Value selling tools
Asked as “value selling tool”, and as “ROI calculator and business case platform for sales”, on behalf of a mid-market 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
21%
Contested · The ROI Shop 13%
21Minoa13The ROI Shop12HubSpot Sales Hub54others
21% 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 four products at 0%, ordered by negative rate
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 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.
For buyers
All fifteen head-to-head pages: the top six products, each against each
Minoa vs SymbeMinoa vs LeveragePointThe ROI Shop vs ValueCoreThe ROI Shop vs HubSpot Sales HubThe ROI Shop vs SymbeThe ROI Shop vs LeveragePointValueCore vs HubSpot Sales HubValueCore vs SymbeValueCore vs LeveragePointHubSpot Sales Hub vs SymbeHubSpot Sales Hub vs LeveragePointSymbe vs LeveragePoint
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
02V03
04
05
06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Minoa21%
Minoa21%02The ROI Shop13%
The ROI Shop13%03ValueCore12%
04HubSpot Sales Hub12%
HubSpot Sales Hub12%05Symbe8%
Symbe8%06LeveragePoint4%
LeveragePoint4%07Cuvama0%
Cuvama0%08Ecosystems0%
Ecosystems0%09Mediafly Value0%
Mediafly Value0%10Mediafly0%
Mediafly0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Mediafly36%
8 of 22 labels negative · 5 of 14 models
“Mediafly (4.4 rating, most reviews): Lowest satisfaction in category for pure value selling; weak on post-sale tracking and analytics.” Grok 4.1 Fast, negative prompt
Ecosystems24%
4 of 17 labels negative · 4 of 14 models
“Full-scale value management suites (e.g., *Ecosystems*, *Cuvama*) designed for global enterprises with massive headcounts... Why to Be Cautious” Qwen 3.7 Flash, negative prompt
Conga75%
3 of 4 labels negative · 3 of 14 models
“CPQ (Configure, Price, Quote) tools like DealHub, Salesforce CPQ, and Conga ... do not directly support the core functions of value selling” Mistral Small, negative prompt
Highspot43%
3 of 7 labels negative · 2 of 14 models · 1 hard negative
“Avoid the heavy enterprise platforms (Highspot, Seismic, Showpad at $45–50+/user/mo)” DeepSeek V4 Flash, budget 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
76 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. 955 links across 230 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.
41 answers · 86 citations · 12 models
vendor site · Guideflow39 answers · 45 citations · 12 models
vendor site · Minoa38 answers · 87 citations · 13 models
vendor site · SourceForge35 answers · 50 citations · 11 models
vendor site · ValueNova28 answers · 37 citations · 12 models
vendor site · Prospeo22 answers · 25 citations · 9 models
21 answers · 26 citations · 10 models
vendor site · Gartner21 answers · 23 citations · 10 models
vendor site · Mediafly15 answers · 18 citations · 10 models
13 answers · 16 citations · 8 models
13 answers · 15 citations · 8 models
vendor site · ValueVisualizer13 answers · 13 citations · 7 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.
39 answers · 12 models
26 answers · 11 models
26 answers · 11 models
22 answers · 9 models
22 answers · 10 models
21 answers · 10 models
16 answers · 9 models
16 answers · 10 models
13 answers · 10 models
13 answers · 7 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 | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Minoa minoa.io | 21% | 55 | 2,900 | 117 | 113 | 7 | ||
| HubSpot parent site HubSpot Sales Hub 12%, HubSpot CRM 8% | 19% | 693 | 368,000 | 9,776 | ||||
| The ROI Shop theroishop.com | 13% | 51 | 30 | 24 | 31 | 1 | ||
| ValueCore valuecore.ai | 12% | 69 | 320 | 0 | 5,835 | |||
| Symbe symbe.co | 8% | 60 | 301,000 | 1 | 4 | 1 | ||
| Zoho parent site Zoho CRM 8% | 8% | 332 | 49,500 | 660 | ||||
| LeveragePoint leveragepoint.com | 4% | 31 | 590 | 0 | 1,277 | 3 | ||
| Apollo.io apollo.io | 2% | 1000 | 33,100 | 396 | 111,608 | 94 | ||
| Calendly calendly.com | 2% | 219 | 368,000 | 2,824 | 292,858 | $34 | 5 | |
| Guideflow guideflow.com | 2% | 187 | 480 | 1 | 37,574 |
Google's top ten for the two searches hold 16 sites; 4 of them are among the sites the models cited here (g2.com, mediafly.com, minoa.io, slashdot.org). 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 a mid-market B2B company?”Paraphrase“Which ROI calculator and business case platform for sales would you recommend to a mid-sized B2B company?”Comparative“What are the top value selling tools and how do they differ?”Budget-constrained“What is the best value selling tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a value selling tool. What should we look at?”Negative“Which value selling tools should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceMinoa, ValueCoreChangedEcosystemsHubSpot Sales Hub, Zoho CRMno first choicenothing named
Three alternatives
DecisionLink ValueCloud, Ecosystems, HubSpot Sales HubTwo alternatives
Cuvama, MediaflyGPT-5.4 miniSalesforce Revenue Cloudagainst: HubSpot Sales HubMinoaChangedno first choiceZoho CRMno first choicenothing named
One alternative
PROS Smart CPQFour alternatives
Masset, Mediafly, Showpad, TribbleTwo alternatives
Bitrix24, HubSpot Sales HubGemini 3.5 FlashThe ROI Shopagainst: DecisionLink ValueCloud, Mediafly ValueMinoaChangedagainst: DecisionLink, Mediafly Valueno first choiceMinoa, The ROI Shopagainst: DecisionLink, Ecosystems, Mediafly ValueDecisionLinknothing named
Three alternatives
Cuvama, Ecosystems, ValueVisualizerThree alternatives
Cuvama, The ROI Shop, ValueNavigatorThree alternatives
Calculoid, Governed Google Sheets, OutgrowSix alternatives
Enablism, LeveragePoint, Mediafly Value, Symbe, ValueCore, ValueNavigatorPerplexity SonarThe ROI Shop, ValueCoreagainst: MediaflyValueCoreChangedno first choicePandaDocno first choicenothing named
Two alternatives
HubSpot Sales ROI Calculator, The ROI ShopThree alternatives
HubSpot CRM, The ROI Shop, ValueCoreGrok 4.1 FastGuideflow, Symbeagainst: MediaflyValueCoreChangedagainst: HubSpot ROI CalculatorSymbeHubSpot CRMMinoaagainst: Mediafly, Symbe, ValueCore
Five alternatives
Chorus by ZoomInfo, Cuvama, Gong, HubSpot Sales Hub, MinoaFour alternatives
DecisionLink ValueCloud, Ecosystems, Mediafly Value, MinoaSix alternatives
Cuvama, DecisionLink, Ecosystems, LeveragePoint, Mediafly, ValueCoreFive alternatives
Calendly, EngageBay, Hunter, Wave, Zoho CRMTwo alternatives
Mediafly, ValueNovaMistral SmallHubSpot Sales HubThe ROI Shop, ValueCoreChangedEcosystemsHubSpot Sales Hubno first choiceagainst: Chorus by ZoomInfo, Conga, DealHub, Gong, PandaDoc, Qwilr, Salesforce CPQ
Two alternatives
Cuvama, ZoomInfoOne alternative
LeveragePointSix alternatives
Cuvama, LeveragPoint, Mediafly Value, Minoa, The ROI Shop, ValueSelling AssociatesFive alternatives
Apollo.io, Calendly, Hunter, Mailshake, WaveDeepSeek V4 FlashMinoaagainst: LeveragePoint, Mediafly, Seismic, ShowpadMinoa, SymbeChangedagainst: Mediaflyno first choiceagainst: Distribute.so, HubSpot ROI CalculatorHubSpot Sales Hubagainst: Highspot, Seismic, Showpadno first choiceagainst: Ecosystemsagainst: Cuvama, Mediafly, Symbe
Three alternatives
HubSpot Sales Hub, The ROI Shop, ValueVisualizerOne alternative
CuvamaEight alternatives
Cuvama, DecisionLink, Ecosystems, Mediafly, Minoa, Shark Finesse, The ROI Shop, ValueSelling AssociatesFour alternatives
CloudTalk, Dock, Freshworks CRM, PipedriveLlama 4 Maverickno first choiceThe ROI ShopChangedno first choiceZoho CRMno first choiceagainst: Spreadsheets
Three alternatives
Minoa, ROI Selling - ValueNavigator, ROI-CalcThree alternatives
Clari Copilot, HubSpot Sales Hub, SaleshandyQwen 3.7 FlashXtensoryThe ROI Shop, ZebraChangedSymbeHubSpot Sales Hubagainst: Highspot, Seismicno first choiceagainst: Highspot, Seismicagainst: Cuvama, Ecosystems
Six alternatives
Avoma, Gong, Highspot, PandaDoc, Proposify, SeismicThree alternatives
Ecosystems, ROI-Calc.com, ValueNavigatorTwo alternatives
Minoa, ValueCoreTwo alternatives
Saleshandy, Zoho CRMKimi K2Minoaagainst: Ecosystems, MediaflyMinoaHeldSymbeHubSpot CRMno first choicenothing named
Three alternatives
HubSpot CRM, LeveragePoint, Shark FinesseTwo alternatives
Mediafly, ValueCoreFive alternatives
Cuvama, LeveragePoint, Mediafly, Minoa, ValueCoreEight alternatives
Apollo.io, Bitrix24, Calendly, HelloSign, Hunter, Mailshake, Wave, Zoho CRMGLM 4.7 FlashXSymbeagainst: MediaflySymbeHeldSymbeApollo.iono first choicenothing named
Two alternatives
Cuvama, ValueCoreTwo alternatives
Cuvama, MutinySix alternatives
Clari Copilot, Guideflow, Mediafly, Shark Finesse, ValueCore, ValueNovaFour alternatives
HubSpot Sales Hub, Logicballs, Loom, Zoho CRMMiniMax M2.5HubSpot Sales HubMinoa, The ROI ShopChangedCuvama, SymbeCalendly, HubSpot CRMno first choiceagainst: Chorus by ZoomInfo, Conga, DealHub, Gong, PandaDoc, Qwilr, Salesforce CPQ
Five alternatives
Clari Copilot, Gong, Outreach, Salesloft, ZoomInfoTwo alternatives
ValueCore, ValueNavigatorFive alternatives
Ecosystems, Mediafly Value, Minoa, ValueCore, ValueNovaTwo alternatives
Guideflow, SaleshandyGPT-6 LunaLeveragePointValueCoreChangedno first choiceZoho CRMno first choicenothing named
One alternative
Mediafly ValueTwo alternatives
Mediafly Value, The ROI ShopSix alternatives
Cuvama, LeveragePoint, Mediafly Value, ValueCore, ValueNavigator, ValueSelling Associates’ eValuePrompterTwo alternatives
HubSpot Sales Hub, PipedriveMuse Glimmer 30BLeveragePointMinoaChangedSymbeHubSpot CRMagainst: Congano first choiceagainst: ValueCloudnothing named
Four alternatives
Cuvama, Mediafly Revenue360, Symbe, ValueSelling Associates – ValueCoach AIThree alternatives
ClearView 360 Business Case Generator, Distribute.so, HubSpot Sales ROI CalculatorFive alternatives
Cuvama, Guideflow, Mediafly, Minoa, ValueCoreTen alternatives
Agile CRM, Apollo.io, Calendly, EngageBay, Freshworks, Hunter, Mailshake, Pipedrive, Wave, Zoho CRMBold 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 21:30 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:23 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:20 | yes | 13 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 21:21 | yes | 16 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:28 | yes | 21 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:38 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:36 | yes | 20 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:23 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:38 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:40 | yes | 21 | 51 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:19 | yes | 24 | 18 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:26 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:26 | yes | 2 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:20 | yes | 23 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:24 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:19 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:36 | yes | 22 | 30 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 21:38 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:26 | yes | 18 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:32 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:22 | yes | 23 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:39 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:34 | yes | 5 | 21 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:36 | yes | 24 | 46 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:34 | yes | 23 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:28 | yes | 17 | 42 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:33 | yes | 3 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:18 | yes | 12 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:22 | yes | 17 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:30 | yes | 3 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:17 | yes | 21 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 21:33 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:19 | yes | 16 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:30 | yes | 9 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:26 | yes | 21 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:34 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:22 | yes | 15 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:32 | yes | 12 | 53 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:38 | yes | 18 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:29 | yes | 9 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:39 | yes | 6 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:17 | yes | 13 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:23 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:38 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:31 | yes | 21 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 21:23 | yes | 20 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:27 | yes | 18 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:31 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:31 | yes | 10 | 16 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:31 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:16 | yes | 5 | 17 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:26 | yes | 15 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:21 | yes | 15 | 17 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:19 | yes | 13 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:39 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:19 | yes | 15 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:19 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:19 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:29 | yes | 16 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 21:39 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:36 | yes | 12 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:33 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:27 | yes | 20 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:34 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:30 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:37 | yes | 13 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:37 | yes | 12 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:18 | yes | 5 | 10 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:37 | yes | 4 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:22 | yes | 11 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:18 | no | 0 | 3 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:33 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:22 | yes | 18 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 21:19 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:28 | yes | 18 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:29 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:27 | yes | 22 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:18 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:36 | yes | 5 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:26 | yes | 22 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:38 | yes | 14 | 33 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:39 | yes | 8 | 19 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:33 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:39 | yes | 18 | 22 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
HubSpot read as HubSpot Sales Hub
Mediafly Value360 read as Mediafly Value
Mediafly Value360 (formerly Alinean) read as Mediafly Value
Unresolved, counted raw
Calculoid
ClearView 360 Business Case Generator
DealStudio
Freshworks
Governed Google Sheets
KangaROI
LeveragPoint
Logicballs
MEDDIC
Pipedrive's free tier
Qorus
ROI Selling - ValueNavigator
ROI-Calc.com
Revium
SPIN
SaaStock
Salesforce
Salesforce Essentials
Sandler Submarine
Value Visualizer
ValueSelling Associates’ eValuePrompter
ValueSelling’s eValuePrompter
Xtensory
Zapro
Zebra
Discontinued, still offered
No shut-down product was recommended here.
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