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 November 2026 Edition.
Standing · first-choice share
15%
Contested · ValueCore 13%
15HubSpot CRM13ValueCore12Minoa60others
15% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: HubSpot CRM (15%) replaces Minoa (21% then, 12% now), 3 points clear, inside the 11-point floor.HubSpot CRM leads at 15%, replacing Minoa, which led at 21% and stands at 12% now: 3 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.This pageEnterprise
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.Standing →
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.This pageEnterpriseMediafly 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.Standing →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 October 2026
01ValueCore13%4%27accepted challenger▲+1Since October 2026: 12% → 13%, +1 point. Inside the 11-point floor: within noise.12% → 13%
02
Minoa12%10%21accepted challenger▼−9Since October 2026: 21% → 12%, −9 points. Inside the 11-point floor: within noise.21% → 12%
Minoa12%10%21accepted challenger▼−9Since October 2026: 21% → 12%, −9 points. Inside the 11-point floor: within noise.21% → 12%03
The ROI Shop8%12%16accepted challenger▼−5Since October 2026: 13% → 8%, −5 points. Inside the 11-point floor: within noise.13% → 8%
The ROI Shop8%12%16accepted challenger▼−5Since October 2026: 13% → 8%, −5 points. Inside the 11-point floor: within noise.13% → 8%04ValueNavigator8%0%10accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%
05
Cuvama6%4%25accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
Cuvama6%4%25accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%06
Zoho CRM6%8%12accepted challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 11-point floor: within noise.8% → 6%
Zoho CRM6%8%12accepted challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 11-point floor: within noise.8% → 6%07
Mediafly4%24%29accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Mediafly4%24%29accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%08HubSpot Sales Hub4%12%17accepted challenger▼−8Since October 2026: 12% → 4%, −8 points. Inside the 11-point floor: within noise.12% → 4%
HubSpot Sales Hub4%12%17accepted challenger▼−8Since October 2026: 12% → 4%, −8 points. Inside the 11-point floor: within noise.12% → 4%09
Ecosystems2%14%21accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Ecosystems2%14%21accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%10Mediafly Value2%8%12accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Mediafly Value2%8%12accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the two products at 0%, ordered by negative rate
13
Pipedrive0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Pipedrive0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Symbe0%0%15accepted challenger▼−8Since October 2026: 8% → 0%, −8 points. Inside the 11-point floor: within noise.8% → 0%
Symbe0%0%15accepted challenger▼−8Since October 2026: 8% → 0%, −8 points. Inside the 11-point floor: within noise.8% → 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
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 →
V01
0203V04
050607080910Z11
1213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01ValueCore13%
02Minoa12%
Minoa12%03The ROI Shop8%
The ROI Shop8%04ValueNavigator8%
05Cuvama6%
Cuvama6%06Zoho CRM6%
Zoho CRM6%07Mediafly4%
Mediafly4%08HubSpot Sales Hub4%
HubSpot Sales Hub4%09Ecosystems2%
Ecosystems2%10Mediafly Value2%
Mediafly Value2%11Zebrafi2%
12Symbe0%
Symbe0%13Pipedrive0%
Pipedrive0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, 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.
Mediafly24%
7 of 29 labels negative · 5 of 14 models · 2 hard negative
“it is noted for having the lowest satisfaction in the category for pure value selling” Mistral Small, negative prompt
Highspot50%
4 of 8 labels negative · 4 of 14 models · 1 hard negative
“criticized by multiple AI models for not being well-suited for value selling” Mistral Small, negative prompt
Seismic50%
4 of 8 labels negative · 4 of 14 models · 1 hard negative
“criticized by multiple AI models for not being well-suited for value selling” Mistral Small, negative prompt
Minoa10%
2 of 21 labels negative · 2 of 14 models · 1 hard negative
“Minoa | $9,600+/year | Too costly for limited budgets” DeepSeek V4 Flash, 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
70 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. 851 links across 213 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.
44 answers · 87 citations · 14 models
25 answers · 34 citations · 11 models
25 answers · 31 citations · 12 models
23 answers · 28 citations · 10 models
vendor site · Mediafly22 answers · 39 citations · 9 models
vendor site · SourceForge19 answers · 28 citations · 10 models
vendor site · Guideflow18 answers · 18 citations · 9 models
vendor site · Minoa16 answers · 29 citations · 9 models
vendor site · Gartner15 answers · 15 citations · 9 models
publisher (Gane)14 answers · 23 citations · 7 models
vendor site · The ROI Shop14 answers · 16 citations · 9 models
vendor site · Ecosystems13 answers · 15 citations · 10 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.
21 answers · 11 models
20 answers · 9 models
17 answers · 8 models
17 answers · 8 models
16 answers · 11 models
14 answers · 8 models
14 answers · 9 models
13 answers · 7 models
12 answers · 9 models
12 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| HubSpot parent site HubSpot CRM 15%, HubSpot Sales Hub 4% | 19% | 687 | 368,000 | 9,776 | |||
| ValueCore valuecore.ai | 13% | 74 | 320 | 0 | 5,835 | ||
| Minoa minoa.io | 12% | 42 | 2,900 | 117 | 113 | 7 | |
| The ROI Shop theroishop.com | 8% | 47 | 30 | 24 | 31 | 1 | |
| ValueNavigator valuenavigator.io | 8% | 32 | |||||
| Cuvama cuvama.com | 6% | 71 | 110 | 0 | 110 | ||
| Zoho parent site Zoho CRM 6% | 6% | 331 | 49,500 | 660 | |||
| Mediafly mediafly.com Mediafly 4%, Mediafly Value 2% | 6% | 92 | 880 | 4 | 971 | 0 | 2 |
| Mutiny mutinyhq.com | 4% | 69 | 110,000 | 3,032 | 680 | 0 | |
| Ecosystems ecosystems.io | 2% | 44 | 135,000 | 37,365 | 976 |
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 choiceLeveragePoint, ValueNavigatorChangedEcosystemsHubSpot CRMno first choicenothing named
Two alternatives
Mediafly Value, MinoaTwo alternatives
Cuvama, Mediafly Value SellingSix alternatives
Calendly, Canva, Google Workspace, Loom, Pipedrive's free plan, Zoho CRMGPT-5.4 minino first choiceQorusDocs Value ManagementChangedagainst: HubSpot-oriented ROI toolsno first choiceFreshsales, HubSpot CRMagainst: Spotlight.ai, Value Sales Agentno first choicenothing named
One alternative
SupercaseOne alternative
PipedriveGemini 3.5 FlashMinoaagainst: DecisionLink, EcosystemsMinoa, The ROI ShopChangedDecisionLinkMinoa, The ROI Shopagainst: DecisionLink, Ecosystems, Mediaflyno first choicenothing named
Four alternatives
Mediafly, Shark Finesse, The ROI Shop, ValueCoreThree alternatives
Ecosystems, Mediafly, OutgrowSix alternatives
Ecosystems, LeveragePoint, Mediafly, Minoa, The ROI Shop, ValueCoreFour alternatives
Calconic, Distribute.so, Governed Google Sheets / Excel + Google Apps Script, OutgrowPerplexity SonarValueCoreThe ROI ShopChangedMediaflyagainst: The ROI ShopHubSpot CRMno first choicenothing named
Three alternatives
Consensus, Cuvama, HubSpot Sales HubThree alternatives
Mediafly Value, Minoa, ValueCoreFive alternatives
Altify, Consensus, Ecosystems, Symbe, ValueCoreFour alternatives
Guideflow, Loom, Pipedrive, Zoho CRMGrok 4.20ValueCoreagainst: Distribute.so, HubSpot Sales HubValueCoreHeldMediaflyHubSpot CRMMediaflynothing named
Five alternatives
DecisionLink, Ecosystems, Mediafly Value, Minoa, ZebrafiThree alternatives
Mediafly, ValueNavigator, ZebrafiThree alternatives
DecisionLink, Symbe, ValueCoreFour alternatives
Capsule CRM, Mailchimp, Pipedrive, Zoho CRMEight alternatives
Conga, Guideflow, Highspot, PandaDoc, Seismic, Storylane, Walnut, ZebrafiMistral SmallValueCoreMutiny, ValueNavigatorChangedEcosystems, MediaflyHubSpot CRMno first choiceagainst: Highspot, Mediafly, Seismic
Two alternatives
Consensus, MediaflyThree alternatives
Enablism, Mediafly, ZebrafiThree alternatives
Cuvama, Symbe, The ROI ShopThree alternatives
Freshsales, Pipedrive, Zoho CRMDeepSeek V4 FlashValueCoreagainst: Mediafly, ZebrafiCuvamaChangedagainst: Mediafly ValueCuvama, EcosystemsEvalinatoragainst: Cuvama, Mediafly, Minoa, ValueCore, ZebrafiCuvama, Mediafly, ValueNavigatoragainst: Highspot, LeveragePoint, Mediafly, Seismic
One alternative
SymbeTwo alternatives
ROI-Calc, ValueNavigatorTwo alternatives
Mediafly, ZebrafiFour alternatives
HubSpot Sales Hub, LeveragePoint, Symbe, Zoho CRMLlama 4 MaverickValueCoreno first choiceChangedno first choiceZoho CRMno first choicenothing named
Three alternatives
HubSpot Sales Hub, Less Annoying CRM, PipedriveQwen 3.7 FlashWinWin SolutionsMutinyChangedEcosystemsHubSpot CRMno first choiceagainst: Highspot, Mediafly, Seismic
Four alternatives
Outmatch, PandaDoc, Proposify, SeismicThree alternatives
Ecosystems, Enablism, The ROI ShopThree alternatives
Cuvama, DecisionLink, Mediafly ValueTwo alternatives
Evalinator, PandaDocKimi K2Mediafly Value, Zebrafiagainst: Ecosystems, MinoaMinoaChangedagainst: HubSpot's Sales ROI Calculator, Outreach's calculatorEcosystems, Mediafly ValueHubSpot CRMagainst: Pipedriveno first choicenothing named
One alternative
CuvamaThree alternatives
Mediafly, Symbe, ValueCoreFour alternatives
Cuvama, Minoa, The ROI Shop, ValueCoreTwo alternatives
Bigin by Zoho, Zoho CRMGLM 4.7 FlashXValueCoreagainst: Dock, Gong, MediaflyMinoaChangedValueCoreHubSpot CRMno first choicenothing named
Six alternatives
Cuvama, DealHub, HubSpot Sales Hub, Minoa, Symbe, ValueVisualizerOne alternative
The ROI ShopFour alternatives
Mediafly Value, QorusDocs, Symbe, ValueNavigatorFive alternatives
Apollo.io, HubSpot Sales Hub, PandaDoc, Pipedrive, ZapierMiniMax M2.5Ecosystems, ValueSelling FrameworkVendorfulChangedagainst: AnaplanEcosystemsHubSpot Sales Hubno first choicenothing named
Three alternatives
HubSpot Sales Hub, ValueNavigator, ZebrafiTwo alternatives
GTM Partners, Model NFive alternatives
Cuvama, Genius Drive, Mediafly Value, The ROI Shop, ValueSelling AssociatesFour alternatives
Close, Less Annoying CRM, Pipedrive, ZNICRMGPT-6 LunaZoho CRMCuvamaChangedno first choiceagainst: The ROI ShopBigin by Zohono first choicenothing named
One alternative
HubSpot Sales HubTwo alternatives
Ecosystems, Mediafly ValueFive alternatives
Cuvama, Ecosystems, Mediafly, Symbe, ValueCoreTwo alternatives
HubSpot Sales Hub, Zoho CRMMuse Glimmer 30BMinoaThe ROI Shop, ValueNavigatorChangedagainst: Distribute.so, HubSpot Sales ROI Calculatorno first choiceHubSpot Sales Hub, Zoho CRMno first choiceagainst: Highspot, HubSpot Sales Hub, Seismic, Zoho CRM
Three alternatives
Ecosystems, The ROI Shop, ValueCoreTwo alternatives
Mediafly Value, MutinyFour alternatives
Freshsales, Qarar, ValueCore, ValueSelling Account PlanBold 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 15:06 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:40 | 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 11:10 | yes | 9 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:50 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:06 | yes | 17 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:01 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:49 | yes | 21 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:38 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:04 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:27 | yes | 24 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:34 | yes | 14 | 67 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:19 | yes | 13 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:24 | yes | 2 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:29 | yes | 13 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:24 | yes | 10 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:01 | yes | 3 | 20 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 11:35 | yes | 7 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:15 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:39 | yes | 21 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:29 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:20 | yes | 24 | 46 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:23 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:11 | yes | 5 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:18 | yes | 17 | 74 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:17 | yes | 24 | 59 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:49 | no | 0 | 15 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:28 | yes | 4 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:14 | yes | 13 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:11 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:13 | no | 0 | 4 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 13:08 | yes | 10 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:02 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:44 | yes | 14 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:44 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:09 | yes | 24 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:20 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:22 | yes | 24 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:57 | yes | 17 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:59 | yes | 20 | 35 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:17 | yes | 14 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:14 | yes | 8 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:35 | yes | 19 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:17 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:30 | yes | 4 | 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 15:22 | yes | 8 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:27 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:57 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:50 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:22 | yes | 23 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:30 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:00 | yes | 14 | 46 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:25 | yes | 14 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:44 | yes | 15 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:43 | yes | 5 | 28 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:12 | yes | 2 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:55 | yes | 23 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:50 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:48 | no | 0 | 4 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 15:25 | yes | 12 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:48 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:38 | yes | 9 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:18 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:06 | yes | 25 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:03 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:21 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:09 | yes | 14 | 60 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:03 | yes | 13 | 21 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:34 | no | 0 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:02 | yes | 3 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:44 | yes | 15 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:22 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:41 | no | 0 | 4 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 15:46 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:51 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:12 | yes | 13 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:06 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:03 | yes | 23 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:48 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:18 | yes | 10 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:55 | yes | 25 | 65 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:30 | yes | 23 | 35 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:32 | no | 0 | 42 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:04 | yes | 2 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:09 | yes | 18 | 31 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Ecosystems.io read as Ecosystems
HubSpot read as HubSpot Sales Hub
HubSpot (free/basic ROI tools) read as HubSpot Sales Hub
ValueSelling read as ValueSelling Framework
Unresolved, counted raw
Altify
Calclet
Design Dash
GTM Partners
Governed Google Sheets / Excel + Google Apps Script
HubSpot Free Sales ROI Calculator
HubSpot's Sales ROI Calculator
HubSpot-oriented ROI tools
Mediafly Value Selling
Outmatch
Outreach Sales Execution ROI Calculator
Outreach's calculator
Pipedrive's free plan
Presentify
Qvida
SaaSy Sales Leadership
Salesforce Value Cloud
SuccessCOACHING
Supercase
TSIA
Value Sales Agent
ValueSelling Account Plan
VisualizeROI
WinWin Solutions
ZNICRM
Zebra/ Zebrafi
lemmist
memoryBlue
Discontinued, still offered
No shut-down product was recommended here.