Value selling tools for small business buyers
Asked as “value selling tool”, and as “ROI calculator and business case platform for sales”, on behalf of a small B2B company. 60 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
13%
Contested · HubSpot Sales Hub 10%
13The ROI Shop10HubSpot Sales Hub08HubSpot CRM68others
13% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
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
02
03
04
05
06
07V08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01The ROI Shop13%
The ROI Shop13%02HubSpot Sales Hub10%
HubSpot Sales Hub10%03HubSpot CRM8%
HubSpot CRM8%04Apollo.io5%
Apollo.io5%05Pipedrive3%
Pipedrive3%06Zoho CRM3%
Zoho CRM3%07Symbe3%
Symbe3%08ValueCore2%
09Cuvama2%
Cuvama2%10Mediafly2%
Mediafly2%11Minoa0%
Minoa0%What they warned about
Zero 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, 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.
Mediafly41%
7 of 17 labels negative · 4 of 14 models · 4 hard negative
“Heavyweight software suites like *DecisionLink (ValueCloud)*, *Mediafly (Value360)*, or *Shark Finesse*... Why to avoid or use extreme caution” Gemini 3.5 Flash, negative prompt
Outreach80%
4 of 5 labels negative · 4 of 14 models · 1 hard negative
“do not buy separate enterprise tools like Salesforce, ZoomInfo, and Outreach” Gemini 3.5 Flash, budget prompt
ValueCore
20%
4 of 20 labels negative · 4 of 14 models · 1 hard negative
“Platforms to Avoid ... Better for teams already deep in Salesforce” Kimi K2, paraphrase prompt
Ecosystems50%
3 of 6 labels negative · 3 of 14 models · 3 hard negative
“**Avoid** dedicated enterprise value-selling platforms like Cuvama, Mediafly, or Ecosystems for now.” 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
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. 975 links across 245 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 · 64 citations · 13 models
vendor site · Guideflow38 answers · 43 citations · 12 models
37 answers · 41 citations · 10 models
vendor site · Minoa31 answers · 47 citations · 10 models
vendor site · SourceForge28 answers · 53 citations · 11 models
vendor site · HubSpot25 answers · 27 citations · 13 models
vendor site · ValueNova18 answers · 23 citations · 10 models
vendor site · Prospeo17 answers · 26 citations · 9 models
vendor site · La Growth Machine14 answers · 14 citations · 10 models
vendor site · Spotsaas13 answers · 15 citations · 8 models
vendor site · Outgrow12 answers · 13 citations · 9 models
vendor site · Mediafly11 answers · 14 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.
38 answers · 12 models
37 answers · 10 models
24 answers · 11 models
18 answers · 9 models
17 answers · 10 models
14 answers · 8 models
14 answers · 10 models
14 answers · 10 models
13 answers · 7 models
12 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best 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 |
|---|---|---|---|---|---|---|---|---|
| HubSpot parent site HubSpot Sales Hub 10%, HubSpot CRM 8%, HubSpot Sales ROI Calculator 3% | 22% | 693 | 368,000 | 9,776 | ||||
| The ROI Shop theroishop.com | 13% | 51 | 30 | 24 | 31 | 1 | ||
| Apollo.io apollo.io | 5% | 1000 | 33,100 | 396 | 111,608 | 94 | ||
| Guideflow guideflow.com | 5% | 187 | 480 | 1 | 37,574 | |||
| Outgrow outgrow.co | 5% | 31 | 3,600 | 4,403 | 10,508 | 36 | ||
| Pipedrive pipedrive.com | 3% | 370 | 49,500 | 598 | 418,149 | $55 | 97 | |
| Zoho parent site Zoho CRM 3% | 3% | 332 | 49,500 | 660 | ||||
| Symbe symbe.co | 3% | 60 | 301,000 | 1 | 4 | 1 | ||
| LeveragePoint leveragepoint.com | 3% | 31 | 590 | 0 | 1,277 | 3 | ||
| ROI-Calc roi-calc.com | 3% | 6 |
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, minoa.io). 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 small B2B company?”Paraphrase“Which ROI calculator and business case platform for sales would you recommend to a small business that sells to other businesses?”Comparative“What are the top value selling tools for a small team and how do they differ?”Budget-constrained“What is the best value selling tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a value selling tool. What should we look at?”Negative“Which value selling tools should a small business avoid or be cautious about?”
Claude Haiku 4.5HubSpot Sales Hub, PipedriveROI-Calc, The ROI ShopChangedApollo.ioagainst: GongHubSpot CRMno first choicenothing named
Two alternatives
Apptio, KloudlessOne alternative
Mediafly ValueFour alternatives
Clay, Fireflies.ai, HubSpot Sales Hub, PipedriveThree alternatives
Instantly, Pipedrive, Zoho CRMGPT-5.4 miniStagesetVisualizeROIChangedHubSpot Sales HubHubSpot CRMno first choicenothing named
Two alternatives
Minoa, SymbeThree alternatives
Calconic, Cuvama, The ROI ShopFour alternatives
Close, Freshsales, Pipedrive, Zoho CRMGemini 3.5 FlashOutgrow, The ROI Shopagainst: Mediafly Value, ValueCoreThe ROI ShopChangedagainst: DecisionLink, Mediafly ValueSymbeApollo.io, Outgrowagainst: DecisionLink, DocuSign, Mediafly, Outreach, Salesforce, ZoomInfoROI Shopagainst: DecisionLink, Ecosystems.io, Mediafly Valueagainst: DecisionLink, Mediafly, Shark Finesse
Three alternatives
Custom Google Sheets, Guideflow, ValueVisualizerThree alternatives
Minoa, Outgrow, SpreadsheetWebFour alternatives
Minoa, The ROI Shop, ValueNova, ValueVisualizerFive alternatives
Cal.com, Calconic, HubSpot Sales Hub, PandaDoc, PipedriveFour alternatives
Calconic, Outgrow, ValueNavigator, Visualize ROIPerplexity SonarPipedriveHubSpot Sales ROI Calculator, ValueCoreChangedGuideflow, HubSpot Sales Hubagainst: HighspotPandaDocno first choicenothing named
Four alternatives
PandaDoc, Symbe, The ROI Shop, ValueCoreOne alternative
The ROI ShopFour alternatives
Klenty, Mailshake, Pipedrive, Reply.ioThree alternatives
HubSpot CRM, The ROI Shop, ValueCoreGrok 4.1 FastGuideflowagainst: LeveragePoint, MediaflySymbeChangedGuideflow, Qwilragainst: Conga CPQHubSpot CRMagainst: Bitrix24, Pipedriveno first choiceagainst: Ecosystems, Mediafly Value, ValueCloud
Two alternatives
HubSpot CRM, PipedriveThree alternatives
HubSpot Sales ROI Calculator, The ROI Shop, ValueCoreThree alternatives
Pipedrive, Symbe, ValueCoreTwo alternatives
Apollo.io, Zoho CRMMistral SmallLeveragePointThe ROI ShopChangedGuideflow, QwilrHubSpot CRMno first choicenothing named
One alternative
CloseOne alternative
ValueCoreThree alternatives
ClickUp, HubSpot Sales Hub, UnifyTwo alternatives
Pipedrive, Zoho CRMDeepSeek V4 FlashOutgrow, involve.meThe ROI ShopChangedagainst: Google Sheets/Excel template, Highspot, SeismicGuideflowagainst: Mediafly Revenue360HubSpot Sales Hub, Zoho CRMagainst: Cuvama, Ecosystems, MediaflyCuvama, Symbeagainst: Highspot, Mediafly, Seismicagainst: Cuvama, DecisionLink/XFactor.io, Mediafly, Minoa, Symbe, ValueCore
Two alternatives
Calconic, LeveragePointThree alternatives
Dock.us, Outgrow, ValueCoreFour alternatives
Cuvama, Symbe, The ROI Shop, ValueCoreThree alternatives
Apollo.io, Outgrow, involve.meTwo alternatives
Minoa, ValueCoreLlama 4 Maverickno first choiceThe ROI ShopChangedno first choiceApollo.io, Hunterno first choicenothing named
Six alternatives
ClearView, Cuvama, Mediafly, ROI-Calc, Symbe, ValueNavigatorOne alternative
HubSpot Sales HubQwen 3.7 FlashApollo.io, HubSpot Sales Hubagainst: ZoomInfoThe ROI ShopChangedEnablismHubSpot Sales Hubagainst: OutreachDealHub, Gainagainst: Anaplan, Vistoranothing named
Three alternatives
Calendly, Instantly, PipedriveTwo alternatives
Minoa, OutgrowThree alternatives
LeveragePoint, Shark Finesse, XometryFour alternatives
Apollo.io, MailerLite, Sender, Zoho CRMKimi K2HubSpot Sales HubBuildroyChangedagainst: DecisionLink, Mediafly, Minoa, ValueCore, Xfactor.ioApollo.ioHubSpot CRMno first choiceagainst: DecisionLink Ignite, Ecosystems, Gong, Mediafly ValueCloud, Outreach, Salesloft
Four alternatives
Dock, Storylane, YouCanBookMe, Zoho CRMTwo alternatives
SalesVault, Shark FinesseFour alternatives
HubSpot Sales Hub, Minoa, Symbe, ValueCoreFour alternatives
Bigin by Zoho, Less Annoying CRM, Pipedrive, Zoho CRMGLM 4.7 FlashXLeveragePoint, MediaflyClearViewChangedno first choiceagainst: Highspot, Outreach, Salesforce Sales Cloud, SeismicHubSpot Sales Hub, Showellno first choicenothing named
Four alternatives
Gong, HubSpot Sales Hub, Magical, Zoho CRMFour alternatives
Buildroy, Cuvama, PandaDoc, ROI-CalcTen alternatives
Bigin by Zoho, Close, DocSend, Guru, HubSpot Sales Hub, Lemlist, Loom, Mailshake, Pipedrive, Reply.ioTen alternatives
Apollo.io, Google Sheets/Excel, Hunter, Mailshake, Mediafly, PandaDoc, Pipedrive, Saleshandy, ValueCore, Zoho CRMMiniMax M2.5MutinyDigital Apple, ROI-CalcChangedHubSpot Sales Hub, PipedriveZoho CRMno first choicenothing named
Three alternatives
LeveragePoint, Mediafly, Zoho CRMThree alternatives
HubSpot Sales ROI Calculator, MeetRiver Free Business Case Tool, Sandler Visualize ROIThree alternatives
Copper, Freshsales, Zoho CRMTwo alternatives
HubSpot Sales Hub, PipedriveGPT-6 LunaHubSpot's free CRMDistributeChangedagainst: HubSpot Sales HubHubSpot CRM, Zoho CRMFreshsalesno first choicenothing named
Three alternatives
Apollo.io, Pipedrive, Zoho CRMOne alternative
CalcletThree alternatives
Apollo.io, PandaDoc, PipedriveTwo alternatives
HubSpot Sales Hub, PipedriveMuse Glimmer 30BGuideflowDistribute.so, HubSpot Sales ROI Calculator, The ROI ShopChangedThe ROI Shopagainst: ValueCoreGuideflowno first choicenothing named
Two alternatives
Mediafly, ValueCoreTwo alternatives
Mediafly Value, ValueCoreTwo alternatives
ValueSelling Associates, ValueViewpointFour alternatives
Bigin by Zoho, Value Viewpoint, ValueCore, 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 21:34 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:32 | yes | 2 | 3 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:34 | yes | 15 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 21:17 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:19 | yes | 19 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:19 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:35 | yes | 21 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:19 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:17 | no | 0 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:36 | yes | 15 | 14 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:34 | yes | 13 | 36 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:31 | yes | 9 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:24 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:33 | yes | 19 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:17 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:25 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:36 | yes | 10 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 21:18 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:33 | yes | 24 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:34 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:19 | yes | 23 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:19 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:35 | yes | 5 | 19 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:27 | yes | 18 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:32 | yes | 15 | 17 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:29 | yes | 10 | 22 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:24 | yes | 4 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:34 | yes | 19 | 32 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:28 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:39 | yes | 3 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:30 | yes | 17 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 21:26 | yes | 15 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:19 | yes | 20 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:32 | yes | 12 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:20 | yes | 24 | 51 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:26 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:23 | yes | 22 | 62 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:27 | yes | 20 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:30 | yes | 25 | 32 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:24 | yes | 10 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:16 | yes | 5 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:18 | yes | 24 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:38 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:30 | yes | 2 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:26 | yes | 11 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 21:26 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:36 | yes | 14 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:19 | yes | 10 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:32 | yes | 25 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:16 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:19 | yes | 10 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:18 | yes | 10 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:33 | yes | 15 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:37 | yes | 14 | 32 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:36 | yes | 3 | 8 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:38 | yes | 23 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:34 | yes | 9 | 9 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:34 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:17 | yes | 9 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 21:27 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:24 | yes | 13 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:22 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:37 | yes | 15 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:26 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:31 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:26 | yes | 11 | 18 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:20 | yes | 12 | 16 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:19 | yes | 5 | 10 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:35 | yes | 1 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:33 | yes | 8 | 16 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:16 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:17 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:29 | yes | 14 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 21:35 | yes | 16 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:24 | yes | 21 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:26 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:35 | yes | 19 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:23 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:28 | yes | 10 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:27 | yes | 23 | 45 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:18 | yes | 14 | 111 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:30 | yes | 12 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:35 | yes | 2 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:31 | yes | 15 | 26 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
Unresolved, counted raw
Calclet
Carta
Custom Google Sheets
DecisionLink Ignite
Dock.us
Ecosystems.io
Gain
Google Sheets/Excel template
Kloudless
Magical
Mediafly ValueCloud
MeetRiver Free Business Case Tool
PandaDoc’s Configurator
ROI Shop
SalesVault
Salesforce
SpreadsheetWeb
Stageset
Value Viewpoint
ValueViewpoint
Vistora
Visualize ROI
VisualizeROI
Xometry
Zoho
Discontinued, still offered
No shut-down product was recommended here.