Employee giving and volunteering
Asked as “employee giving and volunteering platform”, and as “corporate social responsibility platform”, on behalf of a mid-market B2B company. 59 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
22%
Contested · Selflessly 20%
22Millie20Selflessly10Uncommon Giving47others
22% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
07
Benevity Enterprise Impact Platform3%59%61criticized challengernewNew since September 2026: not ranked then, 3% now.
Benevity Enterprise Impact Platform3%59%61criticized challengernewNew since September 2026: not ranked then, 3% now.Show the two products at 0%, ordered by negative rate
The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
All 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 →
M01
02
03B04
05
0607D08
09C10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Millie22%
02Selflessly20%
Selflessly20%03Uncommon Giving10%
Uncommon Giving10%04Bright Funds8%
05Groundswell7%
Groundswell7%06YourCause3%
YourCause3%07Benevity Enterprise Impact Platform3%
Benevity Enterprise Impact Platform3%08Deed2%
09Goodera0%
Goodera0%10CyberGrants0%
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.
Benevity Enterprise Impact Platform59%
36 of 61 labels negative · 13 of 14 models · 9 hard negative
“Platforms with documented, repeated criticisms **Benevity** ... complex admin, slow fund distribution, 2–3% transaction fees, hard-to-reach support, and low employee engagement.” Muse Glimmer 30B, negative prompt
YourCause50%
17 of 34 labels negative · 9 of 14 models · 7 hard negative
“Benevity, YourCause, and Deed are specifically called out for issues such as long distribution timelines, limited mobile support, or heavy administrative burden” Perplexity Sonar, negative prompt
CyberGrants
46%
6 of 13 labels negative · 6 of 14 models · 2 hard negative
“Platforms like **Benevity, YourCause, CyberGrants** that charge extra for support, have high transaction fees, and require complex onboarding” GLM 4.7 FlashX, negative prompt
Bonterra57%
4 of 7 labels negative · 4 of 14 models · 1 hard negative
“you will want to avoid legacy enterprise systems like Benevity, Bonterra, or YourCause” Gemini 3.5 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
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. 1070 links across 166 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 Giving51 answers · 98 citations · 13 models
vendor site · Guideflow44 answers · 75 citations · 11 models
vendor site · G242 answers · 80 citations · 12 models
41 answers · 61 citations · 14 models
vendor site · YourCause39 answers · 59 citations · 13 models
vendor site · Benevity29 answers · 45 citations · 11 models
vendor site · Goodera27 answers · 32 citations · 13 models
vendor site · Submittable23 answers · 29 citations · 10 models
23 answers · 27 citations · 9 models
vendor site · StratusLIVE23 answers · 23 citations · 11 models
vendor site · Groundswell17 answers · 23 citations · 9 models
17 answers · 17 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.
39 answers · 12 models
29 answers · 11 models
27 answers · 11 models
25 answers · 9 models
23 answers · 11 models
22 answers · 11 models
21 answers · 9 models
18 answers · 11 models
17 answers · 10 models
16 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 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Millie | 22% | 74,000 | 54,739 | ||||
| Selflessly selflessly.io | 20% | 89 | 49,500 | 64 | 15,099 | ||
| Uncommon Giving uncommongiving.com | 10% | 80 | 390 | 64 | 1,272 | ||
| Bright Funds | 8% | 880 | 101 | ||||
| Groundswell groundswell.io | 7% | 86 | 18,100 | 621 | 8,557 | 9 | 1 |
| YourCause yourcause.com YourCause 3%, YourCause from Blackbaud 2% | 5% | 96 | 2,400 | 72 | 6,859 | 37 | 3 |
| POINT pointapp.org | 3% | 31 | 110,000 | 1,649,805 | 45,011 | ||
| Benevity Enterprise Impact Platform benevity.com | 3% | 173 | 0 | 20,297 | 11 | ||
| Deed | 2% | 33,100 | 68,376 | ||||
| EcoVadis ecovadis.com | 2% | 15 | 6,600 | 156 | 15,984 | 56 |
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 a mid-market B2B company?”Paraphrase“Which corporate social responsibility platform would you recommend to a mid-sized B2B company?”Comparative“What are the top employee giving and volunteering platforms and how do they differ?”Budget-constrained“What is the best employee giving and volunteering platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an employee giving and volunteering platform. What should we look at?”Negative“Which employee giving and volunteering platforms should I avoid or be cautious about?”
Claude Haiku 4.5Uncommon Givingagainst: YourCause from BlackbaudYourCauseChangedagainst: Benevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformMillieno first choiceagainst: Benevity Enterprise Impact Platform, Deed, YourCause
Three alternatives
Bright Funds, Groundswell, MillieTwo alternatives
Deed, MillieFour alternatives
Goodera, Groundswell, Submittable, YourCauseThree alternatives
GivePulse, Selflessly, Uncommon GivingGPT-5.4 miniBonterraagainst: YourCause from BlackbaudDeed, MillieChangedagainst: CSRconnect by YourCause/BlackbaudBenevity Enterprise Impact PlatformGoodTodayagainst: Benevity Enterprise Impact Platformno first choiceagainst: Benevity Enterprise Impact Platform, Giftly
One alternative
Benevity Enterprise Impact PlatformOne alternative
Maat ImpactSix alternatives
Blackbaud YourCause, Bonterra Deed, CyberGrants, Goodera, Visit.org, WeHeroOne alternative
GroundswellGemini 3.5 FlashGroundswellagainst: Benevity Enterprise Impact Platform, YourCauseMillieChangedBenevity Enterprise Impact PlatformSelflesslyagainst: Benevity Enterprise Impact Platform, Bonterra, YourCauseGroundswellagainst: Benevity Enterprise Impact Platform, Bright Funds, CyberGrants, YourCause
Four alternatives
Bright Funds, Deed, Millie, Uncommon GivingThree alternatives
OnHand, Percent Pledge, SelflesslyFive alternatives
Bright Funds, Deed, Goodera, Millie, YourCauseThree alternatives
Bright Funds, POINT, Uncommon GivingFour alternatives
Benevity Enterprise Impact Platform, Bright Funds, Deed, isolved Giving & VolunteeringPerplexity SonarMillieagainst: Benevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformChangedBenevity Enterprise Impact PlatformSelflesslyno first choiceagainst: Benevity Enterprise Impact Platform, Deed, Galaxy Digital, YourCause
Two alternatives
Percent Pledge, Uncommon GivingOne alternative
Good GrantsSeven alternatives
Deed, Double the Donation, Goodera, Goodstack, Groundswell, Percent Pledge, SelflesslyOne alternative
MillieGrok 4.1 FastMillieagainst: Benevity Enterprise Impact Platform, Blackbaud YourCauseSelflesslyChangedagainst: Benevity Enterprise Impact Platformno first choicePOINTagainst: Groundswell, Selflessly, Uncommon GivingUncommon Givingagainst: Benevity Enterprise Impact Platformagainst: Benevity Enterprise Impact Platform, Goodera, POINT
Three alternatives
Goodera, Selflessly, Uncommon GivingTwo alternatives
Submittable, YourCauseOne alternative
ChezubaTwo alternatives
Millie, YourCauseMistral SmallBright FundsEcoVadis, TechCSRChangedBenevity Enterprise Impact PlatformSelflesslyno first choiceagainst: Benevity Enterprise Impact Platform, Millie, Submittable, YourCause
Two alternatives
Uncommon Giving, VolunteerLocalTwo alternatives
Benevity Enterprise Impact Platform, Good GrantsSeven alternatives
Chezuba, Goodera, Millie, POINT, Selflessly, Uncommon Giving, YourCauseTwo alternatives
Millie, The AngleDeepSeek V4 FlashGroundswell, Millieagainst: Benevity Enterprise Impact Platform, YourCauseSelflesslyChangedagainst: Benevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformPOINT, Selflesslyagainst: Benevity Enterprise Impact Platform, CyberGrants, YourCauseMillie, Selflessly, Uncommon Givingagainst: Benevity Enterprise Impact Platform, Bonterra, Double the Donationagainst: Benevity Enterprise Impact Platform, CERVIS, GivePulse, YourCause
Four alternatives
Bright Funds, OnHand, Selflessly, Uncommon GivingTwo alternatives
Chezuba, SubmittableEight alternatives
Chezuba, CyberGrants, Groundswell, Millie, POINT, Selflessly, Uncommon Giving, YourCause from BlackbaudOne alternative
Uncommon GivingLlama 4 MaverickBright FundsBenevity Corporate PurposeChangedno first choiceGivePulseno first choicenothing named
Two alternatives
Guideflow, Uncommon GivingFour alternatives
Deed, Millie, Neighbourly, SelflesslyTwo alternatives
Benevity Enterprise Impact Platform, ChezubaQwen 3.7 FlashBenevity Enterprise Impact Platform, Social CuesSelflessly, TiltChangedagainst: SAP Sustainability, Salesforce Nonprofit CloudBenevity Enterprise Impact PlatformMillie Givingagainst: Benevity Enterprise Impact Platform, YourCauseno first choiceagainst: Benevity Enterprise Impact Platform, CyberGrants, TLC Solutions, YourCause
Two alternatives
Goodchange, Salesforce Nonprofit CloudTwo alternatives
EcoVadis, Good GrantingThree alternatives
Groundswell, Millie, Uncommon GivingFour alternatives
Goodstack, Groundswell, PercentPledge, SelflesslyFive alternatives
Bright Funds, Goodera, Guideflow, Millie, Percent PledgeKimi K2Groundswell, Millieagainst: Benevity Enterprise Impact PlatformMillieChangedagainst: Benevity Enterprise Impact Platform, YourCauseBenevity Enterprise Impact PlatformSelflesslyagainst: Benevity Enterprise Impact Platform, Uncommon Givingno first choiceagainst: Benevity Enterprise Impact Platform, YourCauseagainst: Benevity Enterprise Impact Platform, CyberGrants, YourCause
Three alternatives
Alaya, OnHand, YourCauseThree alternatives
Deed, Selflessly, SubmittableFive alternatives
Bonterra, Deed, Groundswell, Millie, YourCauseOne alternative
POINTGLM 4.7 FlashXBright Fundsagainst: Benevity Enterprise Impact PlatformGoodworld, KindLinkChangedagainst: Benevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformSelflesslyno first choiceagainst: Benevity Enterprise Impact Platform, CyberGrants, YourCause
One alternative
Uncommon GivingTwo alternatives
OnHand, SelflesslyFour alternatives
Chezuba, Groundswell, Uncommon Giving, YourCauseFour alternatives
POINT, SignUpGenius, Uncommon Giving, VolunteerMatchMiniMax M2.5Bright Funds, Uncommon Givingagainst: Benevity Enterprise Impact PlatformMillie, YourCauseChangedagainst: Benevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformMillieno first choicenothing named
Two alternatives
Millie, OnHandSix alternatives
Bonterra Volunteerism, Bright Funds, Percent Pledge, Uncommon Giving, VolunteerMatch, YourCauseTwo alternatives
Guideflow, Uncommon GivingGPT-6 LunaSelflesslyMillieChangedagainst: Benevity Enterprise Impact PlatformBenevity Enterprise Impact Platform, Blackbaud YourCauseUncommon Givingno first choiceagainst: Alaya, Blackbaud YourCause, Bonterra, CyberGrants, Kambeo
Three alternatives
Benevity Enterprise Impact Platform, Millie, YourCauseThree alternatives
EcoVadis, Workiva, YourCause CSRconnectFour alternatives
Bonterra Deed, Goodera, Millie, SelflesslyOne alternative
CharityvestMuse Glimmer 30BBright Funds, Uncommon Givingagainst: Benevity Enterprise Impact Platform, Blackbaud YourCause CSRconnectMillie, YourCause from BlackbaudChangedagainst: Benevity Enterprise Impact PlatformBenevity Enterprise Impact Platformagainst: BonterraSelflesslyagainst: Benevity Enterprise Impact Platform, YourCauseno first choiceagainst: Benevity Enterprise Impact Platform, YourCause
Two alternatives
Goodera, YourCause from BlackbaudThree alternatives
Deed, Double the Donation, GivePulseBold 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 22:21 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:33 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:34 | yes | 16 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:32 | yes | 15 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:27 | yes | 22 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:26 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:40 | yes | 22 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:39 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:25 | no | 0 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:14 | yes | 15 | 16 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:36 | yes | 22 | 57 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:22 | yes | 7 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:35 | yes | 4 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:38 | yes | 21 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:32 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:33 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:13 | yes | 7 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:24 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:13 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:22 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:23 | yes | 22 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:21 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:45 | yes | 9 | 16 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:31 | yes | 16 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:28 | yes | 24 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:35 | yes | 9 | 27 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:19 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:23 | yes | 23 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:38 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:36 | yes | 4 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:20 | yes | 15 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:38 | yes | 21 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:30 | yes | 19 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:29 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:27 | yes | 21 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:17 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:32 | yes | 12 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:25 | yes | 17 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:33 | yes | 21 | 96 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:39 | yes | 25 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:35 | yes | 6 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:33 | yes | 23 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:15 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:18 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:39 | yes | 15 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:27 | yes | 16 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:18 | yes | 21 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:38 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:18 | yes | 22 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:25 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:15 | yes | 12 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:21 | yes | 17 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:27 | yes | 14 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:38 | yes | 5 | 13 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:40 | yes | 2 | 23 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:24 | yes | 21 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:18 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:17 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:24 | yes | 10 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:21 | yes | 19 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:30 | yes | 13 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:36 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:26 | yes | 21 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:23 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:26 | yes | 5 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:28 | yes | 19 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:24 | yes | 23 | 39 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:24 | yes | 5 | 26 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:19 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:21 | yes | 13 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:24 | yes | 26 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:20 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:40 | yes | 15 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:39 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:15 | yes | 23 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:16 | yes | 9 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:21 | yes | 22 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:13 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:15 | yes | 10 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:38 | yes | 23 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:18 | yes | 25 | 35 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:37 | yes | 14 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:15 | yes | 3 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:19 | yes | 20 | 30 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 (Benevity Spark) read as Benevity Enterprise Impact Platform
Benevity (Essentials) read as Benevity Enterprise Impact Platform
Unresolved, counted raw
Benevity Corporate Purpose
Blackbaud YourCause CSRconnect
Bonterra Volunteerism
BrightFunds
CERVIS
CSRconnect by YourCause/Blackbaud
Charityvest
Giftly
Good Granting
GoodToday
Goodchange
Kambeo
KindLink
Maat Impact
Millie Giving
Neighbourly
SAP Sustainability
Social Cues
Spark
TLC Solutions
TechCSR
The Angle
VolunteerLocal
isolved Giving & Volunteering
leadity
Discontinued, still offered
No shut-down product was recommended here.
Follow Employee giving and volunteering
An email the morning each edition publishes: where this category moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
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