AI voice detection that publishes its error rate. Method, comparisons and research from Lacewing Technologies. https://aivoicedetctor.com/ 2026-08-31T00:00:00Z Dipak Ashok Bhosalehttps://aivoicedetctor.com/authors/dipak-bhosale/ © 2026 Lacewing Technologies https://aivoicedetctor.com/blog/ 2026-08-31T00:00:00Z

No posts yet, and we would rather say so than fill the page. What this blog will publish. What Truthring measures, where detection fails, and what a result.

https://aivoicedetctor.com/research/dataset/ 2026-08-31T00:00:00Z

What is in the test sets behind every accuracy figure on this site: counts, sources, channel conditions and languages.

https://aivoicedetctor.com/research/ 2026-08-31T00:00:00Z

What we measure, the datasets we test against, what we publish openly, and the open problems in voice detection we have not solved.

https://aivoicedetctor.com/methodology/changelog/ 2026-08-31T00:00:00Z

Every model version, what changed, what it did to the measured rates, and every published correction. Dated, in order, nothing removed.

https://aivoicedetctor.com/compare/aivoicedetector/ 2026-08-31T00:00:00Z

Checked 31 August 2026: what each detector publishes, including the methodology document aivoicedetector.com cites but that ten URLs did not resolve to.

https://aivoicedetctor.com/compare/deepware/ 2026-08-31T00:00:00Z

Deepware states that it detects AI-generated face manipulation only, not voice. What a face scanner can and cannot tell you about a soundtrack, and where each question belongs. Checked 31 August 2026.

https://aivoicedetctor.com/compare/elevenlabs-classifier/ 2026-08-31T00:00:00Z

ElevenLabs calls its classifier a legacy tool and says it detects ElevenLabs speech only. Checked 31 August 2026: what each of us publishes, and why this is a comparison of purposes rather than quality.

https://aivoicedetctor.com/compare/free-detectors/ 2026-08-31T00:00:00Z

Four free voice detectors examined on 31 August 2026: what none of them publishes, what EyeSift does publish, and when a free tool is the right choice.

https://aivoicedetctor.com/compare/hiya/ 2026-08-31T00:00:00Z

Hiya screens calls live and publishes more than we do. A disclosure comparison verified against their own documentation on 31 August 2026.

https://aivoicedetctor.com/compare/loccus/ 2026-08-31T00:00:00Z

Loccus.ai was acquired by Hiya in July 2024 and no longer ships independently. Checked 31 August 2026: where every Loccus URL now goes, where the technology went, and what an acquisition changes for a buyer.

https://aivoicedetctor.com/compare/pindrop/ 2026-08-31T00:00:00Z

Pindrop publishes a false positive rate, which is the disclosure this site argues for. A dated, sourced comparison, and why the real difference is category rather than quality.

https://aivoicedetctor.com/compare/reality-defender/ 2026-08-31T00:00:00Z

Reality Defender publishes the deepest research and the richest result metadata of any vendor we checked. A dated, sourced account of what each side publishes, and where the gaps are.

https://aivoicedetctor.com/compare/resemble-detect/ 2026-08-31T00:00:00Z

Resemble publishes named datasets, test conditions and image and video false positive rates. Checked 31 August 2026: where they out-disclose us, the gaps we found, and who each product is for.

https://aivoicedetctor.com/compare/voiceaichecker/ 2026-08-31T00:00:00Z

Checked 31 August 2026: voiceaichecker.com names the supplier that processes your audio and publishes no accuracy figure. What that is worth, and what is missing.

https://aivoicedetctor.com/learn/ai-voice-scams/ 2026-08-31T00:00:00Z

The seven ways cloned voices are used against people and companies, what each one needs to succeed, and the one countermeasure that works on all of them.

https://aivoicedetctor.com/learn/bank-impersonation-scam/ 2026-08-31T00:00:00Z

No bank asks you to move money to a safe account. How the fake fraud-team call works, why the caller ID matching your bank proves nothing

https://aivoicedetctor.com/learn/celebrity-voice-scams/ 2026-08-31T00:00:00Z

Fake endorsement ads use a familiar voice at advertising scale. How to check one in two minutes

https://aivoicedetctor.com/learn/ceo-voice-fraud/ 2026-08-31T00:00:00Z

Cloned-executive payment fraud, and a callback policy an accounts payable team can actually adopt

https://aivoicedetctor.com/learn/deepfake-audio/ 2026-08-31T00:00:00Z

What audio deepfakes are, where they actually turn up, and why the ability to dismiss a real recording as fake may cause more damage than the fakes.

https://aivoicedetctor.com/learn/fabricated-audio-evidence/ 2026-08-31T00:00:00Z

Fabricated audio in disputes, and the harder problem: a genuine recording dismissed as fake. What Truthring measures, where detection fails, and what a.

https://aivoicedetctor.com/learn/family-emergency-scam/ 2026-08-31T00:00:00Z

The family emergency voice scam: what the call sounds like, what to do in the first two minutes, and how to set up a family safe phrase that costs nothing.

https://aivoicedetctor.com/learn/how-ai-voice-detection-works/ 2026-08-31T00:00:00Z

What in a recording could separate generated speech from captured speech, why the recording chain is the real evidence, and why compression destroys it.

https://aivoicedetctor.com/learn/how-to-tell-if-a-voice-is-ai/ 2026-08-31T00:00:00Z

Honest answer: you usually cannot tell by listening, and trying to is the wrong move. Which cues stopped working, which weakly survive

https://aivoicedetctor.com/learn/how-to-verify-a-suspicious-recording/ 2026-08-31T00:00:00Z

Most clips arrive already damaged. Keep the original, do not forward it through messaging apps, do not clean it up, do not re-record it through a speaker

https://aivoicedetctor.com/learn/how-voice-cloning-works/ 2026-08-31T00:00:00Z

What voice cloning actually does to a recording of you, where the source material comes from, and why a consent checkbox is not a consent check.

https://aivoicedetctor.com/learn/reading-your-result/ 2026-08-31T00:00:00Z

How to read the verdict, the confidence figure, the attributed model and the ringmark on a Truthring result &mdash

https://aivoicedetctor.com/learn/romance-scams-voice-notes/ 2026-08-31T00:00:00Z

Voice notes have removed the old test of asking someone to speak. What that changes in romance and long-con fraud, what still works

https://aivoicedetctor.com/learn/someone-cloned-my-voice/ 2026-08-31T00:00:00Z

For the person whose voice was taken: what platform reporting achieves, how to warn your circle, whether reducing public audio helps

https://aivoicedetctor.com/learn/virtual-kidnapping-scam/ 2026-08-31T00:00:00Z

Virtual kidnapping: almost always nobody has been taken. What to do in the first sixty seconds, why being told not to hang up is the tell, and how to check safely.

https://aivoicedetctor.com/learn/vishing/ 2026-08-31T00:00:00Z

Where the word vishing comes from, how it relates to phishing and smishing, what VoIP and voice cloning each changed, and how teams classify it.

https://aivoicedetctor.com/learn/voice-fraud-in-hiring/ 2026-08-31T00:00:00Z

Voice and identity fraud in remote hiring, including real-time voice conversion — and the duty owed to a candidate flagged wrongly.

https://aivoicedetctor.com/learn/voice-phishing/ 2026-08-31T00:00:00Z

A plain guide to voice phishing calls: how they open, what they ask for, the one rule that stops them, and what to do if you have already paid.

https://aivoicedetctor.com/learn/what-is-ai-voice-detection/ 2026-08-31T00:00:00Z

What AI voice detection measures, what it cannot do, why it keeps getting harder, and why a synthetic flag is stronger evidence than a clean result.

https://aivoicedetctor.com/learn/what-to-do-after-a-voice-scam/ 2026-08-31T00:00:00Z

Six steps in order after a suspected AI voice scam: preserve the recording before anything else, contact the bank, report it