Finance AI Index

Index › Products › Chargeback.io · October 2026 Edition

1 category · Named, not ranked

Chargeback.io

20Judge labels

2First choices

3Negative labels

8 / 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.

Standing

6 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Chargeback.io was named 6 times in Chargeback management, where Chargeflow led with 24%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small business7 of 92

under the label threshold

Mid-market23 of 81

under the label threshold

Enterprise69 of 82

under the label threshold

In chargeback management · 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 Chargeback.io 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.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant	Since September 2026
Chargeback management	Receivables and billing	0%	23 of 81	17%	6	under 10 labels · led by Chargeflow at 24%

Movement

This is the first edition on this tier, so no move can be computed for Chargeback.io 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 Chargeback.io across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	0	0	0
GPT-5.4 mini	0	0	0	0
Gemini 3.5 Flash	0	0	0	0
Perplexity Sonar	0	0	0	0
Grok 4.1 Fast	1	0	0	1
Mistral Small	1	0	0	1
DeepSeek V4 Flash	1	0	0	1
Llama 4 Maverick	0	0	0	0
Qwen 3.7 Flash	0	0	0	0
Kimi K2	0	1	1	2
GLM 4.7 FlashX	0	0	0	0
MiniMax M2.5	0	0	0	0
GPT-6 Luna	0	0	0	0
Muse Glimmer 30B	1	0	0	1

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

Direct3 labelsNone

Paraphrase1 labelNone

Comparative1 labelNone

Budget-constrained10 labels2

Scale-constrained0 labelsNone

Negative5 labelsNone

First choiceAlternativeMentionNegative20 labels in all, every segment counted; 2 of the 2 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.

“Prevention-first alerts | Network alerts (RDR/CDRN/Ethoca), pay-per-alert prevention, representment automation.” Grok 4.1 Fast · Chargeback management · comparative prompt · alternative

“Offers both prevention and management features, with real-time alerts and automated workflows” Mistral Small · Chargeback management · direct prompt · alternative

“a pay-per-alert tool like Chargeback.io is the next cheapest at low volume” Muse Glimmer 30B · Chargeback management · budget prompt · alternative

“Cheapest Alerts in the Industry” DeepSeek V4 Flash · Chargeback management · budget 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.

“chargeback management tools and providers you should be cautious about or avoid ... Trustpilot complaints about misleading pricing” Kimi K2 · Chargeback management · negative prompt · hard negative

Named alongside

The products named in the same answers as Chargeback.io, over the 20 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Chargeback.io was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Chargeflow15 of 207Not among the top eight

Chargebacks91110 of 200Not among the top eight

Kount8 of 200Not among the top eight

Signifyd6 of 200Not among the top eight

Disputifier4 of 202Not among the top eight

Midigator4 of 201Not among the top eight

Justt4 of 200Not among the top eight

Chargeblast3 of 200Not among the top eight

Quavo2 of 202Not among the top eight

ChargeMate2 of 201Not 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 Chargeback.io. 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 20 of the 20 answers that named Chargeback.io and are not a share of its labels.

Domains cited

chargeback.ioYour site19

chargeflow.io14

guideflow.com13

softwareadvice.com10

beastinsights.com9

sourceforge.net8

getapp.com7

itechguides.com7

apps.shopify.com6

g2.com6

Eighty of the ninety-nine domain citations in answers naming Chargeback.io came from somebody else's page.

Pages cited

chargeback.io/blog/best-chargeback-prevention-software18

guideflow.com/blog/chargeback-management-software12

beastinsights.com/best/chargeback-management-software9

softwareadvice.com/category/4793-chargeback-management9

chargeflow.io/8

chargeflow.io/pricing8

getapp.com/all-software/chargeback-management7

chargeflow.io/ai-info6

Pages are listed as the models cited them.

Search and answers

chargeback.io ranks 7 on Google for the category's searches. In the answers, Chargeback.io takes 0% of first choices and Chargeflow takes 24%.

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In search

Google, US estimates

Position for “chargeback management tool”

–

not in the top ten

Position for “chargeback management tools”

–

not in the top ten

Searches for its name, Google: 50 a month (“chargeback.io”)
AI search demand for its name, est.: 0 a month
Organic visits to its site: about 12,231 a month
Searches its site ranks for: 2,678 · 91 in the top three
Sites linking to it: 578
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

8 ads · 6 text, 2 image · 3 shown in the last 30 days

First shown October 2024, as Chargeback Solutions FZCO, verified. Ads started 2025-11 to 2026-10: 3 in the year, 5 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 23 of 81 in chargeback management

Segment leader

24%

Chargeflow

First choices: 2 across its categories
Named in: 20 answers
Its own site cited: in 20 of the answers that named it

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.

What it publishes

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Addresses on chargeback.io

3,187

subdomains included

Content

231

counted in the table below

Documentation

Product · Integration

0 · 33

Kind	Pages	Last 90 days	Latest	Categories named
Blog	159	100	2026-09-30	Chargeback management, Payment orchestration
Glossary or explainer	38	38	2026-09-28	Chargeback management
Comparison	31	23	2026-09-28
Case study	2	2	2026-09-07
Template or tool	1	undated

Most recent

2026-09-30Shopify ndrp blog
2026-09-28Best payment orchestration platforms blog
2026-09-28Creditcard encryption vs tokenization comparison
2026-09-28Dropshipping inr chargebacks blog
2026-09-28What is 3d secure glossary or explainer
2026-09-25Avoid chargebacks in saas blog

How it is countedHide how it is counted

Every page chargeback.io exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read October 5, 2026.

Names read as Chargeback.io

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

Chargeback.io / JoinChargeback.com 1

Follow Chargeback.io

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.

The company

Chargeback.io is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: Chargeback Prevention Software
chargeback.io
For: businesses
chargeback.io
Price stated: Pay per use pricing model; Ethoca $29 per alert; RDR $15 per alert; CDRN $15 per alert chargeback.io/pricing
Starting price: 15 chargeback.io/pricing
Certifications: Ethoca and Verifi official partnerOfficial Verifi partnerOfficial Ethoca partner
Not stated on the pages read: Free plan or trial, integrations, hosting, customers

What Chargeback.io's own pages state, read October 5, 2026: chargeback.io, chargeback.io/pricing, chargeback.io/partners. A claimed page can correct any of 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 Chargeback.io'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 Chargeback.io, 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 Chargeback.io by email, built from the raw record of the edition. It shows:

where Chargeback.io 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 Chargeback.io, 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.