N.S. woman says duct-cleaning company used AI-generated photos to fake work

Read the original at Global News ↗
Cite

Lau, R. (2026, October 22). N.S. woman says duct-cleaning company used AI-generated photos to fake work. Global News. https://globalnews.ca/news/12113258/nova-scotia-duct-cleaning-ai-photos/

Dated from the outlet's own feed. Check the original for its byline.

Global News · collected 2026-10-22 · by Rebecca Lau

Quick Summary

Shernette Smith from Dartmouth, N.S., claims she was scammed by a duct-cleaning company that used AI-generated images to falsely show clean furnace parts after allegedly performing subpar work or no work at all in October. She paid $300 for the service but found her furnace still dirty afterward. Experts suspect multiple companies may be fronts for the same fraudulent group, which uses identical customer testimonial videos and shifts phone numbers frequently.
Written locally by qwen2.5:14b on 2026-10-22, using this article's own text rather than the other coverage of the same event (that is the story summary below).

AI analysis runs on qwen2.5:14b, locally

Story summary

A Dartmouth, N.S. woman named Shernette Smith claims she was scammed by a duct-cleaning company after seeing an ad on Facebook Marketplace offering services for $150. On October 9, two men arrived at her home and showed her AI-generated images of dirty furnace parts to suggest the need for cleaning. The workers eventually agreed to clean her ducts for $300, though Smith believes no actual work was done. She suspects the company used fake photos to make it appear that they had completed the service, leaving her feeling misled despite never having seen inside her own ductwork before.

Written for “AI-generated Photos Scandal” on 2026-10-22, grounded in this article and the 0 other(s) covering the same event.

Story

📰 AI-generated Photos Scandal
Technology · 1 article(s) covering the same event.

Compared with similar articles

Nothing to compare against. No article is close enough to this one for the pipeline to have linked or judged the pair.
How this article was measured signals, leaning charts, publisher record, byline, topics and claims

Signals How these are calculated →

Claims extracted
53
sentences that state something as happening or true
Uncertain
6%
3 of 53 hedged ("reportedly", "may", "according to")
Leaning
not political
takes no side on a contested political question
Publisher signals
63/100
Global News's corrections and hedging, across everything collected from it. Not a measure of accuracy.
Outlets on this story
1
Technology
Same framing elsewhere
1
articles that frame the event the way this one does
Analyzed 2026-10-22 · how these are computed

How this is being covered How these are calculated →

Article leaning vs. publisher reliability
Source leaning vs. consistency

Publisher

Global News · 2228 article(s) · 10 correction(s) detected
Running correction rate · 10 correction(s)

Who wrote this

Rebecca Lau
39 article(s) here · 1 carrying a prediction
🔮 Smith says the workers offered to clean it for an extra $250, which would have brought the total to $400.
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🔮 Halifax resident Miriam Williams has previously qualified for the Heating Assistance Rebate Program (HARP), but no longer does because of changing criteria.
Also by Rebecca Lau
Nothing else under this byline is closely related to this article, so these are simply their most recent.
All 39 articles by Rebecca Lau →

Topics

Dartmouth Facebook Fresh Air Quality Global News N.S.

Subjects

Smith PERSON · 8× Global News ORG · 4× Lyu PERSON · 3× Canada GPE · 1× Chester Wisneki PERSON · 1× Dartmouth GPE · 1× Facebook ORG · 1× Fresh Air Quality ORG · 1× N.S. GPE · 1× Shernette Smith PERSON · 1×

Narrative

If you’re planning on somebody coming to your house and expecting them to spend two to four hours or more, (which is) what you want (for) a high quality cleaning, then if you’ve seen a price that seems way too cheap, if it’s too good to be true, it probably is,” he said.
framing: assertive · carried by 1 article(s) · first seen 2026-10-22
🔮 Smith says the workers offered to clean it for an extra $250, which would have brought the total to $400.

Claims (53 extracted, 3 hedged)

A Dartmouth, N.S. woman says her recent experience with a duct-cleaning company has left her feeling scammed, alleging that AI-generated images were used to make it appear work had been completed when it hadn’t. asserted
it → say → her
Shernette Smith says she saw an ad on Facebook Marketplace promoting home duct-cleaning services for $150, which she thought was a good price. asserted
she → say → 150
“I’d never had it really professionally done, and I do have asthma. asserted
I → have → asthma
My son has asthma, so, I thought, it’s a good idea. asserted
it → have → asthma
Let me try these people,” she said. asserted
she → let → people
Smith says she began communicating with the company on WhatsApp to set up an appointment and two men showed up at her home on Oct. 9. asserted
men → say → Oct.
During the appointment, which she estimates took about 45 minutes, Smith says a worker told her that the blower motor of her furnace was “filthy.” asserted
motor → estimate → furnace
“He opened the main furnace door, took a photo, and comes back out and shows me a very dirty motor and said, ‘You’ve got mould, ma’am.’ asserted
You → open → mould
And I’ve never really looked at (the duct), so I believed him,” she said. asserted
she → look → him
Smith says the workers offered to clean it for an extra $250, which would have brought the total to $400. asserted
which → say → 400
They eventually agreed on $300 for the entire job. asserted
They → agree → job
She said the workers told her the work was finished and she paid them. asserted
she → say → them
“He said, ‘I’m all done, ma’am.’ asserted
I → say → ?
And he shows (me a picture on his phone of) this motor that looks almost new. asserted
that → show → motor
I was like, ‘Wow, that is so clean,” she said. asserted
she → say → ?
But when Smith went downstairs to check for herself after the crew had left, she was shocked to see a completely different result from the one she was shown in the photo. asserted
she → go → photo
All the dirt was still in that section where the filter goes. asserted
filter → go → section
So that’s when I knew he had scammed me,” she said. asserted
she → ’ → me
Smith received the photos the company had shown her, which she shared with Global News. asserted
she → receive → News
Get breaking National news She says she spent hours messaging back and forth with the company, which denied any wrongdoing. asserted
which → get → wrongdoing
After repeatedly complaining, she was refunded the $300 she had paid. asserted
she → complain → 300
Cybersecurity and AI experts weigh in The company Smith contacted was called Fresh Air Quality, which has a website that boasts of offering air-duct cleaning services across Canada. asserted
that → weigh → Canada
The website includes videos the company describes as testimonials from satisfied customers, who are all speaking to the camera and giving glowing reviews. asserted
who → include → reviews
Global News sent an email and called three phone numbers associated with the business, but received no response. asserted
News → send → response
At one point, it seemed someone had picked up the phone but promptly hung up. asserted
someone → seem → phone
Cybersecurity expert Chester Wisneki reviewed the website for Global News and traced phone numbers affiliated with the company to other pages offering the same service under different names. asserted
Wisneki → review → names
Some shared the identical customer reaction videos. asserted
Some → share → videos
There have been examples where illegitimate firms have used 20 different brands for the same group of people, said Wisneki, director of global field CISO at the security firm, Sophos. asserted
Wisneki → use → firm
“You know they’ll all be the same group and they rotate through the names because as soon as the word gets out that they’re a scam, they need a new brand,” he said. asserted
he → know → brand
Siwei Lyu, an AI researcher based at the University at Buffalo, also analyzed the photos provided to Smith. asserted
Lyu → base → Smith
He and two of his students created an AI report for Global News, which found a Google synth ID watermark on the photo of the clean blower motor, which is a way of identifying AI-generated images. asserted
which → create → images
Lyu says AI-detector Sightengine also gave the photo a 99 per cent AI score. asserted
Sightengine → say → score
“It showed a high response that comes from a generative model. asserted
that → show → model
So that’s our strongest evidence this image may come from AI,” he said. uncertain
he → ’ → AI
Lyu adds that the photos on the company’s website also appear to be AI-generated, however, their customer review videos showed no signs of AI use. asserted
videos → add → use
Lyu says Smith did the right thing by collecting and keeping the images, which could be analyzed. uncertain
which → say → images
Anyone who believes they are being deceived can check for AI use using similar tools. asserted
they → believe → tools
“All the tools we use are either open source, free, or you pay a small fee for using them. asserted
you → use → them
But I think the procedure is very much repeatable,” he said. asserted
he → think → ?
The National Air Duct Cleaners Association, a global trade association, says consumers need to take precautions when hiring a company. asserted
consumers → say → company
…and 13 more, not listed.
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