Value selling tools for enterprise buyers
Asked as “value selling tool”, and as “ROI calculator and business case platform for sales”, on behalf of an enterprise B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
30%
Contested · Mediafly 19%
30Mediafly Value19Mediafly09Ecosystems43others
30% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Mediafly Value (30%) replaces Mediafly (20% then, 19% now), 11 points clear, inside the 11-point floor.Mediafly Value leads at 30%, replacing Mediafly, which led at 20% and stands at 19% now: 11 points clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
HubSpot Sales Hub17%Contested↗new leaderNew leader since October 2026: HubSpot Sales Hub (17%) replaces The ROI Shop (13% then, 11% now), 6 points clear, inside the 11-point floor.Standing →Mid-market
HubSpot CRM15%Contested↗new leaderNew leader since October 2026: HubSpot CRM (15%) replaces Minoa (21% then, 12% now), 3 points clear, inside the 11-point floor.Standing →Enterprise
Mediafly Value30%Contested↗new leaderNew leader since October 2026: Mediafly Value (30%) replaces Mediafly (20% then, 19% now), 11 points clear, inside the 11-point floor.This page
HubSpot Sales Hub17%Contested↗new leaderNew leader since October 2026: HubSpot Sales Hub (17%) replaces The ROI Shop (13% then, 11% now), 6 points clear, inside the 11-point floor.Standing →Mid-marketHubSpot CRM15%Contested↗new leaderNew leader since October 2026: HubSpot CRM (15%) replaces Minoa (21% then, 12% now), 3 points clear, inside the 11-point floor.Standing →EnterpriseMediafly Value30%Contested↗new leaderNew leader since October 2026: Mediafly Value (30%) replaces Mediafly (20% then, 19% now), 11 points clear, inside the 11-point floor.This pageThe 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 rateLabelsQuadrantSince October 2026
01Mediafly Value30%0%25accepted challenger▲+15Since October 2026: 15% → 30%, +15 points. Past the 11-point floor: movement.15% → 30%
Mediafly Value30%0%25accepted challenger▲+15Since October 2026: 15% → 30%, +15 points. Past the 11-point floor: movement.15% → 30%02
Mediafly19%11%27accepted challenger▼−1Since October 2026: 20% → 19%, −1 point. Inside the 11-point floor: within noise.20% → 19%
Mediafly19%11%27accepted challenger▼−1Since October 2026: 20% → 19%, −1 point. Inside the 11-point floor: within noise.20% → 19%03
Ecosystems9%0%20accepted challenger▲+5Since October 2026: 4% → 9%, +5 points. Inside the 11-point floor: within noise.4% → 9%
Ecosystems9%0%20accepted challenger▲+5Since October 2026: 4% → 9%, +5 points. Inside the 11-point floor: within noise.4% → 9%04
Cuvama6%6%33accepted challenger▼−7Since October 2026: 13% → 6%, −7 points. Inside the 11-point floor: within noise.13% → 6%
Cuvama6%6%33accepted challenger▼−7Since October 2026: 13% → 6%, −7 points. Inside the 11-point floor: within noise.13% → 6%05ValueCore2%3%33accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
06
The ROI Shop2%0%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
The ROI Shop2%0%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%07
Symbe2%19%26accepted challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise.9% → 2%
Symbe2%19%26accepted challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise.9% → 2%08
Minoa2%0%12accepted challenger▼−9Since October 2026: 11% → 2%, −9 points. Inside the 11-point floor: within noise.11% → 2%
Minoa2%0%12accepted challenger▼−9Since October 2026: 11% → 2%, −9 points. Inside the 11-point floor: within noise.11% → 2%09ValueNavigator2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
10
Seismic2%62%16criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Seismic2%62%16criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
13
Highspot0%54%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Highspot0%54%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12DecisionLink0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
ValueCore vs CuvamaValueCore vs Zoho CRMValueCore vs MediaflyValueCore vs HubSpot Sales HubMinoa vs The ROI ShopMinoa vs ValueNavigatorMinoa vs CuvamaMinoa vs Zoho CRMMinoa vs MediaflyMinoa vs HubSpot Sales HubThe ROI Shop vs ValueNavigatorThe ROI Shop vs CuvamaThe ROI Shop vs Zoho CRMThe ROI Shop vs MediaflyThe ROI Shop vs HubSpot Sales HubValueNavigator vs CuvamaValueNavigator vs Zoho CRMValueNavigator vs MediaflyValueNavigator vs HubSpot Sales HubCuvama vs Zoho CRMCuvama vs MediaflyCuvama vs HubSpot Sales HubZoho CRM vs MediaflyZoho CRM vs HubSpot Sales HubMediafly vs HubSpot Sales Hub
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 →
01020304V05
060708V09
10
11D12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Mediafly Value30%
Mediafly Value30%02Mediafly19%
Mediafly19%03Ecosystems9%
Ecosystems9%04Cuvama6%
Cuvama6%05ValueCore2%
06The ROI Shop2%
The ROI Shop2%07Symbe2%
Symbe2%08Minoa2%
Minoa2%09ValueNavigator2%
10Seismic2%
Seismic2%11Consensus0%
Consensus0%12DecisionLink0%
13Highspot0%
Highspot0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, 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.
Seismic62%
10 of 16 labels negative · 10 of 14 models · 3 hard negative
“Similarly flagged for high per-user or per-deployment costs... explicitly recommend avoiding these heavy enterprise platforms” Mistral Small, negative prompt
Highspot54%
7 of 13 labels negative · 7 of 14 models · 2 hard negative
“the heavy enterprise sales enablement suites Highspot, Seismic and Showpad are the ones models most often advise enterprises to avoid or be cautious about” Muse Glimmer 30B, negative prompt
Showpad67%
4 of 6 labels negative · 4 of 14 models · 2 hard negative
“Avoid the heavy enterprise platforms (Highspot, Seismic, Showpad at $45–50+/user/mo)” Muse Glimmer 30B, negative prompt
Symbe19%
5 of 26 labels negative · 4 of 14 models
“highly rated for value selling and ROI calculation, but they may not offer the same level of enterprise scalability or transparent pricing” Mistral Small, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 969 links across 277 sites, every framing counted. Ranked by the number of answers carrying the site or page. 43 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.
47 answers · 121 citations · 14 models
vendor site · Mediafly36 answers · 87 citations · 13 models
vendor site · SourceForge28 answers · 36 citations · 11 models
25 answers · 45 citations · 10 models
publisher (Gane)22 answers · 29 citations · 9 models
16 answers · 16 citations · 10 models
vendor site · The ROI Shop14 answers · 18 citations · 9 models
vendor site · ValueSelling12 answers · 22 citations · 6 models
vendor site · Cuvama11 answers · 29 citations · 7 models
vendor site · LinkedIn10 answers · 14 citations · 8 models
vendor site · Guideflow10 answers · 13 citations · 6 models
vendor site · HubSpot10 answers · 11 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.
34 answers · 12 models
22 answers · 9 models
19 answers · 11 models
17 answers · 8 models
17 answers · 11 models
16 answers · 10 models
16 answers · 10 models
15 answers · 6 models
14 answers · 9 models
12 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 value selling tool”, “value selling tool”. 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Mediafly mediafly.com Mediafly Value 30%, Mediafly 19% | 49% | 92 | 880 | 4 | 971 | 0 | 2 |
| Ecosystems ecosystems.io | 9% | 44 | 135,000 | 37,365 | 976 | ||
| Cuvama cuvama.com | 6% | 71 | 110 | 0 | 110 | ||
| Salesforce parent site Salesforce Sales Cloud 4%, Salesforce Sales Engagement 2% | 6% | 318 | 550,000 | 60,632 | |||
| ValueCore valuecore.ai | 2% | 74 | 320 | 0 | 5,835 | ||
| The ROI Shop theroishop.com | 2% | 47 | 30 | 24 | 31 | 1 | |
| Symbe symbe.co | 2% | 50 | 301,000 | 1 | 4 | 1 | |
| Minoa minoa.io | 2% | 42 | 2,900 | 117 | 113 | 7 | |
| ValueNavigator valuenavigator.io | 2% | 32 | |||||
| Microsoft parent site Microsoft Dynamics 365 Sales 2% | 2% | 137 | 2,240,000 | 403,136 |
Google's top ten for the two searches hold 16 sites; 3 of them are among the sites the models cited here (g2.com, mediafly.com, valueselling.com). The first result for “best value selling tool” is zendesk.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 value selling tool for an enterprise B2B company?”Paraphrase“Which ROI calculator and business case platform for sales would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade value selling tools and how do they differ?”Budget-constrained“What is the best value selling tool 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 value selling tool. What should we look at?”Negative“Which value selling tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5EnablismMediafly ValueChangedEcosystemsMinoano first choicenothing named
Six alternatives
Ibbaka, Outreach, Salesforce Sales Cloud, Salesloft, Value Viewpoint, ZoomInfoThree alternatives
Minoa, ValueCore, ValueNavigatorThree alternatives
Cuvama, LeveragePoint, MediaflyTwo alternatives
Ecosystems, MediaflyGPT-5.4 minino first choiceThe ROI ShopChangedMediafly Valueagainst: HubSpot Sales Hub, Upland QvidianSalesforce Sales Cloud, Salesforce Sales Engagementno first choicenothing named
Three alternatives
Forrester TEI / Value Calculator, ROI-Calc, SalesloftTwo alternatives
Mediafly Revenue Enablement, SeismicOne alternative
HubSpot Sales HubGemini 3.5 FlashEcosystemsEcosystemsHeldMediafly ValueMicrosoft Dynamics 365 Salesagainst: Clari Copilot, Gong, Salesforce Sales CloudEcosystemsagainst: DecisionLinknothing named
Six alternatives
Cuvama, DecisionLink, Mediafly Value, Minoa, The ROI Shop, ValueCoreFive alternatives
DecisionLink, Mediafly Value, Minoa, The ROI Shop, ValueCoreFour alternatives
DecisionLink, Ecosystems, Minoa, ValueCoreFive alternatives
HubSpot Sales Hub, Outreach, Salesloft, Zoho CRM, Zoho OneFive alternatives
Cuvama, Mediafly, Minoa, Symbe, ValueCorePerplexity SonarMediaflyMediafly ValueChangedMediafly Valueagainst: VendavoMediafly Valueno first choiceagainst: Highspot, Ignite, LeveragePoint, Mediafly, Seismic, Showpad
Four alternatives
Consensus, Cuvama, The ROI Shop, Upland AltifyFour alternatives
Ecosystems, Minoa, The ROI Shop, ValueCoreFive alternatives
Cuvama, Ecosystems, Symbe, The ROI Shop, ValueCoreTwo alternatives
The ROI Shop, ValueCoreGrok 4.20MediaflyMediaflyHeldagainst: Outreach, ValueCoreEcosystems, Mediaflyagainst: Highspot, SeismicCuvamaagainst: SymbeValueCoreagainst: ValueSelling Framework
Four alternatives
Cuvama, DecisionLink, Symbe, ValueCoreThree alternatives
Cuvama, Symbe, ValueNavigatorThree alternatives
Consensus, Cuvama, ValueCoreOne alternative
MediaflyTwo alternatives
DealHub, ValueSelling Framework eValuePrompterMistral SmallMediafly's ValueCloudValueNavigatorChangedMediaflySalesforce Sales Cloudagainst: Cuvama, Symbeno first choiceagainst: Highspot, Mediafly, Seismic, Showpad
Two alternatives
Consensus, ValueCoreOne alternative
Mediafly ValueFive alternatives
Consensus, Cuvama, Symbe, The ROI Shop, ValueCoreDeepSeek V4 FlashSymbeMediafly ValueChangedMediaflyCuvamaagainst: Symbeno first choiceagainst: Highspot, Seismic, ValueSelling Associates
Two alternatives
Cuvama, Mediafly Revenue360Two alternatives
Cuvama, ValueNavigatorFive alternatives
Consensus, Cuvama, DecisionLink, Symbe, ValueCoreTwo alternatives
Ecosystems, MediaflyLlama 4 MaverickMediaflyno first choiceChangedno first choiceMediaflyno first choiceagainst: Highspot, Seismic, Showpad
Five alternatives
Consensus, Cuvama, Symbe, ValueCore, ZebrafiQwen 3.7 FlashOutboundEngineValueSeleniumChangedagainst: SeismicMediafly, ValueCoreSeismicno first choiceagainst: PowerPoint
Two alternatives
Tackle, ValoremTwo alternatives
Prophet, VencapioThree alternatives
Consensus, Ecosys, HighspotThree alternatives
Einstein, Salesforce CPQ, ZilltKimi K2MediaflyMediafly ValueChangedMediafly ValueMediafly Valueagainst: Cuvama, SymbeMediafly Valueagainst: Highspot, Mediafly, Seismic, Symbe
Four alternatives
Cuvama, DecisionLink, Ecosystems, MinoaThree alternatives
DecisionLink Ignite, Ecosystems, ValueNavigatorFour alternatives
DecisionLink ValueCloud, ROI Selling / ValueNavigator, ValueCore, ValueSelling FrameworkOne alternative
ROI Selling / ValueNavigatorThree alternatives
QorusDocs, ROI Selling / ValueNavigator, ValueCoreGLM 4.7 FlashXMediaflyMediafly ValueChangedMediaflyMediafly Valueagainst: Seismicno first choicenothing named
Four alternatives
Consensus, Cuvama, Symbe, ValueCoreThree alternatives
QorusDocs Value Management, The ROI Shop, ValueNavigatorFour alternatives
Consensus, Cuvama, Symbe, ValueCoreTwo alternatives
Domo, ValueSelling FrameworkMiniMax M2.5Ecosystems, MediaflyMediafly ValueChangedMediafly ValueCloudMediaflyagainst: Stirling-PDFno first choiceagainst: Seismic
Two alternatives
Consensus, CuvamaTwo alternatives
Cuvama, ValueNavigatorFour alternatives
Consensus, Cuvama, Symbe, ValueCoreGPT-6 LunaMediafly ValueMediafly ValueHeldEcosystems, Mediafly Valueagainst: DecisionLink's ValueCloudZoho CRMno first choiceagainst: DecisionLink, ValueCloudnothing named
Two alternatives
Ecosystems, ValueCoreOne alternative
QorusDocs Value ManagementThree alternatives
Cuvama, Symbe, ValueCoreOne alternative
Microsoft Dynamics 365 SalesThree alternatives
Cuvama, Ecosystems, Mediafly ValueMuse Glimmer 30BMediafly Value, ValueCloudMediafly ValueChangedMediaflyCuvama, valueIQ Enterpriseno first choiceagainst: Highspot, Seismic, Showpad
Four alternatives
Cuvama, DecisionLink Ignite, Symbe, ValueCore, formerly VisualizeROIOne alternative
ValueNavigatorFour alternatives
Consensus, Cuvama, Symbe, ValueCoreBold 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 12:36 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:49 | no | 0 | 3 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 08:53 | yes | 5 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:37 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:07 | yes | 22 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:33 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:27 | yes | 20 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:44 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:17 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:38 | yes | 14 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:12 | yes | 25 | 45 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:28 | yes | 10 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:46 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:54 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:54 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:22 | yes | 4 | 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 15:52 | yes | 8 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:44 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:32 | yes | 18 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:06 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:19 | yes | 24 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:00 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:40 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:22 | yes | 22 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:35 | yes | 25 | 107 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:06 | yes | 16 | 50 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:39 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:57 | yes | 21 | 31 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:44 | yes | 17 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:52 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:27 | yes | 10 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:50 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:22 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:04 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:16 | yes | 21 | 49 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:50 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:03 | yes | 25 | 43 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:25 | yes | 21 | 47 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:07 | yes | 22 | 101 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:38 | yes | 25 | 51 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:56 | yes | 7 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:33 | yes | 22 | 39 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:11 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:32 | yes | 3 | 5 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 14:02 | yes | 9 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:25 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:17 | yes | 25 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:38 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:55 | yes | 25 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:39 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:30 | no | 0 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:43 | yes | 24 | 45 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:14 | yes | 15 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:26 | yes | 20 | 58 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:12 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:19 | yes | 23 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:53 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:28 | yes | 3 | 6 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 14:19 | yes | 19 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 17:21 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:59 | yes | 14 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:56 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:05 | yes | 21 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:29 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:42 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:58 | yes | 25 | 41 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:24 | no | 0 | 12 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:38 | no | 0 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:04 | yes | 4 | 27 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:35 | yes | 15 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:39 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:28 | yes | 4 | 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 16:40 | no | 0 | 15 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:34 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:53 | yes | 9 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:46 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:29 | yes | 25 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:52 | yes | 8 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:16 | no | 0 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:21 | yes | 18 | 61 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:51 | yes | 12 | 25 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:56 | yes | 18 | 59 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:36 | yes | 3 | 13 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:07 | yes | 19 | 29 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Ecosystems.io read as Ecosystems
Mediafly Value360 read as Mediafly Value
Salesforce read as Salesforce Sales Cloud
ValueSelling read as ValueSelling Framework
Unresolved, counted raw
Covalense Digital Solutions
DecisionLink's ValueCloud
Ecosys (part of Vanson Bourne)
Forrester TEI / Value Calculator
Ibbaka
LeveragePoint Innovations
Mediafly Revenue Enablement
Mediafly ValueCloud
Mediafly's ValueCloud
OutboundEngine
RG INSYS LLP
ROI Genome
Stirling-PDF
Upland Altify
Valorem
ValueSelenium
Vencapio
Zillt
valueIQ Enterprise
Discontinued, still offered
No shut-down product was recommended here.