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. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
22%
Contested · Millie 21%
22Uncommon Giving21Millie10Selflessly47others
22% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Uncommon Giving (22%) replaces Millie (22% then, 21% now), 1 point clear, inside the 13-point floor.Uncommon Giving leads at 22%, replacing Millie, which led at 22% and stands at 21% now: 1 point clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small businessMillie21%Contested↗new leaderNew leader since October 2026: Millie (21%) replaces Selflessly (43% then, 13% now), 8 points clear, inside the 13-point floor.Standing →Mid-market
Uncommon Giving22%Contested↗new leaderNew leader since October 2026: Uncommon Giving (22%) replaces Millie (22% then, 21% now), 1 point clear, inside the 13-point floor.This pageEnterprise
Benevity Enterprise Impact Platform70%Clear leader▲+1Since October 2026: 69% → 70%, +1 point. Inside the 13-point floor: within noise.Standing →
Uncommon Giving22%Contested↗new leaderNew leader since October 2026: Uncommon Giving (22%) replaces Millie (22% then, 21% now), 1 point clear, inside the 13-point floor.This pageEnterpriseBenevity Enterprise Impact Platform70%Clear leader▲+1Since October 2026: 69% → 70%, +1 point. Inside the 13-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Uncommon Giving22%2%42accepted challenger▲+12Since October 2026: 10% → 22%, +12 points. Inside the 13-point floor: within noise.10% → 22%
Uncommon Giving22%2%42accepted challenger▲+12Since October 2026: 10% → 22%, +12 points. Inside the 13-point floor: within noise.10% → 22%02Millie21%5%44accepted challenger▼−1Since October 2026: 22% → 21%, −1 point. Inside the 13-point floor: within noise.22% → 21%
03
Selflessly10%0%18accepted challenger▼−10Since October 2026: 20% → 10%, −10 points. Inside the 13-point floor: within noise.20% → 10%
Selflessly10%0%18accepted challenger▼−10Since October 2026: 20% → 10%, −10 points. Inside the 13-point floor: within noise.20% → 10%04
Submittable10%5%21accepted challenger▲+10Since October 2026: 0% → 10%, +10 points. Inside the 13-point floor: within noise.0% → 10%
Submittable10%5%21accepted challenger▲+10Since October 2026: 0% → 10%, +10 points. Inside the 13-point floor: within noise.0% → 10%05Benevity Enterprise Impact Platform7%53%62criticized challenger▲+4Since October 2026: 3% → 7%, +4 points. Inside the 13-point floor: within noise.3% → 7%
Benevity Enterprise Impact Platform7%53%62criticized challenger▲+4Since October 2026: 3% → 7%, +4 points. Inside the 13-point floor: within noise.3% → 7%06
Groundswell3%12%26accepted challenger▼−4Since October 2026: 7% → 3%, −4 points. Inside the 13-point floor: within noise.7% → 3%
Groundswell3%12%26accepted challenger▼−4Since October 2026: 7% → 3%, −4 points. Inside the 13-point floor: within noise.7% → 3%07
Percent Pledge3%0%21accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 13-point floor: within noise.0% → 3%
Percent Pledge3%0%21accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 13-point floor: within noise.0% → 3%09
POINT3%23%13accepted challenger=heldSince October 2026: 3% → 3%, ±0 points. Inside the 13-point floor: within noise.3% → 3%
POINT3%23%13accepted challenger=heldSince October 2026: 3% → 3%, ±0 points. Inside the 13-point floor: within noise.3% → 3%10Deed2%10%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
11YourCause CSRconnect2%43%37criticized challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise.5% → 2%
Show the one product at 0%, ordered by negative rate
12
Goodera0%19%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Goodera0%19%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Uncommon Giving vs Benevity Enterprise Impact PlatformUncommon Giving vs GroundswellUncommon Giving vs Percent PledgeUncommon Giving vs Field DayMillie vs SelflesslyMillie vs SubmittableMillie vs Benevity Enterprise Impact PlatformMillie vs GroundswellMillie vs Percent PledgeMillie vs Field DaySelflessly vs SubmittableSelflessly vs Benevity Enterprise Impact PlatformSelflessly vs GroundswellSelflessly vs Percent PledgeSelflessly vs Field DaySubmittable vs Benevity Enterprise Impact PlatformSubmittable vs GroundswellSubmittable vs Percent PledgeSubmittable vs Field DayBenevity Enterprise Impact Platform vs GroundswellBenevity Enterprise Impact Platform vs Percent PledgeBenevity Enterprise Impact Platform vs Field DayGroundswell vs Percent PledgeGroundswell vs Field DayPercent Pledge vs Field Day
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
0304050607F08
09D10
Y11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Uncommon Giving22%
Uncommon Giving22%02Millie21%
03Selflessly10%
Selflessly10%04Submittable10%
Submittable10%05Benevity Enterprise Impact Platform7%
Benevity Enterprise Impact Platform7%06Groundswell3%
Groundswell3%07Percent Pledge3%
Percent Pledge3%08Field Day3%
09POINT3%
POINT3%10Deed2%
11YourCause CSRconnect2%
12Goodera0%
Goodera0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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 Platform53%
33 of 62 labels negative · 11 of 14 models · 6 hard negative
“Avoid enterprise platforms such as Benevity unless global scale, advanced reporting, or complex compliance justifies a custom quote” Perplexity Sonar, budget prompt
YourCause CSRconnect
43%
16 of 37 labels negative · 9 of 14 models · 1 hard negative
“What I'd Avoid for a Mid-Sized B2B Company | YourCause | High price tag, steep learning curve” Kimi K2, paraphrase prompt
Bonterra50%
4 of 8 labels negative · 3 of 14 models
“Legacy Enterprise Platforms (If You Are an SMB or Mid-Market Company) ... Older legacy tools (such as CyberGrants or YourCause) often feature outdated, non-intuitive user interfaces.” Gemini 3.5 Flash, negative prompt
Goodera19%
3 of 16 labels negative · 3 of 14 models
“do not offer native donation matching or an employee giving wallet. If you need both giving and volunteering in one place, these may not be the best fit.” Mistral Small, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
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. 993 links across 170 sites, every framing counted. Ranked by the number of answers carrying the site or page. 5 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Uncommon Giving53 answers · 138 citations · 13 models
vendor site · Benevity46 answers · 92 citations · 13 models
vendor site · G238 answers · 81 citations · 12 models
34 answers · 56 citations · 9 models
vendor site · momoGood27 answers · 32 citations · 11 models
21 answers · 27 citations · 10 models
19 answers · 24 citations · 9 models
vendor site · Groundswell18 answers · 26 citations · 9 models
18 answers · 23 citations · 10 models
16 answers · 26 citations · 8 models
vendor site · Guideflow16 answers · 21 citations · 8 models
vendor site · YourCause16 answers · 20 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.
26 answers · 11 models
22 answers · 9 models
18 answers · 10 models
17 answers · 9 models
14 answers · 8 models
14 answers · 10 models
13 answers · 7 models
13 answers · 8 models
12 answers · 7 models
11 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| Uncommon Giving uncommongiving.com | 22% | 99 | 390 | 64 | 1,272 | |||
| Millie | 21% | 74,000 | 54,739 | |||||
| Selflessly selflessly.io | 10% | 50 | 49,500 | 64 | 15,099 | |||
| Submittable submittable.com | 10% | 49 | 60,500 | 1,201 | 163,276 | $162 | 33 | |
| Benevity Enterprise Impact Platform benevity.com | 7% | 186 | 0 | 20,297 | 11 | |||
| Groundswell groundswell.io | 3% | 87 | 18,100 | 621 | 8,557 | 9 | 1 | |
| Percent Pledge percentpledge.com | 3% | 46 | 210 | 56 | 5,652 | |||
| Field Day fieldday.com | 3% | 44 | ||||||
| POINT pointapp.org | 3% | 27 | 110,000 | 1,649,805 | 45,011 | |||
| Deed joindeed.com | 2% | 31 | 33,100 | 68,376 |
Google's top ten for the three searches hold 20 sites; 3 of them are among the sites the models cited here (g2.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 4.5Bright FundsMillieChangedBenevity Enterprise Impact PlatformMillieagainst: POINTno first choiceagainst: Benevity Corporate Purpose, Blackbaud YourCause, Bonterra, Deed, Goodera
Three alternatives
Groundswell, Millie, Uncommon GivingTwo alternatives
Submittable, YourCause CSRconnectFour alternatives
Deed, Millie, OnHand, Uncommon GivingFour alternatives
Percent Pledge, Selflessly, Submittable, Uncommon GivingGPT-5.4 miniBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact PlatformSelflesslyagainst: Benevity Enterprise Impact Platform, Bonterra Deedno first choicenothing named
Two alternatives
Groundswell, MillieThree alternatives
SAP Sustainability Control Tower, Submittable, WatershedFive alternatives
Bonterra Deed, Goodera, Groundswell, Millie, YourCause CSRconnectOne alternative
POINTGemini 3.5 FlashDeedagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectMillieChangedagainst: Benevity Enterprise Impact PlatformBenevity Enterprise Impact Platform, YourCause CSRconnectMillieagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectno first choiceagainst: Benevity Enterprise Impact Platform, Bonterra, CyberGrantsagainst: Benevity Enterprise Impact Platform, Blackbaud, Bonterra
Four alternatives
Alaya, Bright Funds, Groundswell, Percent PledgeThree alternatives
Bright Funds, EcoVadis, Percent PledgeFive alternatives
Bonterra, Goodera, Groundswell, Millie, SelflesslyFour alternatives
POINT, Percent Pledge, Selflessly, Uncommon GivingSix alternatives
Bright Funds, Deed, Givinga, Mightycause, Selflessly, SubmittablePerplexity SonarMillieagainst: Benevity Enterprise Impact PlatformMillieHeldagainst: Benevity Enterprise Impact PlatformBenevity Enterprise Impact Platformagainst: Idealist, VolunteerMatchGivePulse, Selflesslyagainst: Benevity Enterprise Impact Platform, Uncommon Givingno first choiceagainst: Benevity Enterprise Impact Platform, Blackbaud YourCause, Bright Funds, Chezuba, Goodera, Groundswell, Millie, OnHand, POINT, Submittable
Three alternatives
Deed, Groundswell, SelflesslyTwo alternatives
Percent Pledge, SelflesslyTen alternatives
Deed, Goodera, Groundswell, Millie, OnHand, Optimy, Percent Pledge, SmartSimple Cloud, Uncommon Giving, YourCause CSRconnectTwo alternatives
Double the Donation, GooderaGrok 4.20Millieagainst: Benevity Enterprise Impact PlatformSubmittableChangedBenevity Enterprise Impact Platform, Uncommon Givingagainst: EcoVadis, YourCause CSRconnectSelflesslyagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectBenevity Enterprise Impact Platformagainst: Benevity Enterprise Impact Platform
Two alternatives
Groundswell, SelflesslyFour alternatives
Benevity Enterprise Impact Platform, Code Gaia, Percent Pledge, cubemosThree alternatives
Bonterra, Chezuba, SelflesslyTwo alternatives
Millie, Uncommon GivingOne alternative
YourCause CSRconnectMistral SmallUncommon GivingBenevity Enterprise Impact Platform, SubmittableChangedBenevity Enterprise Impact PlatformMillie, Uncommon Givingno first choiceagainst: Chezuba, Goodera, OnHand, POINT
Four alternatives
Field Day, Millie, OnHand, Percent PledgeOne alternative
MillieThree alternatives
Field Day, Millie, Uncommon GivingOne alternative
Percent PledgeDeepSeek V4 FlashUncommon Givingagainst: Benevity Enterprise Impact PlatformSubmittableChangedagainst: EcoVadisBenevity Enterprise Impact PlatformPOINTagainst: Benevity Enterprise Impact PlatformGroundswell, Uncommon Giving, momoGoodagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectagainst: Benevity Enterprise Impact Platform, Volgistics, YourCause CSRconnect
One alternative
GroundswellOne alternative
Benevity Enterprise Impact PlatformSix alternatives
Bonterra CyberGrants, Goodera, Millie, Uncommon Giving, Vee Volunteers, YourCause CSRconnectThree alternatives
Millie, ShopRaise, Uncommon GivingLlama 4 MaverickPercent Pledge, Selflessly, Uncommon Givingno first choiceChangedno first choiceUncommon Givingno first choicenothing named
Two alternatives
Benevity Enterprise Impact Platform, Field DayQwen 3.7 FlashUncommon Givingagainst: Benevity Enterprise Impact PlatformSubmittableChangedagainst: Benevity Enterprise Impact PlatformBenevity Enterprise Impact Platformagainst: YourCause CSRconnectField Dayagainst: Benevity Enterprise Impact Platformno first choiceagainst: Benevity Enterprise Impact Platform, Bonterra, YourCause CSRconnect
Two alternatives
Millie, Percent PledgeOne alternative
Percent PledgeThree alternatives
Better Impact, Submittable, VolunteerHubFour alternatives
GivePulse, GoodToday, Percent Pledge, Uncommon GivingKimi K2Millie, Uncommon Givingagainst: Benevity Enterprise Impact PlatformSubmittableChangedagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectBenevity Enterprise Impact PlatformField Day, POINT, SelflesslyGroundswell, YourCause CSRconnectagainst: Benevity Enterprise Impact Platform, CyberGrants, YourCause CSRconnect
One alternative
GroundswellThree alternatives
Goodworld, Millie, Percent PledgeEight alternatives
Chezuba, Groundswell, Millie, OnHand, POINT, Selflessly, Uncommon Giving, YourCause CSRconnectTwo alternatives
Percent Pledge, Uncommon GivingThree alternatives
Benevity Enterprise Impact Platform, POINT, Volunteer LinkGLM 4.7 FlashXUncommon Givingagainst: YourCause CSRconnectGoodworldChangedBenevity Enterprise Impact PlatformPlanning Center, SignUp.comno first choiceagainst: Bonuslyagainst: Benevity Enterprise Impact Platform, GoFundMe, Indiegogo, Kickstarter
Two alternatives
Benevity Enterprise Impact Platform, Field DayFour alternatives
Brightest.io, KindLink, Pulsora, SubmittableSix alternatives
Field Day, Millie, POINT, Submittable, Uncommon Giving, YourCause CSRconnectFour alternatives
Field Day, Millie, Tremendous, Uncommon GivingMiniMax M2.5Percent Pledgeagainst: Benevity Enterprise Impact PlatformSubmittable, Uncommon GivingChangedagainst: Benevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformAbundantlyno first choiceagainst: Benevity Enterprise Impact Platformagainst: Benevity Enterprise Impact Platform, YourCause CSRconnect
Two alternatives
Millie, Uncommon GivingFive alternatives
Bonterra CyberGrants, Field Day, Millie, Uncommon Giving, YourCause CSRconnectOne alternative
Uncommon GivingFour alternatives
Field Day, Give Lively, Goodera, GroundswellGPT-6 LunaMillieMillieHeldBenevity Enterprise Impact Platform, YourCause CSRconnectUncommon Givingagainst: Groundswellno first choiceagainst: Benevity Enterprise Impact Platform, Flipcause, Groundswell, Millie, YourCause CSRconnect
Three alternatives
Benevity Enterprise Impact Platform, Blackbaud YourCause, GooderaTwo alternatives
Goodera, YourCause CSRconnectFive alternatives
Bonterra Deed, Goodera, Groundswell, Millie, SubmittableOne alternative
MillieMuse Glimmer 30BUncommon GivingMillie, Uncommon GivingChangedagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectBenevity Enterprise Impact PlatformSelflesslyagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectno first choiceagainst: Benevity Enterprise Impact Platform, Blackbaud, YourCause CSRconnect
Two alternatives
Benevity Enterprise Impact Platform, YourCause CSRconnectThree alternatives
Deed, Optimy, SubmittableFive alternatives
Bonterra CyberGrants, Groundswell, Millie, Uncommon Giving, YourCause CSRconnectThree alternatives
Field Day, GivePulse, Uncommon GivingBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:16 | yes | 17 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:49 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:08 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:25 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 25 | 36 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:49 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:50 | yes | 24 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:31 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:59 | yes | 5 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:29 | yes | 15 | 36 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:17 | yes | 21 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:29 | yes | 24 | 36 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:43 | yes | 4 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:04 | yes | 14 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:47 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:40 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:20 | yes | 8 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:08 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 5 | 27 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:00 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:40 | yes | 23 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:25 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:46 | yes | 13 | 44 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:24 | yes | 18 | 44 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:54 | yes | 14 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:13 | yes | 12 | 36 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:36 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:55 | yes | 15 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:02 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:55 | yes | 6 | 28 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:53 | yes | 12 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:35 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:03 | yes | 5 | 38 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:07 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:49 | yes | 24 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:59 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:00 | yes | 20 | 51 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:39 | yes | 24 | 51 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:55 | yes | 14 | 23 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:46 | yes | 20 | 44 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:07 | yes | 7 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:59 | yes | 23 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:05 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:52 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:29 | yes | 8 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:58 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:31 | yes | 24 | 38 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:47 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:27 | yes | 23 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:50 | yes | 8 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:34 | yes | 10 | 41 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:53 | yes | 5 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:27 | yes | 25 | 104 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:35 | yes | 13 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:02 | yes | 3 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:07 | yes | 25 | 27 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:37 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:36 | yes | 4 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:21 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:23 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 12 | 31 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:58 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:31 | yes | 23 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:15 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:14 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:19 | yes | 15 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:40 | yes | 24 | 41 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:30 | yes | 9 | 48 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:37 | yes | 1 | 11 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:52 | yes | 14 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:22 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:12 | yes | 6 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:57 | yes | 10 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:26 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 14 | 43 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:36 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:30 | yes | 24 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:14 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:04 | yes | 14 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:52 | yes | 23 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:00 | yes | 25 | 103 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:06 | yes | 18 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:42 | yes | 4 | 35 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:20 | yes | 23 | 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
YourCause read as YourCause CSRconnect
YourCause (Blackbaud) read as YourCause CSRconnect
YourCause (by Blackbaud / CSRconnect) read as YourCause CSRconnect
YourCause (by Blackbaud) read as YourCause CSRconnect
YourCause (now Blackbaud) read as YourCause CSRconnect
YourCause by Blackbaud read as YourCause CSRconnect
YourCause from Blackbaud read as YourCause CSRconnect
YourCause/Blackbaud read as YourCause CSRconnect
Unresolved, counted raw
Benevity Corporate Purpose
Brightest
Brightest.io
Charitable
Code Gaia
Flipcause
GiftXchange
GlobalGiving for Business
GoodToday
Indiegogo
JustGiving
Kickstarter
Planning Center
Pulsora
SAP Sustainability Control Tower
ShopRaise
Timecounts
cubemos
Discontinued, still offered
No shut-down product was recommended here.