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Finance AI Index
Index › Products › Hummingbird · October 2026 Edition
1 category · Ranked

Hummingbird

20Judge labels
0First choices
1Negative labels
9 / 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 AML monitoring for small business buyers
Rank 29 of 108 in the mid-market standing
0 of 14 models made it the first choice on the direct prompt; 0% of its 4 labels there were negative.
By buyer segmentRead the same way at every buyer size.
In aml monitoring · 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 Hummingbird 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
AML and transaction monitoringTax and compliance0%29 of 1080%4under 10 labels · led by ComplyAdvantage at 33%

Movement

This is the first edition on this tier, so no move can be computed for Hummingbird 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 Hummingbird 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 Fast01001
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash01001
Kimi K201001
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna01001
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
Direct2 labelsNone
Paraphrase1 labelNone
Comparative5 labels2not counted in share
Budget-constrained5 labelsNone
Scale-constrained3 labelsNone
Negative4 labelsNone
First choiceAlternativeMentionNegative20 labels in all, every segment counted; 0 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.

“Hummingbird may suit a team that already has a supported cloud data warehouse and SQL skills” GPT-6 Luna · AML monitoring · budget prompt · alternative
“Look instead for cloud-native providers (like Unit21, Flagright, or Hummingbird)” Qwen 3.7 Flash · AML monitoring · negative prompt · alternative
“Choose Hummingbird if AML compliance is your primary focus” Kimi K2 · AML monitoring · paraphrase prompt · alternative
“Purpose-built for mid-market financial crime teams.” Grok 4.1 Fast · AML monitoring · 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 Hummingbird, over the 20 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Hummingbird was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Unit2117 of 202Not among the top eight
Flagright14 of 205Not among the top eight
ComplyAdvantage13 of 204Not among the top eight
Sardine8 of 201Not among the top eight
NICE Actimize8 of 200Not among the top eight
Sanction Scanner5 of 202Not among the top eight
Alessa5 of 200Not among the top eight
iDenfy3 of 200Not among the top eight
NameScan2 of 202Not among the top eight
Fenergo2 of 200Not 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 Hummingbird. 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 Hummingbird and are not a share of its labels.

Domains cited

fintechspecs.com11
flagright.com9
fraudio.com9
bureau.id8
ondato.com8
complyadvantage.com7
guideflow.com7
sphinxhq.com7
thecfoclub.com7
capterra.com6

Seventy-nine of the seventy-nine domain citations in answers naming Hummingbird came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

hummingbird.co is not in Google's top ten for any of the category's searches. In the answers, Hummingbird takes 0% of first choices and ComplyAdvantage takes 33%.
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In search

Google, US estimates
Position for “aml and transaction monitoring platform”
–
not in the top ten
Position for “aml and transaction monitoring platforms”
–
not in the top ten
Searches for its name, Google
301,000 a month (“hummingbird”)
AI search demand for its name, est.
87,334 a month
Organic visits to its site
about 11,375 a month
Searches its site ranks for
737 · 65 in the top three
Sites linking to it
766
Paid Google search
No ads found in the estimate; that does not mean it runs none
Ads on GoogleDetailLess
16 ads · 12 text, 4 image · 8 shown in the last 30 days

First shown July 2022, as Hummingbird RegTech, verified. Ads started 2025-11 to 2026-10: 12 in the year, 4 before.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
0%
rank 29 of 108 in AML monitoring
Segment leader
33%
ComplyAdvantage
First choices
0 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 hummingbird.co
433
subdomains included
Content
169
counted in the table below
Documentation
129
Product · Integration
14 · 0
KindPagesLast 90 days2025-11 to 2026-10LatestCategories named
Blog9612026-09-15
Glossary or explainer3402023-02-15
Webinar or virtual event2602023-02-07
Podcast or video10undated
Comparison2undated
Report or ebook1undated
How it is countedHide how it is counted

Every page hummingbird.co 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. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.

Follow Hummingbird

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

Hummingbird is its own company.
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In its own words

Stated by the vendor, not checked
Positioning
Unified Risk & Compliance Operations
For
compliance teams
Integrations claimed
50 hummingbird.co
Customers named
Grasshopper BankBHG FinancialLeading BNPL ProviderMoonPayDeputy BSA Officer at BHG Financial
Not stated on the pages read
Price, starting price, free plan or trial, certifications, hosting

What Hummingbird's own pages state, read October 5, 2026: hummingbird.co, trust.hummingbird.co, hummingbird.co/platform/ai. 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 Hummingbird'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 Hummingbird, 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 Hummingbird by email, built from the raw record of the edition. It shows:

  • where Hummingbird 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 Hummingbird, 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 hummingbird.co 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.