Index › HR › Onboarding and employee experience › Giving & volunteering › Small business · November 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. 61 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
21%
Contested · Uncommon Giving 18%
21Millie18Uncommon Giving13Selflessly48others
21% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Millie (21%) replaces Selflessly (43% then, 13% now), 8 points clear, inside the 13-point floor.Millie leads at 21%, replacing Selflessly, which led at 43% and stands at 13% now: 8 points clear, inside the floor, so the swap reads as unsettled. The verdict moved from clear leader to 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.
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.This pageMid-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.Standing →Enterprise
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.Standing →EnterpriseBenevity 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Millie21%7%44accepted challenger▲+4Since October 2026: 17% → 21%, +4 points. Inside the 13-point floor: within noise.17% → 21%
02Uncommon Giving18%10%39accepted challenger▲+11Since October 2026: 7% → 18%, +11 points. Inside the 13-point floor: within noise.7% → 18%
Uncommon Giving18%10%39accepted challenger▲+11Since October 2026: 7% → 18%, +11 points. Inside the 13-point floor: within noise.7% → 18%03
Selflessly13%0%29accepted challenger▼−30Since October 2026: 43% → 13%, −30 points. Past the 13-point floor: movement.43% → 13%
Selflessly13%0%29accepted challenger▼−30Since October 2026: 43% → 13%, −30 points. Past the 13-point floor: movement.43% → 13%04
Submittable8%17%12accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 13-point floor: within noise.4% → 8%
Submittable8%17%12accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 13-point floor: within noise.4% → 8%05
Groundswell5%11%27accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 13-point floor: within noise.2% → 5%
Groundswell5%11%27accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 13-point floor: within noise.2% → 5%06
Percent Pledge3%0%22accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 13-point floor: within noise.0% → 3%
Percent Pledge3%0%22accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 13-point floor: within noise.0% → 3%07Field Day3%6%18accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 13-point floor: within noise.0% → 3%
08
POINT2%8%12accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 13-point floor: within noise.6% → 2%
POINT2%8%12accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 13-point floor: within noise.6% → 2%09YourCause CSRconnect2%77%31criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Show the two products at 0%, ordered by negative rate
11Benevity Enterprise Impact Platform0%86%56criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Benevity Enterprise Impact Platform0%86%56criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10Deed0%31%13criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
M01
0203040506F07
08Y09
D10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Millie21%
02Uncommon Giving18%
Uncommon Giving18%03Selflessly13%
Selflessly13%04Submittable8%
Submittable8%05Groundswell5%
Groundswell5%06Percent Pledge3%
Percent Pledge3%07Field Day3%
08POINT2%
POINT2%09YourCause CSRconnect2%
10Deed0%
11Benevity Enterprise Impact Platform0%
Benevity Enterprise Impact Platform0%What they warned about
Two 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 4.20, Mistral Small, DeepSeek V4 Flash, 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 Platform86%
48 of 56 labels negative · 14 of 14 models · 19 hard negative
“Benevity is the market leader for CSR ... widely criticized by small businesses and nonprofits for being bureaucratic and difficult to use.” GLM 4.7 FlashX, negative prompt
YourCause CSRconnect
77%
24 of 31 labels negative · 11 of 14 models · 11 hard negative
“The same enterprise fit issues are highlighted for YourCause from Blackbaud. It is grouped with Benevity as an enterprise suite” Muse Glimmer 30B, negative prompt
Deed
31%
4 of 13 labels negative · 4 of 14 models
“Trade-off: pricing is enterprise-oriented; best value appears at larger headcount.” Muse Glimmer 30B, comparative prompt
Uncommon Giving10%
4 of 39 labels negative · 4 of 14 models
“Other notable mentions like Uncommon Giving or Field Day tend to start higher ($5k+/year) and are better for mid-sized companies.” Grok 4.20, budget 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
78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1032 links across 185 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 Giving51 answers · 119 citations · 13 models
vendor site · G238 answers · 73 citations · 13 models
35 answers · 72 citations · 9 models
vendor site · Benevity30 answers · 53 citations · 13 models
27 answers · 46 citations · 10 models
vendor site · momoGood26 answers · 30 citations · 12 models
25 answers · 34 citations · 10 models
22 answers · 44 citations · 8 models
vendor site · Guideflow19 answers · 24 citations · 10 models
vendor site · Groundswell18 answers · 28 citations · 10 models
17 answers · 24 citations · 9 models
15 answers · 18 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.
23 answers · 11 models
22 answers · 8 models
18 answers · 9 models
18 answers · 10 models
18 answers · 11 models
15 answers · 8 models
13 answers · 10 models
13 answers · 7 models
13 answers · 8 models
13 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Millie | 21% | 74,000 | 54,739 | |||||
| Uncommon Giving uncommongiving.com | 18% | 99 | 390 | 64 | 1,272 | |||
| Selflessly selflessly.io | 13% | 50 | 49,500 | 64 | 15,099 | |||
| Submittable submittable.com | 8% | 49 | 60,500 | 1,201 | 163,276 | $162 | 33 | |
| Groundswell groundswell.io | 5% | 87 | 18,100 | 621 | 8,557 | 9 | 1 | |
| EcoVadis ecovadis.com | 5% | 13 | 6,600 | 156 | 15,984 | 56 | ||
| Percent Pledge percentpledge.com | 3% | 46 | 210 | 56 | 5,652 | |||
| Field Day fieldday.com | 3% | 44 | ||||||
| Givebutter givebutter.com | 3% | 2 | ||||||
| POINT pointapp.org | 2% | 27 | 110,000 | 1,649,805 | 45,011 |
Google's top ten for the three searches hold 20 sites; 2 of them are among the sites the models cited here (g2.com, groundswell.io). 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 4.5Uncommon GivingGoodworld, SubmittableChangedUncommon GivingMillieno first choiceagainst: Benevity Enterprise Impact Platform, Goodstack, PercentPledge
Three alternatives
Deed, Millie, WeSpireOne alternative
YourCause CSR ConnectThree alternatives
Groundswell, Millie, SelflesslyFour alternatives
Deed, Percent Pledge, Selflessly, Uncommon GivingGPT-5.4 miniGroundswellYourCause CSRconnectChangedagainst: Salesforce Net Zero CloudGroundswellagainst: Bonterra Deed, YourCause CSRconnectGivebutteragainst: Benevity Enterprise Impact Platform, Bonterra, Deedno first choiceagainst: Benevity Enterprise Impact Platform, Continue to Give, GivingWay, SignUpGenius
Four alternatives
Benevity Enterprise Impact Platform, Deed, Millie, YourCause CSRconnectOne alternative
EcoVadisThree alternatives
Benevity Enterprise Impact Platform, Chezuba, SelflesslyOne alternative
CharityvestGemini 3.5 FlashMillieagainst: Benevity Enterprise Impact Platform, Blackbaud YourCause, Bonterra, CyberGrantsSelflesslyChangedagainst: Benevity Enterprise Impact PlatformGroundswell, Millie, Selflesslyagainst: Benevity Enterprise Impact Platform, Blackbaud YourCauseMillie, Selflesslyagainst: Benevity Enterprise Impact Platform, CyberGrants, YourCause CSRconnectGroundswell, Millieagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectagainst: Achievers, Awardco, Benevity Enterprise Impact Platform, Bonterra, CyberGrants, Fluxx, Motivosity, Workhuman, YourCause CSRconnect
Four alternatives
Alaya, Groundswell, Selflessly, Uncommon GivingFive alternatives
EcoVadis, Greenly, Groundswell, Millie, PledgeFour alternatives
Bright Funds, Goodera, POINT, WeHeroTwo alternatives
Groundswell, POINTThree alternatives
Field Day, Percent Pledge, SelflesslyPerplexity SonarUncommon Givingagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectSelflesslyChangedagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectSelflesslyagainst: Benevity Enterprise Impact Platform, Bonterra Deed, POINT, YourCause CSRconnectGroundswellagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectno first choiceagainst: Alaya, Benevity Enterprise Impact Platform, Blackbaud YourCause, Bonterra Deed, Goodera, Optimy
Two alternatives
Groundswell, SelflesslyThree alternatives
EcoVadis, Groundswell, MillieSix alternatives
Goodera, Groundswell, Millie, OnHand, Percent Pledge, Uncommon GivingThree alternatives
Double the Donation, Percent Pledge, SelflesslyGrok 4.20Millieagainst: Benevity Enterprise Impact Platform, Bonterra CyberGrants, YourCause CSRconnectSubmittableChangedagainst: Benevity Enterprise Impact PlatformMillie, Uncommon Givingagainst: Benevity Enterprise Impact Platform, Blackbaud, Goodera, YourCause CSRconnectSelflesslyagainst: Benevity Enterprise Impact Platform, Field Day, Uncommon Giving, YourCause CSRconnectUncommon Givingagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectagainst: Benevity Enterprise Impact Platform, United Way, YourCause CSRconnect
Three alternatives
Percent Pledge, Selflessly, Uncommon GivingOne alternative
Percent PledgeThree alternatives
Deed, Field Day, GroundswellFour alternatives
Double the Donation, Millie, POINT, Vome VolunteerFour alternatives
Double the Donation, GivePulse, Goodera, MillieMistral SmallField Day, Uncommon Givingagainst: Benevity Enterprise Impact PlatformSubmittableChangedField Day, Percent Pledge, Uncommon Givingagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectUncommon Givingno first choiceagainst: Benevity Enterprise Impact Platform
Three alternatives
EcoVadis, Millie, Percent PledgeTwo alternatives
Millie, OnHandTwo alternatives
Double the Donation, POINTDeepSeek V4 FlashMillieagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectB Impact Assessment, EcoVadisChangedagainst: SubmittableMillieagainst: Benevity Enterprise Impact Platform, Blackbaud YourCause, CyberGrants, DeedMillieagainst: Benevity Enterprise Impact Platform, Blackbaud, CyberGrants, YourCause CSRconnectMillie, Selflesslyagainst: Benevity Enterprise Impact Platform, Blackbaud, Bonterra, YourCause CSRconnectagainst: Benevity Enterprise Impact Platform, Chezuba, Millie, SignUpGenius for volunteering, United Way's Workplace Giving platform, VolunteerHub, YourCause CSRconnect, YourVolunteers.com
Three alternatives
Groundswell, Percent Pledge, Uncommon GivingTwo alternatives
Groundswell, Uncommon GivingTwo alternatives
Groundswell, POINTTwo alternatives
Groundswell, Uncommon GivingLlama 4 Maverickno first choiceno first choiceHeldno first choicePercent Pledgeno first choiceagainst: Benevity Enterprise Impact Platform, YourCause CSRconnect
Two alternatives
Groundswell, Uncommon GivingQwen 3.7 FlashGivebutteragainst: Social GoodSubmittableChangedGlobalGivingagainst: Benevity Enterprise Impact PlatformGlobalGiving, VolunteerMatchagainst: Benevity Enterprise Impact PlatformMillie, Uncommon Givingagainst: Guusto, Perkbox
Two alternatives
Double the Donation, VolunteerHubTwo alternatives
Deed, MetrioFour alternatives
Catchafire, Microsoft Volunteering, Tiltify, VolunteerMatchFour alternatives
Calendly, Google Forms, Kiva Match, PayPalOne alternative
Double the DonationKimi K2Millie, Uncommon Givingagainst: Benevity Enterprise Impact Platform, SubmittableEcoVadis, MillieChangedMillieagainst: Benevity Enterprise Impact PlatformMillieagainst: Benevity Enterprise Impact Platform, Uncommon GivingMillieagainst: Benevity Enterprise Impact Platform, Bright Funds, CyberGrantsagainst: Benevity Enterprise Impact Platform, CyberGrants, United Way Workplace Campaigns, YourCause CSRconnect
One alternative
Percent PledgeTwo alternatives
Percent Pledge, SubmittableFour alternatives
Chezuba, POINT, Selflessly, Uncommon GivingThree alternatives
Bright Funds, Field Day, GroundswellThree alternatives
Deed, Submittable, YourCause CSRconnectGLM 4.7 FlashXGivful, GivingTraxagainst: Uncommon GivingEcoVadisChangedMillieagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectPOINTUncommon Givingagainst: Benevity Enterprise Impact Platform, Bonusly, Galaxy Digital
Two alternatives
Better Impact — Volunteer Link, YourCause CSR ConnectTwo alternatives
Multiplye, SupplierGatewayThree alternatives
Field Day, Givful, Uncommon GivingThree alternatives
Field Day, Payroll Giving Direct, SelflesslyTwo alternatives
Field Day, SelflesslyMiniMax M2.5Percent Pledge, Uncommon Givingagainst: Benevity Enterprise Impact Platform, Bonterra Deed, YourCause CSRconnectSubmittableChangedagainst: Benevity Enterprise Impact PlatformMillie, Percent Pledgeagainst: Benevity Enterprise Impact PlatformField Dayagainst: Benevity Enterprise Impact Platform, Goodera, YourCause CSRconnectDonationXchange, Uncommon Giving, momoGoodagainst: Benevity Enterprise Impact Platform
One alternative
MillieTwo alternatives
Percent Pledge, YourCause CSRconnectThree alternatives
Field Day, Goodera, Uncommon GivingThree alternatives
GiveWheel, Millie, Uncommon GivingGPT-6 LunaSelflesslySelflesslyHeldSelflesslyagainst: GroundswellSelflesslyagainst: Groundswell, Millieno first choiceagainst: Benevity Enterprise Impact Platform, Deed, Groundswell, Millie
Two alternatives
Millie, Uncommon GivingOne alternative
MillieThree alternatives
Deed, Millie, Percent PledgeMuse Glimmer 30BUncommon Givingagainst: Benevity Enterprise Impact PlatformSedexChangedPOINT, Percent Pledge, Selflesslyagainst: Benevity Enterprise Impact Platform, DeedKindLinkagainst: Benevity Enterprise Impact Platform, Uncommon Givingno first choiceagainst: Benevity Enterprise Impact Platform, YourCause CSRconnect
Two alternatives
Field Day, GooderaOne alternative
EcoVadisOne alternative
Uncommon GivingThree alternatives
Double the Donation, GivePulse, POINTBold 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 11:21 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:48 | yes | 4 | 6 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 11:27 | yes | 12 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:46 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 15 | 31 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:39 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:01 | yes | 23 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:04 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:47 | no | 0 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:47 | yes | 18 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:05 | yes | 22 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:24 | yes | 23 | 59 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:40 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:02 | yes | 14 | 13 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:04 | yes | 17 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:08 | yes | 3 | 4 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 10:01 | yes | 7 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:35 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:03 | yes | 9 | 46 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:21 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:01 | yes | 23 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:27 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:33 | yes | 20 | 113 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:56 | yes | 19 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:02 | yes | 25 | 80 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:26 | yes | 9 | 26 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:34 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:41 | yes | 22 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:28 | yes | 14 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:26 | yes | 5 | 7 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 12:11 | yes | 6 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:31 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 13 | 34 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:03 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:49 | yes | 24 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:22 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:25 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:45 | yes | 24 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:33 | yes | 23 | 201 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:52 | yes | 25 | 34 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:38 | yes | 5 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:58 | yes | 25 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:05 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:44 | yes | 4 | 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 09:54 | yes | 16 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:53 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 21 | 39 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:14 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:37 | yes | 25 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:56 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:08 | no | 0 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:51 | yes | 19 | 43 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:55 | yes | 24 | 32 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:39 | yes | 25 | 31 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:00 | yes | 2 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:04 | yes | 23 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:59 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:52 | no | 0 | 6 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 09:07 | yes | 11 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:58 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 10 | 32 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:24 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:43 | yes | 22 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:13 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:25 | yes | 10 | 44 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:10 | yes | 24 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:21 | yes | 14 | 39 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:59 | yes | 5 | 28 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:38 | yes | 2 | 11 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:50 | yes | 16 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:32 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:10 | yes | 4 | 5 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 08:53 | yes | 13 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:22 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 14 | 30 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:40 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:06 | yes | 23 | 48 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:52 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:13 | yes | 5 | 24 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:17 | yes | 24 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:55 | yes | 24 | 29 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:12 | yes | 25 | 55 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:55 | yes | 6 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:15 | yes | 15 | 22 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Benevity read as Benevity Enterprise Impact Platform
YourCause read as YourCause CSRconnect
YourCause (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
YourCause by Blackbaud read as YourCause CSRconnect
YourCause from Blackbaud read as YourCause CSRconnect
Unresolved, counted raw
Better Impact — Volunteer Link
CSRconnect
Charityvest
Civic Champs
Continue to Give
Doit Day
DonationXchange
DonorDesk
Fidelity Charitable's Giving Account
Fluxx
Futureproof
GiveWheel
GivingTrax
GivingWay
Google Form / Microsoft Form
Greenly
Kiva Match
Metrio
Microsoft Volunteering (Free)
Multiplye
Neighbourly
Novisto
POINT for Work
Payroll Giving Direct
Percent
Philanthropy Cloud
Pledgeling
Salesforce Net Zero Cloud
Sedex
SignUpGenius for volunteering
Social Good (by Salesforce)
SupplierGateway
Tiltify
United Way Workplace Campaigns
United Way's Workplace Giving platform
Vome Volunteer
YourVolunteers.com
Zeffy
Discontinued, still offered
No shut-down product was recommended here.