AI Indexes
IT AI Index
Index › Products › OpenCanary · October 2026 Edition
1 category · Ranked

OpenCanary

40Judge labels
11First choices
2Negative labels
11 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Best standing
18% in Deception for small business buyers
Rank 5 of 94 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 0% of its 17 labels there were negative.
What the models named instead of OpenCanary →
By buyer segmentStrongest at small business.
In deception · 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 OpenCanary 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
Deception technologySecurity operations4%5 of 940%17accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for OpenCanary 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 OpenCanary across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.501001
GPT-5.4 mini00000
Gemini 3.5 Flash02002
Perplexity Sonar02002
Grok 4.1 Fast02002
Mistral Small01001
DeepSeek V4 Flash02002
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K210102
GLM 4.7 FlashX01102
MiniMax M2.500000
GPT-6 Luna11002
Muse Glimmer 30B01001

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
Paraphrase18 labels7
Comparative3 labelsNone
Budget-constrained16 labels4
Scale-constrained0 labelsNone
Negative1 labelNone
First choiceAlternativeMentionNegative40 labels in all, every segment counted; 11 of the 11 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.

“Start with Canarytokens.org (free) + OpenCanary (free)” Kimi K2 · Deception · budget prompt · first choice
“For a genuinely limited budget, start with OpenCanary.” GPT-6 Luna · Deception · budget prompt · first choice
“Another strong open-source option is OpenCanary, also from Thinkst, which is free and supports multiple protocols.” Mistral Small · Deception · paraphrase prompt · alternative
“OpenCanary (lightweight multi-protocol tripwire) ... can work — but you'll own the maintenance” DeepSeek V4 Flash · Deception · paraphrase 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 OpenCanary, over the 40 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and OpenCanary was named but was not.
ShowHide
ProductSame answerTook the first choice insteadHead to head
Cowrie18 of 400Not among the top eight
Canarytokens9 of 402Not among the top eight
Trapster9 of 401Not among the top eight
HoneyWire8 of 403Not among the top eight
Dionaea5 of 400Not among the top eight
FortiDeceptor5 of 400Not 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 OpenCanary. 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 40 of the 40 answers that named OpenCanary and are not a share of its labels.

Domains cited

securityhive.io23
canary.tools20
guideflow.com18
cybersectools.com16
trapster.cloud16
devopsschool.com15
guptadeepak.com15
sourceforge.net15
vendr.com15
github.com13

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

Pages cited

Pages are listed as the models cited them.

Search and answers

Where OpenCanary stands in Google search beside where it stands in the models' answers.
ShowHide

In search

Google, US estimates
Searches for its name, Google
210 a month (“opencanary”)
AI search demand for its name, est.
2 a month
Its own site
No site of its own on file, so no site figures

In answers

This edition
Share of first choices
4%
rank 5 of 94 in deception
Segment leader
37%
Thinkst Canary
First choices
11 across its categories
Named in
40 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.

Follow OpenCanary

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

  • where OpenCanary 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 OpenCanary, 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.