<- all tokdocs
2026.10.05@6783510017912865797

The PPP Scrape Works, the Payroll Numbers Are From 2020, and the PE Firms Already Ran This Play at $2.5 Billion

Business
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The artifact is a 63.85-second vertical clip (1:03), 1080x1920, HEVC Main profile video at roughly 728 kbps alongside HE-AACv2 stereo audio at 48 kbps and 44.1 kHz, totaling 6,245,457 bytes (5.96 MiB) at 30 fps. It posted 2026-10-05 at 16:37:31 UTC from uploader_id 6783510017912865797, channel nickname "Angus the Nontechnical," handle @angusthenontechnical. At capture on 2026-10-06 it showed 19,200 views, 1,160 likes, 13 comments, and 193 reposts. The audio track is credited as "original sound" by Angus the Nontechnical, which is his own lavalier-recorded voiceover and not a licensed music bed. I read 26 of the 32 extracted frames and the 261-word transcript. The clip opens on a stock photo of Codie Sanchez on a garden terrace with a white title card reading "Codie Sanchez is a $10k workflow," Angus composited over her as a floating head. It cuts to a LinkedIn screenshot of a post from "Codie A. Sanchez," labeled "Founder, Entrepreneur, Author | My book Own Or Be ..." and timestamped "2yr • Edited," whose visible bullets read "300,000 historical lis[tings]," "Curated listings: BizScout will have a more curated selection of listings," "Off-Market lea[ds] ... off market deal tech, we do it for you," and "Buyer verification: BizScout will verify all paid users (who opt in) so brokers actually respond to you." Then a diagram with a laundromat photo, an older man in a parts shop, and two arrows labeled "$25K" and "$450K"; a dryer door with a "$3.50" sticker overlaid by "$4.75"; and the Contrarian Thinking site showing "CONTRARIAN ACADEMY / For Business Buyers" with an "APPLY TO JOIN" button. Frame 8 is the thesis slide, a six-box pipeline: "1 SBA PPP file," "2 Claude filters it," "3 Texas r[egistration]," "4 DOL Form 5500," "5 Jev re[views]," "6 Letter to top 50." The prompt itself is legible in frame 9, typed into a dark chat UI greeting "Hey, early bird" with footer controls "Project," "Output," and a model selector reading "Opus 5.5 Medium": "Download public_150k_plus_240930.csv from data.sba.gov/dataset/ppp-foia. Keep rows where NAICSCode is 238220, BorrowerState is TX and CurrentApprovalAmount is at least $150,000. Estimate annual payroll as loan / 2.5 x 12 and flag any loan that wa[s] ... as SOS charter date (data.texas.gov, Active Franchise Taxpayers) and keep the ones registered 30+ years. Join the DOL Form 5500-SF file by company name to get current active participants. Save survivors.csv with LoanNumber, name, city, payroll, years registered, headcount." Frame 10 shows the real SBA PPP FOIA dataset page with "public_150k_plus_240930.csv" circled in red. Frames 11 and 12 show the model's answer in a thread titled "PPP loan data analysis" with a "Shared a file, ran 16 commands" collapse and a "Reply" box. Frame 13 is comptroller.texas.gov branded "Don Huffines / Texas Comptroller of Public Accounts," on the "FRANCHISE TAX ACCOUNT STATUS SEARCH" page. Frame 16 is the DOL EBSA "Form 5500 Datasets" page. Frames 14 and 15 show a results table with columns BUSINESS, CITY, REGISTERED, AGE: "Advent Air Conditioning / Lewisville / 1984 / 42 yrs," "The Lee Thompson Co. / Houston / 1961 / 65 yrs," "Texair Company Inc / Mcallen / 1952 / 74 yrs," "Cary Services, Inc / [Abi]lene / 1995 / 31 yrs," "Fox & Hearn, Inc / 1963 / 63 yrs," "Frost & Keeli[ng] / 1978 / 48 yrs." Frames 18 through 22 show Google Maps reviews headed "GOOGLE REVIEWS · REED SERVICE CO." feeding a magenta node labeled "Jev" that outputs three boxes: "Owner still does the work? NO p = 1.00," "Named successor? YES p = 0.66," "Mentions retiring? NO p = 1.00." Frame 24 is a dark-mode Gmail thread, status bar 7:59 and 95 percent battery, subject "38 years in Pflugerville," from "me," dated "Oct 5," "to Dale," reading "Hi Mr. Kessler, I was looking at plumbing shops that have been around Austin a long time and Hill Country Plumbing came up. 38 years is a long run, that's rare. I'm not a broker, I'm a local [guy looking to b]uy one good trades business [and keep the name] and the crew as is. If you've ever though[t about selling] the company when y[ou ...] you a coffee and hea[r ...] fine if not. Angus." Frame 25 shows a stamped envelope on a kitchen table addressed to "[Ke]ssler ... Plumbing," and the last eight frames are Angus talking to camera against a blue sky and a ZZ plant.

The data sources in the prompt are real and the filenames are correct

Every file and endpoint named on screen checks out against the agencies that publish them. SBA's PPP FOIA dataset lists public_150k_plus_240930.csv alongside twelve public_up_to_150k_*_240930.csv files, with a last-updated date of October 21, 2024. The Texas Active Franchise Tax Permit Holders dataset carries an SOS file number and a charter date per taxpayer. The DOL EBSA Form 5500 datasets page covers "approximately 800,000 retirement and welfare benefit plans," updated "around the first of each month." The payroll arithmetic is correct in direction: SBA's loan-sizing guidance set the maximum at 2.5 times average monthly payroll capped at $10 million, so dividing a loan by 2.5 and multiplying by 12 recovers the payroll base the borrower claimed.

The comptroller branding is current too. The header reads "Don Huffines / Texas Comptroller of Public Accounts," and Huffines took office on August 1, 2026 after Glenn Hegar resigned in July 2025 and Kelly Hancock served as acting comptroller in between (Ballotpedia). The screenshot is two months old at most.

The payroll figure is 2019 payroll, and the model said so while the voiceover did not

PPP first-draw loans were sized on 2019 or 2020 payroll, and the dataset was last updated in October 2024, so the freshest payroll signal available through this route is roughly six years stale relative to an October 2026 outreach letter. A shop that ran $2 million of payroll in 2019 and has since lost half its crew looks identical here to one that doubled.

The model on screen flagged this itself. Frame 11 reads: "I left PPP JobsReported in as a 2020-era fallback." The voiceover skips that line entirely and says the pipeline will "check each of their current headcounts." The JobsReported field was never a reliable employment count to begin with. Wealth Management reported on July 13, 2020 that of nearly 4.9 million loans, jobs retained was zero for 554,146 records, blank for 324,122, negative for seven, and that almost a thousand entries claimed 500 jobs on loans under $150,000, a figure the 2.5x sizing formula makes arithmetically impossible.

Form 5500-SF structurally censors the companies worth buying

The prompt joins Form 5500-SF "to get current active participants." Form 5500-SF is the short form for small plans, which means generally fewer than 100 participants at the beginning of the plan year. Larger employers file the full Form 5500, a separate dataset.

The model named this as the binding constraint in frame 11: "Only 85 rows got a headcount, and that's the biggest problem with this approach ... So the firms with $10M+ payroll mostly come back blank: Lochridge-Priest, Engineered Air Balance, Graco, United Chester, and others. Some matches also show 0 active, like The Porter Company, which probably means a welfare plan or a terminated plan." Two further caveats are visible: "Not fully forgiven. 4 survivors are flagged," and "Matching is approximate. Names were normalized (punctuation and INC/LL[C] stripped) and matched exactly. That means: Companies that renamed or file under a DBA are [missed]." A business with no ERISA plan at all never appears in either file.

The funnel is thinner than the pitch, and the numbers on screen are internally consistent

The model reports the funnel in plain terms: "survivors.csv has 271 loans across 215 companies. That's 1,219 Texas 238220 loans of $150k+, narrowed to the ones whose name matches a Texas charter dated October 1996 or earlier." It also notes "Before the SOS filter, 51 of the 1,219 loans were short of full forgiveness."

October 1996 is exactly thirty years before the post date. The sample table's ages reconcile against 2026 rather than an older run: 2026 minus 1984 is 42, minus 1961 is 65, minus 1952 is 74, minus 1995 is 31, minus 1963 is 63, minus 1978 is 48. Each matches the AGE column.

The narration says "it filtered for, like, plumbing businesses in this case." NAICS 238220 is Plumbing, Heating, and Air-Conditioning Contractors, a single combined code. Five of the six names in the sample table are HVAC or mechanical firms: Advent Air Conditioning, Texair Company, Engineered Air Balance, Frost & Keeling, and Reed Service Co. The review example is an air conditioning install. "Plumbing" is shorthand for a bucket that is mostly HVAC.

One important caveat the video does not raise: the Texas charter date is the date the legal entity was registered with the Secretary of State, not the date the business started. An LLC conversion, a holding-company restructure, or a merger resets it. That cuts both ways. It drops genuinely old shops that reincorporated in 2015, and it can promote a 1996 shell wrapping a newer operation.

"Jev" is a real product and the on-screen output matches its documented interface

The magenta node in frames 19 through 22 is labeled "Jev" and emits three boxed answers with probabilities. Jev is a decision model from TypeSafe AI, a San Francisco company founded by former OpenAI researcher Diogo Almeida that left stealth with a $40 million seed led by DCVC (DataCamp). It answers three question shapes: choice, score, and a yes/no form that returns a probability. The screen output is that third form, used verbatim, so "a small decision model" is an accurate description rather than a stylized one.

Reed Service Co. is real. Its site places it in Beaumont, Texas since 1974, which squares with the owner reply reading "we are proud to have reached 50 years in service" on a review dated "a year ago." Hill Country Plumbing serving Pflugerville and Austin exists as well (Nextdoor, phone 512-258-0111). Whether a "Dale Kessler" owns it is unverified, and the email's "Oct 5" date matching the upload date suggests a prop built for the clip.

The chronology in the framing is backwards: the software and the capital moved first

The title card says "Codie Sanchez is a $10k workflow" and the transcript says she "sells you a $10,000 community on how to do that." The implied story is that Sanchez monetizes a manual process which AI can now replicate for free. Two primary sources reverse the order.

First, Sanchez funded the software herself, and the video shows the evidence without drawing the conclusion. The LinkedIn post in frame 3 is her BizScout announcement, dated "2yr," consistent with her September 2024 announcement on X. BizScout's press page dates the seed round to April 14, 2026 at $5 million, naming Valor Equity, Karman Ventures, Balaji Srinivasan, Sean Rad, and Bill Perkins, and reports "more than 150,000 registered users," "over 50,000 buyers and sellers" connected, and "220 deals" closed in eighteen months. The off-market data-sourcing layer is the product she backed two years before this clip.

Second, the Contrarian Academy price is not published. The Academy page carries no dollar figure and routes through an "Apply to join" typeform. The $2,000 Acquisition Foundations course has a public price. The $10,000 number circulating in reviews is third-party reporting, and the title card states it as fact.

Third, the private equity instinct in the title is correct and understated. Financial sponsors accounted for 47 of 92 announced HVAC M&A transactions in 2026 year to date, 38 of them add-ons to existing platforms, and PE buyers have acquired roughly 800 HVAC, plumbing, and electrical companies since 2022. The anchor deal is Blackstone's agreement on February 17, 2026 to acquire Champions Group from Odyssey Investment Partners for about $2.5 billion, roughly 18.5 times trailing EBITDA, for a platform with more than 1,800 field technicians. Angus is right that the comments will fill with PE people. The reason is that they are buying the same NAICS code at eighteen times earnings while the video's workflow mails fifty letters.

What the AI compresses is the sourcing step, which was already the cheapest part. Angus says so himself: "This is not even my method, by the way. People have been doing this for years. Without the AI, that's the only part I can take credit for." The hard parts are seller financing terms, diligence on a business with no audited financials, a license transfer, and keeping the crew after the owner leaves. None appear in the six-box pipeline.

Key Takeaways

  • Verified: Every data source named on screen exists as shown. public_150k_plus_240930.csv is on data.sba.gov/dataset/ppp-foia, the Texas franchise dataset carries SOS charter dates, and the DOL Form 5500 datasets cover approximately 800,000 plans and refresh monthly. The 2.5x payroll inversion matches SBA's loan-sizing rule, and the October 1996 charter cutoff is exactly thirty years before the October 5, 2026 post date.
  • Correction: The voiceover says the pipeline checks "current headcounts." The PPP file was last updated October 2024 and encodes 2019 or 2020 payroll. The model's own on-screen text concedes this with "I left PPP JobsReported in as a 2020-era fallback," a line the narration omits.
  • Correction: NAICS 238220 is Plumbing, Heating, and Air-Conditioning Contractors. The narration calls the result "plumbing businesses" while five of the six sample rows are HVAC or mechanical firms.
  • Partial correction: Form 5500-SF covers plans with generally fewer than 100 participants, so the join systematically blanks the largest targets. The model reported 85 headcounts out of 271 rows and named Lochridge-Priest, Engineered Air Balance, Graco and United Chester as blanks.
  • Correction: The title card's "$10k" is not a first-party figure. Contrarian Academy publishes no price and is application-gated.
  • Correction: The causal order is reversed. Sanchez announced BizScout, an off-market deal-sourcing platform, in September 2024, and it raised a $5 million seed on April 14, 2026 with 150,000 registered users and 220 closed deals. The automation layer the video treats as a counter to her was her own bet two years earlier.
  • Context: Private equity accounted for 47 of 92 HVAC deals in 2026 year to date and roughly 800 HVAC, plumbing and electrical acquisitions since 2022. Blackstone agreed on February 17, 2026 to buy Champions Group for about $2.5 billion at roughly 18.5x EBITDA.
  • Unverified: No primary source confirms a "Dale Kessler" at Hill Country Plumbing. The company exists in the Pflugerville and Austin area, and the email's October 5 date matching the upload date points to a prop built for the clip. The "Opus 5.5 Medium" selector and "Hey, early bird" greeting are read off frames 9 and 11 with no vendor page checked.
  • Context: The Texas charter date is an entity registration date, not a founding date. Reincorporations, LLC conversions and mergers reset it, so the thirty-year filter drops old shops that restructured and admits newer operations inside old shells. "Jev" is TypeSafe AI's decision model, and the p = 1.00 and p = 0.66 outputs match its documented probability-returning question type.

Resources

Published October 5, 2026. Writeup generated from a favorited TikTok.