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Index › GTM › Products › TapMango · November 2026 Edition

Loyalty, advocacy and referrals · Named, not ranked

TapMango

tapmango.com ↗

–Too few to rank

4/14Models named it

0First choices

1Warnings

November 2026 Edition · all company sizes counted.

Ranked inLoyalty, advocacy and referrals #104 mid-market

What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. TapMango has 1.

Why models recommend it

No positive label carried a quote.

What gives them pause

No model argued against it.

Also on the shortlist

The products named in the same answers as TapMango, over the 4 answers that named it, and how often each was the first choice instead.

Product	Named together	Picked instead
Smile.io	4	3	View →
ReferralCandy	4	0	View →
Yotpo Loyalty & Referrals	3	2	View →
Birdeye	3	0	View →
Buyapowa	2	1	View →
Extole	2	0	View →
Fivestars	2	0	View →
Friendbuy	2	0	View →
LoyaltyLion	2	0	View →
Open Loyalty	2	0	View →

A side-by-side page exists where both products are among a category's top eight.

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named TapMango came back with. A fact about retrieval, not a cause of the answer.

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. These counts come from 4 of the 4 answers that named TapMango and are not a share of its labels.

Domains cited

softwareadvice.com3

99minds.io2

capterra.com2

smallbiztrends.com2

verifiedmarketresearch.com2

6sense.com1

axiobench.com1

blog.hootsuite.com1

bonloyalty.com1

connectpos.com1

Sixteen of the sixteen domain citations in answers naming TapMango came from a third party's page.

Pages cited

99minds.io/blog/referral-marketing-software2

capterra.com/customer-advocacy-software2

verifiedmarketresearch.com/blog/top-small-business-loyalty-program-software2

6sense.com/tech/referral-marketing1

axiobench.com/best/customer-advocacy-software1

blog.hootsuite.com/employee-advocacy-tools1

bonloyalty.com/blog/loyalty-programs-for-small-business1

capterra.com/advocacy-software1

Pages are listed as the models cited them.

By model

How each model answered on TapMango across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

Model	Mention	Labels
Claude Haiku 4.5	0	0
GPT-5.4 mini	0	0
Gemini 3.5 Flash	0	0
Perplexity Sonar	0	0
Grok 4.20	0	0
Mistral Small	0	0
DeepSeek V4 Flash	0	0
Llama 4 Maverick	0	0
Qwen 3.7 Flash	0	0
Kimi K2	0	0
GLM 4.7 FlashX	0	0
MiniMax M2.5	0	0
GPT-6 Luna	0	0
Muse Glimmer 30B	1	1