Index › HR › Onboarding and employee experience › Giving & volunteering › Enterprise · November 2026 Edition
Employee giving and volunteering for enterprise buyers
Asked as “employee giving and volunteering platform”, and as “corporate social responsibility platform”, on behalf of an enterprise B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
70%
Clear leader
70Benevity Enterprise Impact Platform15Uncommon Giving06Groundswell09others
70% of first choices, clear leader.
Since October 2026▲+1Since October 2026: 69% → 70%, +1 point. Inside the 13-point floor: within noise.Benevity Enterprise Impact Platform held the lead, +1 point on 69%, inside the 13-point floor.
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.Standing →Enterprise
Benevity Enterprise Impact Platform70%Clear leader▲+1Since October 2026: 69% → 70%, +1 point. Inside the 13-point floor: within noise.This page
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.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Benevity Enterprise Impact Platform70%27%75criticized default▲+1Since October 2026: 69% → 70%, +1 point. Inside the 13-point floor: within noise.69% → 70%
Benevity Enterprise Impact Platform70%27%75criticized default▲+1Since October 2026: 69% → 70%, +1 point. Inside the 13-point floor: within noise.69% → 70%02Uncommon Giving15%17%18accepted challenger▲+3Since October 2026: 12% → 15%, +3 points. Inside the 13-point floor: within noise.12% → 15%
Uncommon Giving15%17%18accepted challenger▲+3Since October 2026: 12% → 15%, +3 points. Inside the 13-point floor: within noise.12% → 15%03
Groundswell6%6%35accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise.4% → 6%
Groundswell6%6%35accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise.4% → 6%04YourCause CSRconnect4%18%60accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 13-point floor: within noise.8% → 4%
05Deed2%9%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Show the five products at 0%, ordered by negative rate
10CyberGrants0%58%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
06
Bonterra0%20%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Bonterra0%20%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09Millie0%20%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
08
Goodera0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Goodera0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%07
Submittable0%12%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Submittable0%12%17accepted 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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
One product takes 70% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Two products carry a negative rate above 25% in this category.
What they warned about
Twelve of fourteen models held their first choice under the paraphrase. Mistral Small and Llama 4 Maverick 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 Platform27%
20 of 75 labels negative · 12 of 14 models · 2 hard negative
“Benevity - Significant Concerns ... complaints about delayed disbursements, with funds sitting in their accounts for months without being distributed” Claude Haiku 4.5, negative prompt
YourCause CSRconnect
18%
11 of 60 labels negative · 7 of 14 models
“Benevity and YourCause are "enterprise workplace giving platforms... both do it well at that scale." ... "the other five quote on request"” Muse Glimmer 30B, budget prompt
CyberGrants
58%
7 of 12 labels negative · 6 of 14 models
“the three best known legacy CSR suites - Benevity, YourCause from Blackbaud and CyberGrants - are often evaluated on features and list price, while the total cost of ownership is less transparent” Muse Glimmer 30B, negative prompt
Bonterra20%
4 of 20 labels negative · 4 of 14 models
“Bonterra's CSR products—especially if the proposal combines CyberGrants with other Bonterra products... product-clarity and continuity diligence issue” GPT-6 Luna, 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
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. 1042 links across 203 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 · Benevity63 answers · 155 citations · 14 models
vendor site · G249 answers · 102 citations · 14 models
vendor site · Uncommon Giving45 answers · 90 citations · 13 models
vendor site · momoGood30 answers · 39 citations · 11 models
vendor site · Groundswell26 answers · 45 citations · 11 models
vendor site · Guideflow25 answers · 38 citations · 10 models
24 answers · 34 citations · 13 models
vendor site · YourCause23 answers · 36 citations · 11 models
20 answers · 29 citations · 9 models
vendor site · Optimy19 answers · 19 citations · 10 models
vendor site · Goodera18 answers · 24 citations · 11 models
15 answers · 17 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.
24 answers · 12 models
23 answers · 10 models
22 answers · 10 models
19 answers · 10 models
16 answers · 8 models
16 answers · 8 models
15 answers · 10 models
14 answers · 8 models
13 answers · 6 models
13 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 | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Benevity Enterprise Impact Platform benevity.com | 70% | 186 | 0 | 20,297 | 11 | |||
| Uncommon Giving uncommongiving.com | 15% | 99 | 390 | 64 | 1,272 | |||
| Groundswell groundswell.io | 6% | 87 | 18,100 | 621 | 8,557 | 9 | 1 | |
| YourCause CSRconnect yourcause.com | 4% | 126 | 6,859 | 37 | 3 | |||
| Deed joindeed.com | 2% | 31 | 33,100 | 68,376 | ||||
| BrightCause | 2% | |||||||
| Bonterra bonterratech.com Bonterra 0%, Bonterra CyberGrants 0%, Bonterra Deed 0%, Bonterra CSR 0% | 0% | 29 | 9,900 | 706 | 79,840 | $239 | 120 | |
| Submittable submittable.com | 0% | 49 | 60,500 | 1,201 | 163,276 | $162 | 33 | |
| Goodera goodera.com | 0% | 40 | 1,300 | 15 | 12,909 | 4 | 7 | |
| Millie | 0% | 74,000 | 54,739 |
Google's top ten for the three searches hold 20 sites; 4 of them are among the sites the models cited here (g2.com, goodera.com, groundswell.io, yourcause.com). The first result for “best employee giving and volunteering platform” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best employee giving and volunteering platform for an enterprise B2B company?”Paraphrase“Which corporate social responsibility platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade employee giving and volunteering platforms and how do they differ?”Budget-constrained“What is the best employee giving and volunteering platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an employee giving and volunteering platform. What should we look at?”Negative“Which employee giving and volunteering platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Benevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact PlatformBenevity Enterprise Impact Platformno first choiceagainst: Benevity Enterprise Impact Platform
Four alternatives
Deed, Groundswell, Uncommon Giving, YourCause CSRconnectTwo alternatives
Bonterra, YourCause CSRconnectThree alternatives
Groundswell, Uncommon Giving, YourCause CSRconnectOne alternative
YourCause CSRconnectGPT-5.4 miniBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact Platformagainst: MillieBenevity Enterprise Impact Platformno first choiceagainst: Goodstack, PercentPledge, YourCause CSRconnect
Four alternatives
Bonterra Deed, Bright Funds, Groundswell, YourCause CSRconnectTwo alternatives
Groundswell, YourCause CSRconnectEight alternatives
Bonterra Deed, CyberGrants, Goodera, Goodstack, Groundswell, OnHand, Optimy, YourCause CSRconnectOne alternative
YourCause CSRconnectGemini 3.5 FlashBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact PlatformDeedagainst: Benevity Enterprise Impact Platformno first choiceagainst: Benevity Enterprise Impact Platform, Bonterra, CyberGrantsagainst: Blackbaud YourCause, Classy, CyberGrants, Givelify, GoFundMe, Mightycause, POINT, Submittable
Four alternatives
Deed, Goodera, Groundswell, YourCause CSRconnectThree alternatives
Bonterra, Deed, YourCause CSRconnectFour alternatives
Bonterra CSR, Goodera, Groundswell, YourCause CSRconnectTwo alternatives
Groundswell, YourCause CSRconnectPerplexity SonarBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact Platformagainst: MillieUncommon Givingno first choiceagainst: Bonterra, Goodera, Groundswell, Millie, OnHand, Percent Pledge, Submittable
Five alternatives
Bonterra, Deed, Goodera, Groundswell, YourCause CSRconnectThree alternatives
Bonterra, Goodera, YourCause CSRconnectEight alternatives
Bonterra Deed, Goodera, Goodstack, Groundswell, OnHand, Optimy, Submittable, YourCause CSRconnectOne alternative
Benevity Enterprise Impact PlatformGrok 4.20Benevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact PlatformGroundswellagainst: Benevity Enterprise Impact Platform, Uncommon Givingno first choiceagainst: Benevity Enterprise Impact Platform, Blackbaud
Three alternatives
Bonterra CyberGrants, Millie, YourCause CSRconnectTwo alternatives
Millie, YourCause CSRconnectSix alternatives
Blackbaud, Bonterra, Salesforce Volunteerforce, StratusLIVE, Uncommon Giving, YourCause CSRconnectOne alternative
YourCause CSRconnectMistral SmallBenevity Enterprise Impact Platform, YourCause CSRconnectno first choiceChangedBenevity Enterprise Impact Platform, YourCause CSRconnectBenevity Enterprise Impact Platformagainst: Optimy, Uncommon Givingno first choiceagainst: Benevity Enterprise Impact Platform, YourCause CSRconnect
Two alternatives
Bonterra, Field DayFour alternatives
Chezuba, Double the Donation, Groundswell, MillieDeepSeek V4 FlashBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldagainst: GroundswellBenevity Enterprise Impact Platformagainst: Bonterra EveryAction, MillieUncommon Givingagainst: Abundantly, YourCause CSRconnectBenevity Enterprise Impact Platformagainst: Benevity Enterprise Impact Platform, YourCause CSRconnect
Three alternatives
Bonterra, Groundswell, YourCause CSRconnectTwo alternatives
Submittable, YourCause CSRconnectFour alternatives
Bonterra CyberGrants, Field Day, Groundswell, YourCause CSRconnectOne alternative
Benevity Enterprise Impact PlatformThree alternatives
CyberGrants, Groundswell, YourCause CSRconnectLlama 4 MaverickYourCause CSRconnectBenevity Enterprise Impact PlatformChangedBenevity Enterprise Impact PlatformBenevity Enterprise Impact Platformno first choiceagainst: Benevity Enterprise Impact Platform
Four alternatives
Benevity Enterprise Impact Platform, Deed Engage, Good2Give, MillieQwen 3.7 FlashBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact PlatformUncommon Givingagainst: Benevity Enterprise Impact PlatformBrightCause, Groundswellagainst: America's Charities, Benevity Enterprise Impact Platform, Charity Villageagainst: Benevity Enterprise Impact Platform, Bonterra, CyberGrants, YourCause CSRconnect
Three alternatives
Deed, Millie, YourCause CSRconnectThree alternatives
Millie, Submittable, YourCause CSRconnectThree alternatives
Groundswell, Millie, YourCause CSRconnectKimi K2Benevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact PlatformGroundswellagainst: Benevity Enterprise Impact Platform, CyberGrants, Deed, YourCause CSRconnectBenevity Enterprise Impact Platformagainst: Benevity Enterprise Impact Platform, YourCause CSRconnect
Two alternatives
Bonterra CyberGrants, YourCause CSRconnectTwo alternatives
Bonterra, SubmittableSix alternatives
Bonterra, Goodera, Groundswell, Millie, Salesforce Philanthropy Cloud, YourCause CSRconnectThree alternatives
Groundswell, Millie, YourCause CSRconnectGLM 4.7 FlashXBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldDonorBoxUncommon Givingagainst: Benevity Enterprise Impact Platform, Field Dayno first choicenothing named
Three alternatives
Bonterra, Groundswell, YourCause CSRconnectTwo alternatives
Submittable, YourCause CSRconnectSeven alternatives
Bonusly, Classy, Cvent, GiveGab, One, Volgistics, WorkhumanOne alternative
GroundswellMiniMax M2.5Benevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact Platform, BonterraUncommon Givingagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectBenevity Enterprise Impact Platformagainst: GiveGab, Teleskopeagainst: Benevity Enterprise Impact Platform, CyberGrants, Espresa, YourCause CSRconnect
Three alternatives
Bonterra, Uncommon Giving, YourCause CSRconnectThree alternatives
Optimy Grant Management, Percent Pledge, SubmittableEight alternatives
Chezuba, Double the Donation, Field Day, Goodera, Groundswell, Submittable, YourCause CSRconnect, momoGoodTwo alternatives
Uncommon Giving, YourCause CSRconnectGPT-6 LunaBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact Platform, Bonterra, Submittable, YourCause CSRconnectUncommon Givingagainst: Benevity Enterprise Impact Platformno first choiceagainst: Alaya, Benevity Enterprise Impact Platform, Bonterra, CyberGrants, Kambeo
Three alternatives
Goodera, Submittable, YourCause CSRconnectTwo alternatives
Goodera, YourCause CSRconnectOne alternative
GooderaOne alternative
SelflesslyMuse Glimmer 30BBenevity Enterprise Impact PlatformBenevity Enterprise Impact PlatformHeldBenevity Enterprise Impact PlatformUncommon Givingagainst: Benevity Enterprise Impact Platform, YourCause CSRconnectno first choiceagainst: Benevity Enterprise Impact Platform, Chezuba, CyberGrants, Goodera, OnHand, POINT, Uncommon Giving, YourCause CSRconnect
One alternative
YourCause CSRconnectTwo alternatives
Submittable, YourCause CSRconnectFour alternatives
Bonterra | CyberGrants, Bonterra | Deed, Salesforce Philanthropy Cloud, YourCause CSRconnectOne alternative
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.
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 10:27 | yes | 15 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:42 | yes | 1 | 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 10:46 | yes | 12 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:42 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 10 | 35 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:40 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:18 | yes | 22 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:49 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:52 | yes | 20 | 47 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:41 | yes | 19 | 48 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:54 | yes | 23 | 43 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:55 | yes | 10 | 34 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:40 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:27 | yes | 14 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:25 | yes | 19 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:27 | 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 12:21 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:46 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 10 | 26 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:42 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:07 | yes | 24 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:05 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:48 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:08 | yes | 15 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:14 | yes | 24 | 217 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:05 | yes | 5 | 22 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:05 | yes | 4 | 8 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:17 | yes | 10 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:58 | yes | 17 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:42 | yes | 8 | 11 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 11:42 | yes | 13 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:46 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 8 | 35 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:58 | yes | 14 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:23 | yes | 24 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:15 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:41 | yes | 14 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:56 | yes | 22 | 46 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:26 | no | 0 | 57 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:36 | yes | 14 | 85 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:43 | yes | 5 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:01 | yes | 15 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:48 | yes | 20 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:04 | yes | 2 | 6 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 08:46 | yes | 13 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:27 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 23 | 37 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:47 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:08 | yes | 18 | 22 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 09:19 | yes | 15 | 40 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:30 | yes | 20 | 37 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:14 | yes | 23 | 21 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:02 | yes | 14 | 46 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:41 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:40 | yes | 14 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:40 | yes | 29 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:45 | yes | 0 | 7 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 09:19 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:31 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 15 | 38 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:50 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:34 | yes | 22 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:06 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:46 | yes | 5 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:30 | yes | 24 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:51 | yes | 22 | 36 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:29 | yes | 10 | 29 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:30 | yes | 3 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:41 | yes | 14 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:24 | yes | 35 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:59 | yes | 4 | 6 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 09:46 | yes | 11 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:49 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 20 | 38 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:09 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:32 | yes | 24 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:56 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:00 | yes | 24 | 71 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:48 | yes | 25 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:58 | yes | 13 | 130 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:49 | yes | 20 | 40 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:58 | yes | 5 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:00 | yes | 24 | 32 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) read as YourCause CSRconnect
YourCause (from 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
Bonterra CSR (CyberGrants + Deed)
Bonterra EveryAction
Bonterra | CyberGrants
Bonterra | Deed
Bonterra’s Deed/CyberGrants
BrightCause
Charity Village
Givelify
GoodUnited
Goodnesshub
Kambeo
One (by Salesforce)
Optimy Grant Management
Salesforce Volunteerforce
Twelve
Workday Volunteer
Discontinued, still offered
No shut-down product was recommended here.