Index › Onboarding and employee experience › Giving & volunteering › Small business › October 2026 Edition
Employee giving and volunteering for small business buyers
Asked as “employee giving and volunteering platform”, and as “corporate social responsibility platform”, on behalf of a small B2B company. 54 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
43%
Clear leader
43Selflessly17Millie07Uncommon Giving33others
43% 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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five 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
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 →
01M02
03
04
05O06
07C08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Selflessly43%
Selflessly43%02Millie17%
03Uncommon Giving7%
Uncommon Giving7%04POINT6%
POINT6%05Groundswell2%
Groundswell2%06OnHand2%
07Percent Pledge0%
Percent Pledge0%08Chezuba0%
09Goodera0%
Goodera0%10YourCause0%
YourCause0%11Benevity Enterprise Impact Platform0%
Benevity Enterprise Impact Platform0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, 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.
Benevity Enterprise Impact Platform89%
40 of 45 labels negative · 13 of 14 models · 12 hard negative
“Why to avoid/caution: Benevity is widely considered the industry giant, but it is notorious for being difficult for small businesses to use effectively.” GLM 4.7 FlashX, negative prompt
YourCause69%
18 of 26 labels negative · 9 of 14 models · 6 hard negative
“Blackbaud Employee Giving / YourCause / CSRconnect ... The suite is sold via custom enterprise contracts. Pricing is custom, implementation heavy” Muse Glimmer 30B, negative prompt
Groundswell22%
5 of 23 labels negative · 4 of 14 models
“its volunteering component is not as developed as other established tools. Small businesses needing a full-featured volunteering solution may find it lacking.” Mistral Small, negative prompt
Bonterra CyberGrants100%
3 of 3 labels negative · 3 of 14 models · 3 hard negative
“Bonterra CyberGrants and other full-suite grantmaking platforms ... Listed as custom pricing with comprehensive data tracking & reporting.” Muse Glimmer 30B, 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
79 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. 1121 links across 155 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 · Uncommon Giving58 answers · 119 citations · 14 models
53 answers · 79 citations · 12 models
vendor site · G244 answers · 80 citations · 12 models
vendor site · StratusLIVE42 answers · 42 citations · 12 models
vendor site · YourCause33 answers · 42 citations · 12 models
31 answers · 40 citations · 10 models
30 answers · 31 citations · 10 models
vendor site · Guideflow25 answers · 32 citations · 10 models
vendor site · Benevity20 answers · 27 citations · 10 models
20 answers · 23 citations · 9 models
vendor site · Selflessly19 answers · 46 citations · 8 models
18 answers · 22 citations · 9 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.
45 answers · 13 models
42 answers · 12 models
35 answers · 12 models
33 answers · 11 models
28 answers · 10 models
25 answers · 10 models
18 answers · 10 models
17 answers · 9 models
16 answers · 8 models
15 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 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 |
|---|---|---|---|---|---|---|---|---|
| Selflessly selflessly.io | 43% | 89 | 49,500 | 64 | 15,099 | |||
| Millie | 17% | 74,000 | 54,739 | |||||
| Uncommon Giving uncommongiving.com | 7% | 80 | 390 | 64 | 1,272 | |||
| POINT pointapp.org | 6% | 31 | 110,000 | 1,649,805 | 45,011 | |||
| Submittable submittable.com | 4% | 27 | 60,500 | 1,201 | 163,276 | $162 | 33 | |
| EcoVadis ecovadis.com | 4% | 15 | 6,600 | 156 | 15,984 | 56 | ||
| Groundswell groundswell.io | 2% | 86 | 18,100 | 621 | 8,557 | 9 | 1 | |
| OnHand | 2% | 3,600 | 54 | |||||
| Bright Funds | 2% | 880 | 101 | |||||
| Deed | 2% | 33,100 | 68,376 |
Google's top ten for the three searches hold 20 sites; 2 of them are among the sites the models cited here (g2.com, 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 a small B2B company?”Paraphrase“Which corporate social responsibility platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top employee giving and volunteering platforms for a small team and how do they differ?”Budget-constrained“What is the best employee giving and volunteering platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an employee giving and volunteering platform. What should we look at?”Negative“Which employee giving and volunteering platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5DeedGoodworld, SelflesslyChangedagainst: Benevity Enterprise Impact Platform, EcoVadisMillieMillieno first choiceagainst: Benevity Enterprise Impact Platform, Bonterra, Goodstack, Groundswell, Percent Pledge
Two alternatives
Millie, SelflesslyOne alternative
ChezubaTwo alternatives
Double the Donation, Uncommon GivingThree alternatives
Deed, Selflessly, Uncommon GivingGPT-5.4 miniUncommon Givingagainst: Benevity Enterprise Impact Platform, Groundswell, SubmittableGroundswellChangedBrightest, Uncommon Givingagainst: Benevity Enterprise Impact Platform, YourCause/BlackbaudCharityvest for Workplacesagainst: 15Five, Benevity Enterprise Impact Platformno first choicenothing named
One alternative
MillieThree alternatives
Benevity Enterprise Impact Platform, Millie, OnHandOne alternative
GivebutterGemini 3.5 FlashSelflesslyagainst: Benevity Enterprise Impact Platform, CyberGrants, YourCauseSelflesslyHeldagainst: Benevity Enterprise Impact Platform, YourCauseMillieagainst: Benevity Enterprise Impact Platform, YourCausePOINTagainst: Benevity Enterprise Impact Platform, CyberGrants, DeedMillieagainst: Benevity Enterprise Impact Platform, YourCauseagainst: Benevity Enterprise Impact Platform, CyberGrants, HEPdata, YourCause
Three alternatives
Millie, POINT, Uncommon GivingThree alternatives
EcoVadis, OnHand, Uncommon GivingFour alternatives
Groundswell, POINT, Selflessly, Uncommon GivingThree alternatives
Millie, Selflessly, Uncommon GivingFour alternatives
Daffy for Work, Groundswell, POINT, SelflesslyPerplexity SonarSelflesslySubmittableChangedGoody, Selflesslyagainst: MatterOnHand, Selflesslyno first choiceagainst: Benevity Enterprise Impact Platform, Chezuba, Deed, Galaxy Digital, Goodera, OnHand, POINT, YourCause
One alternative
DeedOne alternative
Impact HeroThree alternatives
Blackbaud Employee Giving, Deed, Double the DonationOne alternative
DonatelyGrok 4.1 FastSelflesslySelflesslyHeldMillie, Selflesslyagainst: Benevity Enterprise Impact Platform, YourCausePOINTUncommon Givingagainst: Benevity Enterprise Impact Platform, Bonterra CyberGrants, Chezuba, Fluxx, Goodera, POINT, YourCause
Three alternatives
POINT, Uncommon Giving, VolunteerHubTwo alternatives
Eevery, GroundswellTwo alternatives
Double the Donation, OnHandThree alternatives
Chezuba, Millie, Percent PledgeSeven alternatives
Alaya, Goodera, Groundswell, Millie, Percent Pledge, Selflessly, YourCauseMistral SmallSelflesslySelflesslyHeldMillieBonterra, Selflesslyno first choiceagainst: Groundswell, Submittable
Two alternatives
Goodera, StratusLIVEFour alternatives
Groundswell, POINT, Uncommon Giving, YourCauseOne alternative
GuideflowDeepSeek V4 FlashSelflesslyagainst: Benevity Enterprise Impact Platform, Bonterra CyberGrantsEcoVadisChangedMillie, Selflesslyagainst: Benevity Enterprise Impact PlatformSelflesslySelflesslyagainst: Benevity Enterprise Impact Platform, Blackbaud, YourCauseagainst: Benevity Enterprise Impact Platform, YourCause
Five alternatives
Bright Funds, GoodCompany, Groundswell, Millie, Uncommon GivingThree alternatives
Groundswell, Selflessly, SubmittableTwo alternatives
Bright Funds, GivebutterThree alternatives
GivePulse, Millie, POINTFour alternatives
GoodCompany, Groundswell, Percent Pledge, Uncommon GivingLlama 4 MaverickStratusno first choiceChangedagainst: Benevity Enterprise Impact PlatformMillieSelflesslyno first choicenothing named
Four alternatives
Bonterra, Causecast, Goodera, SelflesslyTwo alternatives
Stratus, YourCauseThree alternatives
Bonterra Technologies, Guideflow, Uncommon GivingQwen 3.7 FlashMillieThe Green Business BureauChangedMillieagainst: Benevity Enterprise Impact Platform, BonterraMillieagainst: Benevity Enterprise Impact Platform, Charity Miles, GlobalGiving Workplace GivingMillieagainst: Benevity Enterprise Impact Platform, Classy, GlobalGiving Partner, PayPalagainst: Benevity Enterprise Impact Platform, Blackbaud, GlobalGiving, NeonCRM, Salesforce NPSP, YourCause
Two alternatives
Selflessly, Stratus LiveThree alternatives
B Lab, EcoVadis, GreenlyThree alternatives
GoodUp, Selflessly, Uncommon GivingTwo alternatives
POINT, Uncommon GivingThree alternatives
DonorBox, Givebutter, KindfulKimi K2Millie, Selflesslyagainst: Benevity Enterprise Impact PlatformSelflesslyChangedagainst: Benevity Enterprise Impact Platform, EcoVadisSelflessly, Uncommon Givingagainst: Benevity Enterprise Impact Platform, YourCauseSelflesslyagainst: Benevity Enterprise Impact Platform, Bonterra, YourCauseBright Funds, Selflesslyagainst: Uncommon Givingagainst: Benevity Enterprise Impact Platform, Chezuba, EcoVadis, Goodera, Millie, OnHand, POINT, YourCause from Blackbaud
One alternative
MillieThree alternatives
Millie, POINT, Percent PledgeThree alternatives
Groundswell, Millie, Uncommon GivingGLM 4.7 FlashXSelflesslyWorldfavor TransparencyChangedMillie, Selflesslyagainst: Benevity Enterprise Impact PlatformSelflesslyno first choiceagainst: Benevity Enterprise Impact Platform, GivePulse, YourCause
Three alternatives
Bonusly, Double the Donation, Uncommon GivingTwo alternatives
EcoVadis, MetrioTwo alternatives
Chezuba, POINTMiniMax M2.5Millie, SubmittableSelflesslyChangedMillieagainst: Benevity Enterprise Impact PlatformPOINTno first choiceagainst: Benevity Enterprise Impact Platform
Two alternatives
Groundswell, SelflesslyTwo alternatives
Good Grants, GroundswellFour alternatives
OnHand, POINT, Selflessly, Uncommon GivingFour alternatives
DonorBox, Field Day, Percent Pledge, SelflesslyGPT-6 LunaSelflesslyagainst: Benevity Enterprise Impact PlatformEcoVadisChangedagainst: Benevity Enterprise Impact PlatformSelflesslyagainst: Benevity Enterprise Impact Platform, YourCauseMillieagainst: Groundswellno first choiceagainst: Benevity Enterprise Impact Platform, Groundswell, YourCause from Blackbaud
Two alternatives
Millie, YourCauseThree alternatives
Groundswell, Millie, POINTOne alternative
Uncommon GivingMuse Glimmer 30BMillie, Selflesslyagainst: Benevity Enterprise Impact Platform, YourCauseSedexChangedagainst: EcoVadisMillie, Selflesslyagainst: Benevity Enterprise Impact PlatformUncommon Givingagainst: Benevity Enterprise Impact Platform, YourCauseUncommon Givingagainst: Submittableagainst: Benevity Enterprise Impact Platform, Blackbaud Employee Giving, Bonterra CyberGrants, CSRconnect, YourCause
One alternative
SupplierGatewayOne alternative
YourCause CSR Connect / Bonterra YourCauseTwo alternatives
Chezuba, POINTTwo alternatives
Percent Pledge, SelflesslyBold 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 22:16 | yes | 9 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:17 | yes | 6 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:27 | yes | 13 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:21 | yes | 16 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:18 | yes | 19 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:33 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:22 | yes | 18 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:21 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:18 | yes | 10 | 51 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:29 | yes | 18 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:20 | yes | 24 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:35 | yes | 15 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:20 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:38 | yes | 25 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:29 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:16 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:34 | yes | 15 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:31 | yes | 16 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:32 | yes | 22 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:26 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:40 | yes | 23 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:23 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:28 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:13 | yes | 19 | 39 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:15 | yes | 19 | 57 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:37 | yes | 5 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:29 | yes | 4 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:22 | yes | 23 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:16 | yes | 13 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:22 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:18 | yes | 21 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:27 | yes | 18 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:21 | yes | 22 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:16 | yes | 18 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:31 | yes | 23 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:34 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:39 | yes | 18 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:34 | yes | 17 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:23 | yes | 24 | 73 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:14 | yes | 14 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:28 | yes | 7 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:15 | yes | 25 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:24 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:26 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:37 | yes | 21 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:34 | yes | 14 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:30 | yes | 22 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:19 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:37 | yes | 23 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:38 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:15 | yes | 24 | 78 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:14 | yes | 23 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:36 | yes | 21 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:24 | yes | 16 | 26 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:17 | yes | 3 | 23 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:16 | yes | 22 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:16 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:26 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:17 | yes | 12 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:27 | yes | 19 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:33 | yes | 13 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:23 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:27 | yes | 21 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:20 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:40 | yes | 5 | 20 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:29 | yes | 9 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:37 | yes | 12 | 33 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:23 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:30 | yes | 3 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:34 | yes | 14 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:27 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:24 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:37 | yes | 16 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:20 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:39 | yes | 20 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:16 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:32 | yes | 22 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:37 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:16 | yes | 19 | 46 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:24 | yes | 22 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:35 | yes | 23 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:23 | yes | 20 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:32 | yes | 3 | 26 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:30 | yes | 23 | 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.
ShowHide
Category-scoped readings
Benevity read as Benevity Enterprise Impact Platform
Unresolved, counted raw
Abundantly
B Lab (B Corp Certification)
Bonterra Technologies
Brightest
CSRconnect
Catalyser
Charity Miles
Charityvest for Workplaces
Double Donation
Eevery
Field Day
Fluxx
GiveSmart
GlobalGiving Partner
GlobalGiving Workplace Giving
Goody
Greenly
HEPdata
Impact Hero
Kilter
Learn to Give
Metrio
Neon Employee Giving
NeonCRM
Pinkaloo
Salesforce NPSP
Sedex
SimpleGive
Stratus Live
SupplierGateway
The Green Business Bureau (GBB)
Wild Apricot
Worldfavor Transparency
YourCause CSR Connect
YourCause CSR Connect / Bonterra YourCause
Discontinued, still offered
No shut-down product was recommended here.