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Index › Products › Chezuba · October 2026 Edition
1 category · Ranked

Chezuba

27Judge labels
0First choices
6Negative labels
10 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
0% in Giving & volunteering for small business buyers
Rank 23 of 70 in the mid-market standing
0 of 14 models made it the first choice on the direct prompt; 0% of its 9 labels there were negative.
By buyer segmentRead the same way at every buyer size.
In giving & volunteering · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Chezuba for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Employee giving and volunteeringOnboarding and employee experience0%23 of 700%9under 10 labels · led by Millie at 22%

Movement

This is the first edition on this tier, so no move can be computed for Chezuba yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Chezuba across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar00000
Grok 4.1 Fast01102
Mistral Small01001
DeepSeek V4 Flash03003
Llama 4 Maverick01001
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX01001
MiniMax M2.500101
GPT-6 Luna00000
Muse Glimmer 30B00000

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct1 labelNone
Paraphrase4 labelsNone
Comparative7 labelsNone
Budget-constrained5 labelsNone
Scale-constrained3 labelsNone
Negative7 labelsNone
First choiceAlternativeMentionNegative27 labels in all, every segment counted; 0 of the 0 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Best for: Companies emphasizing skills-based volunteering and international collaboration.” Mistral Small · Giving & volunteering · comparative prompt · alternative
“Other options include Chezuba, which provides comprehensive real-time impact reports” Llama 4 Maverick · Giving & volunteering · budget prompt · alternative
“Chezuba often appears in comparisons as the "volunteering-first" platform.” GLM 4.7 FlashX · Giving & volunteering · comparative prompt · alternative
“Skills-based/pro-bono volunteer programs: → Chezuba” DeepSeek V4 Flash · Giving & volunteering · comparative prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

No model argued against it.

Named alongside

The products named in the same answers as Chezuba, over the 27 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Chezuba was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Benevity Enterprise Impact Platform21 of 278Not among the top eight
POINT14 of 272Not among the top eight
Selflessly13 of 273Not among the top eight
Uncommon Giving12 of 275Not among the top eight
YourCause11 of 271Not among the top eight
Goodera11 of 270Not among the top eight
Millie10 of 270Not among the top eight
Groundswell9 of 271Not among the top eight
OnHand7 of 270Not among the top eight
Percent Pledge6 of 270Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Chezuba. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 27 of the 27 answers that named Chezuba and are not a share of its labels.

Domains cited

uncommongiving.com23
g2.com21
guideflow.com17
yourcause.com17
bonterratech.com16
worldmetrics.org15
goodera.com12
benevity.com11
gitnux.org11
submittable.com11

No domain is on file for Chezuba, so its own site is not marked.

Pages cited

Pages are listed as the models cited them.

Search and answers

Where Chezuba stands in Google search beside where it stands in the models' answers.
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In search

Google, US estimates
Searches for its name, Google
50 a month (“chezuba”)
AI search demand for its name, est.
0 a month
Its own site
No site of its own on file, so no site figures

In answers

This edition
Share of first choices
0%
rank 23 of 70 in giving & volunteering
Segment leader
22%
Millie
First choices
0 across its categories
Named in
27 answers
Its own site cited
No site on file to match

Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

Follow Chezuba

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Chezuba's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Chezuba, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Chezuba by email, built from the raw record of the edition. It shows:

  • where Chezuba is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name Chezuba, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.
The subscriber app

A verification link goes to your work email; an address at the vendor's own domain is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.