Vishvas News Used UncovAI to Expose an Arunachal Deepfake
A video of a retired Indian Army lieutenant general warning that Arunachal Pradesh is the country's next flashpoint spread on X in late October 2026. The footage was real. The voice was not. Vishvas News ran the audio through UncovAI to prove it.
Vishvas News tested the video's audio with UncovAI. The result: 100% likelihood of AI generation.
What was the viral video?
The clip appeared on X on 27 October 2026. It showed a retired Lieutenant General Manoj Kumar, formerly head of the Indian Army's Western Command, apparently saying he had served 41 years and was deeply worried about military readiness and Chinese advances in Arunachal Pradesh. The caption said he had warned about the region months earlier.
The timing helped it travel. In October 2026, the ITBP chief had publicly acknowledged repeated confrontations with China along the Line of Actual Control in Arunachal Pradesh, and a Dainik Jagran report dated 23 October described the standoff as continuing since July. Against that news, a "prophetic" warning from a respected general looked plausible.
The Vishvas News fact-check, written in Hindi by Sharad Prakash Asthana and published on 30 October 2026, rated the claim false.
How Vishvas News verified it
- Find the source footage. Searching the video's keyframes on Google Lens led to the original on ANI's X account, posted on 30 March 2026.
- Compare the words. In the original, held at Chandimandir, Panchkula, on the eve of his retirement, the general thanked Western Command troops and discussed Operation Sindoor, Operation Rahat, drones and welfare for veterans. He never mentioned Arunachal Pradesh.
- Spot the mismatch. The viral version had him claim 41 years of service. In the real speech he said 40.
- Check official debunks. The Indian Army's fact-check account on X had already called the clip digitally altered on 26 October 2026.
- Test the audio with AI detectors. This is where UncovAI came in.
What UncovAI and the other detectors found
Vishvas News suspected AI manipulation, so it tested the audio track with three independent detectors.
The Deepfakes Analysis Unit is a verification initiative run by Vishvas News's partner TIA, formerly MCA. Its Hiya result was added for extra confirmation. All three tools pointed the same way, and the conclusion was clear: AI-generated audio had been laid over genuine footage.
The picture was authentic. Only the voice was synthetic. A check that looks at the video alone would have missed it.
This is a common pattern. Real footage keeps the viewer's trust, while a cloned voice delivers the message. UncovAI offers both audio detection and video detection, because a fake can sit in either track.
A pattern worth noticing
Vishvas News also looked at who was spreading the clip. The account that posted it with the false claim was created in September 2026. A name written over the video led Vishvas News to another account, created in December 2025 and blocked in India, which had shared the clip on 26 October. That account had posted fake content before, and Vishvas News had already debunked other deepfakes and misleading videos about Arunachal Pradesh.
Fresh accounts, topical news and a trusted face: that combination shows up again and again in deepfake campaigns.
What readers and newsrooms can take from this
- Find the original. Reverse search keyframes and compare the clip with the source, word for word.
- Test audio on its own. A real face does not make the voice real.
- Use more than one detector. Three tools agreeing is stronger than one.
- Look for small factual slips. A different number of years served gave the fake away.
- Be wary when a clip fits the news too neatly. Fakes follow headlines.
The UncovAI browser extension puts these checks one click away while you browse.
Frequently asked questions
Did Vishvas News use UncovAI to verify the Arunachal video?
Yes. Vishvas News checked the viral video with the UncovAI detector, which put the likelihood that its audio was AI-generated at 100%. Two other tools, Aurigin and Hiya, also flagged the audio.
Was the video of the retired Lieutenant General real?
The footage was real but the audio was not. The original is a 30 March 2026 press conference held on the eve of his retirement, in which he did not mention Arunachal Pradesh. AI-generated audio was added to that footage.
How can you tell AI-cloned audio on real footage?
Compare the viral clip with the original recording, listen for factual mismatches, and test the audio separately with several AI detectors. Here, the fake audio even gave a different length of service than the real speech.
Which AI detectors flagged the audio?
UncovAI scored the audio at 100% likely AI-generated, Aurigin at 94%, and Hiya, run through the Deepfakes Analysis Unit, at 98%.
Sources
- Vishvas News, fact-check published 30 October 2026, on the deepfake video of a retired lieutenant general, including its tests with UncovAI. Written in Hindi by Sharad Prakash Asthana.
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