Index › Onboarding and employee experience › Giving & volunteering › Enterprise › October 2026 Edition
Employee giving and volunteering for enterprise buyers
Asked as “employee giving and volunteering platform”, and as “corporate social responsibility platform”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
69%
Clear leader
69Benevity Enterprise Impact Platform12Uncommon Giving06YourCause12others
69% of first choices, clear leader.
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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the seven products 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.
All twenty-eight head-to-head pages: the top eight products, each against each
Millie vs GroundswellMillie vs YourCauseMillie vs Benevity Enterprise Impact PlatformMillie vs DeedSelflessly vs Uncommon GivingSelflessly vs Bright FundsSelflessly vs GroundswellSelflessly vs YourCauseSelflessly vs Benevity Enterprise Impact PlatformSelflessly vs DeedUncommon Giving vs Bright FundsUncommon Giving vs GroundswellUncommon Giving vs YourCauseUncommon Giving vs Benevity Enterprise Impact PlatformUncommon Giving vs DeedBright Funds vs GroundswellBright Funds vs YourCauseBright Funds vs Benevity Enterprise Impact PlatformBright Funds vs DeedGroundswell vs YourCauseGroundswell vs Benevity Enterprise Impact PlatformGroundswell vs DeedYourCause vs Benevity Enterprise Impact PlatformYourCause vs DeedBenevity Enterprise Impact Platform vs Deed
One product takes 69% of first choices here, so the chart would put ten markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Four products carry a negative rate above 25% in this category.
What they warned about
Ten of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, DeepSeek V4 Flash and GLM 4.7 FlashX 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.
Benevity Enterprise Impact Platform22%
16 of 74 labels negative · 10 of 14 models · 3 hard negative
“Avoid Benevity and YourCause unless you have dedicated CSR staff and extended implementation timelines” Kimi K2, negative prompt
YourCause32%
12 of 38 labels negative · 10 of 14 models · 3 hard negative
“Some platforms, such as YourCause (now part of Blackbaud), have been criticized for limited functionality, confusing terminology, and reporting challenges.” Mistral Small, negative prompt
Submittable42%
5 of 12 labels negative · 5 of 14 models · 1 hard negative
“Why to avoid for employee engagement: ... these tools should not be your core employee-facing platform” Gemini 3.5 Flash, negative prompt
CyberGrants
33%
4 of 12 labels negative · 4 of 14 models · 1 hard negative
“Legacy or Niche Players (e.g., Older Versions of Blackbaud/YourCause, CyberGrants)... avoid if you need global/multi-language support” Grok 4.1 Fast, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
80 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. 1076 links across 163 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.
vendor site · Benevity52 answers · 115 citations · 14 models
vendor site · YourCause44 answers · 78 citations · 14 models
vendor site · G242 answers · 77 citations · 13 models
vendor site · Guideflow41 answers · 66 citations · 11 models
vendor site · Uncommon Giving37 answers · 90 citations · 12 models
37 answers · 64 citations · 13 models
vendor site · Goodera37 answers · 50 citations · 13 models
vendor site · Groundswell26 answers · 49 citations · 11 models
22 answers · 24 citations · 8 models
21 answers · 23 citations · 10 models
vendor site · Submittable19 answers · 20 citations · 10 models
vendor site · Optimy19 answers · 19 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.
29 answers · 12 models
27 answers · 10 models
26 answers · 9 models
23 answers · 10 models
22 answers · 11 models
20 answers · 8 models
19 answers · 10 models
18 answers · 10 models
18 answers · 10 models
17 answers · 10 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 employee giving and volunteering platform”, “employee giving and volunteering platform”, “employee giving and volunteering platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Benevity Enterprise Impact Platform benevity.com | 69% | 173 | 0 | 20,297 | 11 | |||
| Uncommon Giving uncommongiving.com | 12% | 80 | 390 | 64 | 1,272 | |||
| YourCause yourcause.com YourCause 6%, YourCause CSRconnect 2%, YourCause from Blackbaud 0% | 8% | 96 | 2,400 | 72 | 6,859 | 37 | 3 | |
| Groundswell groundswell.io | 4% | 86 | 18,100 | 621 | 8,557 | 9 | 1 | |
| Selflessly selflessly.io | 2% | 89 | 49,500 | 64 | 15,099 | |||
| Bonterra bonterratech.com Bonterra Deed 2%, Bonterra 0% | 2% | 30 | 9,900 | 706 | 79,840 | $239 | 120 | |
| Blackbaud's YourCause CSR platform blackbaud.com | 2% | 1 | ||||||
| Goodera goodera.com | 0% | 45 | 1,300 | 15 | 12,909 | 4 | 7 | |
| Millie | 0% | 74,000 | 54,739 | |||||
| Deed | 0% | 33,100 | 68,376 |
Google's top ten for the three searches hold 20 sites; 4 of them are among the sites the models cited here (g2.com, goodera.com, groundswell.io, yourcause.com). The first result for “best employee giving and volunteering platform” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best employee giving and volunteering platform for an enterprise B2B company?”Paraphrase“Which corporate social responsibility platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade employee giving and volunteering platforms and how do they differ?”Budget-constrained“What is the best employee giving and volunteering platform 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 an employee giving and volunteering platform. What should we look at?”Negative“Which employee giving and volunteering platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Benevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact PlatformYourCauseno first choiceagainst: Benevity Enterprise Impact Platform, Deed, Submittable, YourCause
Three alternatives
Deed Engage, Groundswell, YourCauseThree alternatives
Bonterra, Millie, YourCauseSix alternatives
Bonterra, Double the Donation, Millie, OnHand, Submittable, YourCause from BlackbaudTwo alternatives
Benevity Enterprise Impact Platform, GivingForceGPT-5.4 miniBenevity Enterprise Impact PlatformBlackbaud's YourCause CSR platformChangedBenevity Enterprise Impact Platform, YourCause from BlackbaudBenevity Enterprise Impact Platformno first choiceagainst: SignUpGenius
Three alternatives
Goodera, WeSpire/Deed, YourCause/BlackbaudTwo alternatives
Benevity Enterprise Impact Platform, SalesforceThree alternatives
Bright Funds, Submittable, WeHeroGemini 3.5 FlashBonterra DeedBenevity Enterprise Impact PlatformChangedBenevity Enterprise Impact Platform, YourCause from BlackbaudGroundswellagainst: Benevity Enterprise Impact Platform, YourCauseYourCauseagainst: Benevity Enterprise Impact Platformagainst: Benevity Enterprise Impact Platform, Blackbaud YourCause, Bonterra CyberGrants, Groundswell, Millie, Optimy, Selflessly, Submittable, Uncommon Giving
Three alternatives
Benevity Enterprise Impact Platform, Groundswell, YourCauseFive alternatives
Bonterra, CyberGrants, Deed, Groundswell, YourCauseFour alternatives
Bonterra, Deed, Goodera, GroundswellThree alternatives
Millie, Percent Pledge, Uncommon GivingThree alternatives
Bonterra, Deed, GroundswellPerplexity SonarBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact Platformagainst: Goodstack, PercentPledgeBenevity Enterprise Impact Platformno first choiceagainst: Chezuba, Galaxy Digital, Goodera, OnHand, POINT, StratusLIVE, Submittable
Four alternatives
Bright Funds, GoodUp, Groundswell, SubmittableThree alternatives
Blackbaud YourCause, Bonterra CyberGrants, EcoVadisThree alternatives
Bonterra Deed, Groundswell, YourCause/BlackbaudOne alternative
GroundswellGrok 4.1 FastBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldagainst: YourCauseBenevity Enterprise Impact PlatformUncommon Givingagainst: Benevity Enterprise Impact Platform, Bright Funds, Goodera, Submittable, YourCauseno first choiceagainst: Benevity Enterprise Impact Platform, Blackbaud, CyberGrants, SignUpGenius, VolunteerHub, YourCause
Four alternatives
Double the Donation, Goodera, Groundswell, YourCauseOne alternative
CyberGrantsFour alternatives
Causecast, Goodera, Groundswell, YourCauseTwo alternatives
Double the Donation, GroundswellThree alternatives
Benevity Enterprise Impact Platform, Goodera, GroundswellMistral SmallBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact PlatformBenevity Enterprise Impact Platformagainst: Double the Donation, Groundswellno first choiceagainst: YourCause
Two alternatives
Groundswell, Uncommon GivingTwo alternatives
EcoVadis, YourCauseSeven alternatives
Bonterra, Catchafire, Goodera, Groundswell, Millie, Visit.org, WeHeroDeepSeek V4 FlashBenevity Enterprise Impact Platform, GroundswellBenevity Enterprise Impact PlatformChangedagainst: DeedBenevity Enterprise Impact PlatformUncommon Givingno first choiceagainst: Benevity Enterprise Impact Platformagainst: Benevity Enterprise Impact Platform, CyberGrants, YourCause
Two alternatives
Bonterra CyberGrants, YourCause from BlackbaudTwo alternatives
Bonterra, YourCauseFour alternatives
Chezuba, Groundswell, Millie, YourCauseTwo alternatives
Benevity Enterprise Impact Platform, YourCauseLlama 4 MaverickBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldno first choiceBenevity Enterprise Impact PlatformYourCause CSRconnectagainst: Benevity Enterprise Impact Platform, Bonterra, Groundswell, Percent Pledge, Submittable, YourCause from Blackbaud
Two alternatives
Goodera, GuideflowTwo alternatives
CyberGrants, GroundswellQwen 3.7 FlashBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformBenevity Enterprise Impact Platformagainst: Classy, GoFundMe, Kintera, Oracle, Patreon, PayPal, PeopleSoft, SAP, Salesforce, WildApricot
Two alternatives
Groundswell, Uncommon GivingOne alternative
Blackbaud YourCauseThree alternatives
Groundswell, Millie, YourCauseTwo alternatives
Classy, GlobalGivingFour alternatives
Deed, GivingForce, Globalee, YourCauseKimi K2Benevity Enterprise Impact Platformagainst: Bonterra CyberGrantsBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact PlatformUncommon Givingagainst: Benevity Enterprise Impact Platform, Deed, YourCauseBenevity Enterprise Impact Platformagainst: Benevity Enterprise Impact Platform, Chezuba, Groundswell, YourCause from Blackbaud
One alternative
GroundswellTwo alternatives
Deed, YourCauseFive alternatives
Bonterra CyberGrants, Groundswell, Millie, Submittable, YourCause from BlackbaudOne alternative
GroundswellThree alternatives
Goodera, Groundswell, YourCauseGLM 4.7 FlashXBenevity Enterprise Impact Platform, YourCauseBenevity Enterprise Impact PlatformChangedBenevity Enterprise Impact PlatformUncommon Givingagainst: Double the Donationno first choiceagainst: Benevity Enterprise Impact Platform, Rosterfy, YourCause
Three alternatives
Bonterra, Groundswell, MillieFour alternatives
Bonterra, CyberGrants, EcoVadis, YourCauseSix alternatives
Goodera, Millie, Selflessly, Submittable, Uncommon Giving, YourCause (by Blackbaud) — CSRconnectTwo alternatives
Groundswell, SelflesslyMiniMax M2.5Benevity Enterprise Impact Platformagainst: DonatelyBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact PlatformUncommon Givingagainst: Benevity Enterprise Impact Platform, CyberGrants, YourCauseno first choicenothing named
One alternative
GroundswellThree alternatives
CyberGrants, Groundswell, YourCause from BlackbaudTwo alternatives
Goodera, GroundswellTwo alternatives
Givinga, GroundswellGPT-6 LunaBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact Platform, Blackbaud YourCauseSelflesslyagainst: Benevity Enterprise Impact Platform, YourCauseno first choiceagainst: Alaya, Bonterra Strategic Philanthropy / CyberGrants, Salesforce.org Philanthropy Cloud
Two alternatives
Bonterra, YourCauseOne alternative
YourCause from BlackbaudFour alternatives
Bonterra — Deed and CyberGrants, Goodera, Groundswell, SubmittableOne alternative
GroundswellMuse Glimmer 30BBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact Platform, YourCause from BlackbaudUncommon Givingagainst: Benevity Enterprise Impact Platform, YourCauseno first choiceagainst: Benevity Enterprise Impact Platform, Chezuba, CyberGrants, Goodera, OnHand, POINT, YourCause from Blackbaud
One alternative
YourCause from BlackbaudOne alternative
YourCauseThree alternatives
Bright Funds, Goodera, MillieOne alternative
EarthShareBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:23 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:36 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:30 | yes | 15 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:24 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:31 | yes | 24 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:21 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:27 | yes | 22 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:36 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:40 | yes | 5 | 16 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:34 | yes | 9 | 42 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:15 | yes | 22 | 123 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:40 | yes | 15 | 21 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:26 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:23 | yes | 15 | 13 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:22 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:15 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:40 | yes | 11 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:24 | yes | 17 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:20 | yes | 22 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:27 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:27 | yes | 19 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:17 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:22 | yes | 5 | 12 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:27 | yes | 18 | 43 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:39 | yes | 13 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:27 | yes | 10 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:25 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:13 | yes | 12 | 12 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:36 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:39 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:22 | yes | 15 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:15 | yes | 18 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:17 | yes | 21 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:34 | yes | 14 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:19 | yes | 22 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:37 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:20 | yes | 23 | 44 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:33 | yes | 23 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:34 | yes | 22 | 72 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:29 | yes | 15 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:17 | yes | 6 | 32 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:16 | yes | 13 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:29 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:35 | yes | 1 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:22 | yes | 30 | 34 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:36 | yes | 18 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:16 | yes | 21 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:13 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:23 | yes | 20 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:37 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:37 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:21 | yes | 22 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:22 | yes | 18 | 57 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:39 | yes | 13 | 31 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:40 | yes | 3 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:29 | yes | 21 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:28 | yes | 17 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:18 | yes | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:28 | yes | 9 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:22 | yes | 17 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:17 | yes | 14 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:29 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:26 | yes | 23 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:29 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:13 | yes | 5 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:25 | yes | 25 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:18 | yes | 14 | 61 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:29 | yes | 5 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:39 | yes | 4 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:27 | yes | 14 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:27 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:28 | yes | 2 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:31 | yes | 14 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:33 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:17 | yes | 24 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:29 | yes | 13 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:39 | yes | 24 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:29 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:13 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:25 | yes | 21 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:36 | yes | 23 | 81 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:16 | yes | 5 | 44 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:30 | yes | 3 | 34 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:26 | yes | 22 | 35 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
Benevity read as Benevity Enterprise Impact Platform
Benevity (Spark) read as Benevity Enterprise Impact Platform
Unresolved, counted raw
Blackbaud's YourCause CSR platform
Bonterra Nonprofit Hub
Bonterra Strategic Philanthropy / CyberGrants
Bonterra — Deed and CyberGrants
EarthShare
Globalee
GoFundMe
GoFundMe Corporate
Kintera
Patreon
Salesforce.org Philanthropy Cloud
WeSpire/Deed
WildApricot
YourCause (by Blackbaud) — CSRconnect
Discontinued, still offered
No shut-down product was recommended here.