChangedno first choiceGenuityno first choiceagainst: Brightfin, Calero, Tangoe One Telecom
Four alternatives
Cimpl, Tangoe One Telecom, Valicom's Clearview, vCom SolutionsTwo alternatives
Calero-MDSL, ClearSightThree alternatives
Lightyear, MobilityCentral by Visage Mobile, SakonGPT-5.4 miniCaleroagainst: LightyearClearviewChangedno first choiceTemprixno first choicenothing named
Three alternatives
Sakon, Tangoe One Telecom, Valicom ClearviewThree alternatives
LINQ Qonnect, Motus, Tangoe One TelecomTwo alternatives
Sakon, Tangoe One TelecomGemini 3.5 FlashLightyearagainst: Calero, Tangoe One TelecomLightyearHeldTangoe One TelecomGenuityagainst: Calero, Sakon, Tangoe One TelecomMindglobal, Tellennium, vCom Solutionsagainst: Brightfin, Calero-MDSL, Cass Information Systems, Tangoe One Telecom, Tellennium, vCom Solutions
Four alternatives
Brightfin, Mindglobal, vCom Solutions, vManagerThree alternatives
Brightfin, Sakon, vCom SolutionsSix alternatives
Asignet, Brightfin, Calero, Lightyear, Sakon, vCom SolutionsFour alternatives
BILL Spend & Expense, Lightyear, Ramp, VigilisThree alternatives
Brightfin, Lightyear, SakonPerplexity SonarBrightfinagainst: Calero, SakonLightyearChangedagainst: Calero, Sakon, Tangoe One Telecomno first choiceMicrocallno first choiceagainst: Calero, Tangoe One Telecom
Three alternatives
Clearview, Lightyear, vCom SolutionsOne alternative
ComviewOne alternative
LINQ QonnectGrok 4.1 FastSakon, vCom Solutionsagainst: Tangoe One TelecomClearSight TEMsChangedTangoe One TelecomGenuityagainst: Calero, Tangoe One TelecomCaleroagainst: Calero, Tangoe TEM
Three alternatives
Calero, Genuity, ValicomFour alternatives
Calero, Cass Info Systems, Tangoe One Telecom, VigilisEight alternatives
Calero, Cass Information Systems, Clearview, Lightyear, MDM Telecom, Upland Cimpl, Vigilis, vCom vManagerThree alternatives
Lightyear, Sierra Gold, Zoho ExpenseFour alternatives
Cimpl, Lightyear, Tangoe One Telecom, TemforceMistral SmallClearSight TEMs, LINQ QonnectLightyearChangedagainst: Calero, Sakon, Tangoe One TelecomCalero MDS TEM, SakonGenuityno first choiceagainst: Sakon, Tangoe One Telecom
Three alternatives
Clearview, Spenza, WidePointOne alternative
Sierra GoldDeepSeek V4 FlashMindglobal, vCom Solutionsagainst: Calero, Sakon, Tangoe One TelecomMindglobalChangedagainst: Tangoe One TelecomTangoe One TelecomGenuityno first choiceagainst: Asentinel, Sakon, Tangoe One Telecom
Three alternatives
Cimpl, Lightyear, ValicomThree alternatives
Calero, Valicom, vCom SolutionsFour alternatives
Avotus, Calero, Sakon, Upland CimplTwo alternatives
Valicom, Zoho ExpenseLlama 4 MaverickClearSight TEMsno first choiceChangedno first choiceno first choiceno first choicenothing named
One alternative
LINQ QonnectQwen 3.7 FlashBrightfinagainst: Calero, Tangoe One TelecomLightyear.aiChangedagainst: Calero, Tangoe One TelecomVerintZoho Expenseagainst: Corcentric, GTCOno first choiceagainst: Calero, Tangoe One Telecom
Two alternatives
RadiusPoint, vCom SolutionsTwo alternatives
Quasa, SpenzaThree alternatives
Corio Networks, DGS Global, TelarisFour alternatives
Cheetah Telecom, Excel, Expensify, LightyearKimi K2Caleroagainst: Tangoe One TelecomMindglobalChangedTangoe One TelecomGenuity, Zoho Expenseno first choiceagainst: Calero, Genuity, Tangoe One Telecom
Three alternatives
Asignet, Tellennium, vCom SolutionsFour alternatives
Calero, GoExceed, Sakon, Tangoe One TelecomSix alternatives
Brightfin, Calero, Cass Information Systems, Sakon, Tellennium, Upland CimplTwo alternatives
Calero, LightyearGLM 4.7 FlashXUpland CimplMindglobalChangedCalero, Tangoe One TelecomZoho Expenseno first choiceagainst: Calero, Tangoe One Telecom
Five alternatives
Calero, Ginger Telecom, Lightyear, Stratix, Tangoe One TelecomTwo alternatives
Brightfin, vCom SolutionsFive alternatives
Cimpl, Lightyear, OneBill, SpikeFli Analytics, vManagerTwo alternatives
ExpenseLogic, SpikeFli AnalyticsMiniMax M2.5no first choicevCom SolutionsChangedno first choiceGenuityno first choicenothing named
Three alternatives
Calero, DMI, MindglobalOne alternative
Zoho ExpenseGPT-6 LunaClearviewagainst: Calero, Sakon, Tangoe One TelecomOne Source’s Communications Lifecycle ManagementChangedCalero, Sakon, Tangoe One Telecom, Upland CimplGenuityno first choiceagainst: Asignet, Brightfin, Calero, Tangoe One Telecom
Two alternatives
Brightfin, GenuityOne alternative
Valicom ClearviewFour alternatives
Asignet, Brightfin, Lightyear, vCom vManagerOne alternative
vCom SolutionsMuse Glimmer 30BLightyearagainst: Sakon, Tangoe One TelecomvCom SolutionsChangedTangoe – Tangoe OneGenuityagainst: Calero, Sakon, Tangoe One Telecomno first choiceagainst: Brightfin, Sakon, Tangoe One Telecom, Tangoe TEM
Four alternatives
Brightfin, Calero, Mindglobal, vCom SolutionsThree alternatives
Calero, Comview, ProfitLineThree alternatives
Calero-MDSL – Calero, Sakon, Upland Software – CimplOne alternative
LightyearBold 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 22:16 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:34 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:12 | yes | 16 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:29 | yes | 14 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:20 | yes | 20 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:10 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:28 | yes | 24 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:30 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:52 | yes | 9 | 19 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:08 | yes | 18 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:15 | yes | 22 | 78 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:15 | yes | 21 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:32 | yes | 4 | 21 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:23 | yes | 21 | 30 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:14 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:29 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:05 | yes | 17 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:13 | yes | 15 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:16 | yes | 22 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:38 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:17 | yes | 24 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:54 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:13 | yes | 9 | 42 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:41 | yes | 17 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:29 | yes | 24 | 34 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:20 | yes | 10 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:01 | yes | 2 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:26 | yes | 14 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:49 | yes | 17 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:24 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:14 | yes | 15 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:28 | yes | 16 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:39 | yes | 22 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:23 | yes | 22 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:54 | yes | 22 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:20 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:51 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:24 | yes | 16 | 22 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:19 | yes | 22 | 69 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:32 | yes | 15 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:53 | yes | 8 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:29 | yes | 13 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:46 | yes | 14 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:23 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:31 | yes | 17 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:27 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:26 | yes | 21 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:53 | yes | 8 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:23 | yes | 22 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:13 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:53 | yes | 10 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:08 | yes | 19 | 45 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:22 | yes | 19 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:03 | yes | 5 | 10 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:37 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:54 | yes | 19 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:24 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:30 | no | 0 | 12 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:19 | yes | 19 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:15 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:20 | yes | 14 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:13 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:52 | yes | 18 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:52 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:38 | no | 0 | 23 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:30 | yes | 22 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:34 | yes | 14 | 49 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:37 | yes | 5 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:48 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:12 | yes | 15 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:14 | yes | 20 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:42 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:19 | yes | 16 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:18 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:24 | yes | 23 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:25 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:54 | yes | 21 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:21 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:24 | yes | 15 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:24 | yes | 25 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:15 | yes | 23 | 59 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:32 | no | 0 | 8 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:14 | yes | 5 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:48 | yes | 22 | 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.
ShowHide
Category-scoped readings
Tangoe 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
vCom (vManager) read as vCom Solutions
Unresolved, counted raw
Amtel
AppDirect
Arcadia's Telecom Expense Management software and services
Calero MDS TEM
Calero-MDSL – Calero
Capterra
Cass Info Systems
Cbeyond
Cheetah Telecom
Corio Networks
DGS Global
GTCO
MDM Telecom
Mekorma TEM
MobilX
MobilityCentral by Visage Mobile
NetSpark IP & Telecom
One Source’s Communications Lifecycle Management (CLM)
OptiMax TEM
ProfitLine
Proven Optics
Quasa (Clearview)
RadiusPoint – ExpenseLogic
Soroco
Tangoe – Tangoe One
Temprix
Total Telecom Management by MCL Systems
Upland Software – Cimpl
Valicom's Clearview
Verint
Wavelink
WidePoint Corporation's Telecom Management solution
WinBill by TeleManagement Technologies
zLinq
Discontinued, still offered
No shut-down product was recommended here.