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HR AI Index
Index › Products › OnHand · October 2026 Edition
1 category · Ranked

OnHand

23Judge labels
1First choices
4Negative 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
2% in Giving & volunteering for small business buyers
Rank 24 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 OnHand 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%24 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 OnHand 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 OnHand 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 Flash01001
Perplexity Sonar00101
Grok 4.1 Fast01102
Mistral Small00000
DeepSeek V4 Flash01001
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K201001
GLM 4.7 FlashX01001
MiniMax M2.501102
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
Direct6 labelsNone
Paraphrase4 labelsNone
Comparative5 labelsNone
Budget-constrained1 label1
Scale-constrained2 labelsNone
Negative5 labelsNone
First choiceAlternativeMentionNegative23 labels in all, every segment counted; 1 of the 1 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: Mid-market companies needing governed volunteering workflows with impact analytics” Kimi K2 · Giving & volunteering · direct prompt · alternative
“3. OnHand ⭐ *Best for Sustainability Focus*” GLM 4.7 FlashX · Giving & volunteering · paraphrase prompt · alternative
“onHand (Best for Sustainability & Eco-Actions)” Gemini 3.5 Flash · Giving & volunteering · paraphrase prompt · alternative
“Best for employee engagement/gamification” DeepSeek V4 Flash · Giving & volunteering · direct 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 OnHand, over the 23 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and OnHand was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Benevity Enterprise Impact Platform16 of 232Not among the top eight
Millie14 of 238Not among the top eight
Selflessly14 of 233Not among the top eight
Uncommon Giving12 of 233Not among the top eight
Goodera9 of 230Not among the top eight
POINT8 of 230Not among the top eight
Chezuba7 of 230Not among the top eight
Percent Pledge7 of 230Not among the top eight
YourCause7 of 230Not among the top eight
Double the Donation5 of 230Not 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 OnHand. 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 23 of the 23 answers that named OnHand and are not a share of its labels.

Domains cited

g2.com18
uncommongiving.com18
bonterratech.com14
stratuslive.com14
yourcause.com14
guideflow.com13
goodera.com9
momogood.com9
worldmetrics.org9
zipdo.co9

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

Pages cited

Pages are listed as the models cited them.

Search and answers

Where OnHand 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
3,600 a month (“onhand”)
AI search demand for its name, est.
54 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 24 of 70 in giving & volunteering
Segment leader
22%
Millie
First choices
1 across its categories
Named in
23 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.

Names read as OnHand

What the judge wrote, as written, with how often. The vendor table decides that these count as OnHand; a claim can dispute any of them.
onHand 7

Follow OnHand

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 OnHand'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 OnHand, 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 OnHand by email, built from the raw record of the edition. It shows:

  • where OnHand 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 OnHand, 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.