GTM AI Index
Index Vendors › NiceJob · September 2026 Edition
3 categories · Ranked

NiceJob

73Judge labels
10First choices
6Negative labels
12 of 12Models named it
3Categories
September 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-09-16.3, every buyer segment counted.
Best standing
18% in Reviews for small business buyers
Rank 9 of 103 in the mid-market standingaccepted challenger
0 of 12 models made it the first choice on the direct prompt; 0% of its 21 labels there were negative.
By buyer segmentStrongest at small business.
In reviews · 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 NiceJob 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 rateLabelsQuadrant
Review and reputation managementMarketing2%9 of 1030%21accepted challenger
Loyalty, advocacy and referralsMarketing0%115 of 124100%1under 10 labels · led by Smile.io at 24%
Retail, proximity and IoT marketingMarketing0%97 of 1310%1under 10 labels · led by Radar at 19%

Movement

This is the first edition on this tier, so no move can be computed for NiceJob yet. The next is due October 1, 2026. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated NiceJob across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.501102
GPT-5.4 mini00000
Gemini 3.5 Flash01001
Perplexity Sonar11002
Grok 4.1 Fast20002
Mistral Small01203
DeepSeek V4 Flash02002
Llama 4 Maverick00112
Qwen 3.7 Flash01102
Kimi K211002
GLM 4.7 FlashX02002
MiniMax M2.501203

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
Direct5 labels2
Paraphrase13 labels4
Comparative25 labels10not counted in share
Budget-constrained10 labels2
Scale-constrained5 labels2
Negative15 labels5not counted in share
First choiceAlternativeMentionNegative73 labels in all, every segment counted; 10 of the 25 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.

“or NiceJob if you want a simple, proven budget-friendly platform for review collection” Perplexity Sonar · Reviews · budget prompt · first choice
“$75/month, no contract, no onboarding fees, month-to-month” Kimi K2 · Reviews · negative prompt · first choice
“Choose based on size (small: NiceJob; enterprise: Birdeye)” Grok 4.1 Fast · Reviews · comparative prompt · first choice
“e.g., NiceJob at $75/mo praised for SMBs” Grok 4.1 Fast · Reviews · negative prompt · first choice

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.

“A bit pricey for small businesses (NiceJob) ... Lack of advanced features compared to more established platforms (NiceJob)” Llama 4 Maverick · Loyalty · negative prompt · soft negative

Named alongside

The products named in the same answers as NiceJob, over the 73 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and NiceJob was named but was not.
ProductSame answerTook the first choice insteadHead to head
Birdeye56 of 7314Not in the top three
Podium53 of 731Not in the top three
BrightLocal29 of 731Not in the top three
Reputation28 of 732Not in the top three
ReviewGrower20 of 734Not in the top three
GatherUp20 of 731Not in the top three
ReviewTrackers19 of 730Not in the top three
Trustpilot19 of 730Not in the top three
Reviewflowz17 of 733Not in the top three
Yotpo13 of 730Not in the top three
A head-to-head page exists where both products are in a category's top three. 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 NiceJob. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 11 of the 73 answers that named NiceJob and are not a share of its labels.

Domains cited

usa.inquirer.net10
appfollow.io8
learn.g2.com8
guideflow.com6
thecmo.com6
almcorp.com5
birdeye.com5
embedsocial.com5
wiserreview.com5
zapier.com5

Sixty-three of the sixty-three domain citations in answers naming NiceJob came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

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 NiceJob'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 NiceJob, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at nicejob.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.