8 AI operational audits across 8 industries — every inefficiency we discovered, the verbatim pain, the quantified waste, and the AI opportunities we mapped. This is the audit, nothing else.
Quickest way to find a relevant audit finding for a cold email. Full detail and angles below.
| Industry | Scale | Waste found / yr | The headline finding |
|---|---|---|---|
| Real estate group | 100+ staff, 6 offices, 800 sales/yr | $957,600 | 2,987 appraisal leads + 1,100 sales opportunities never followed up |
| Youth sports / coaching | ~6 staff, ~600 clients, $500–600K rev | $378,000 | 60–75% of revenue eaten by founder admin; 3 hrs to onboard each client |
| Boutique placement agency | 10 staff, 300–400 families/yr | $252,760 | Customers paying providers cash direct; only ~1 in 3 ever invoiced |
| Immigration / visa firm | 8 staff, 30–40 active matters | $208,000 | Whole practice run on Excel + notepads; docs re-requested |
| NDIS / disability support | ~50 staff, 4 entities | $120,000 | Owner builds tomorrow’s roster by hand 3–5 hrs/day, 7 days a week |
| B2B product distributor | 8–9 staff, 4 field reps | $104,000 | Reps servicing $5–7K accounts instead of winning new ones |
| Marketing agency | 2 founders + 5 contractors | $92,560 | Founder bottleneck — capped at 1–2 new clients at a time |
| Construction / manufacturing | 38 staff, enterprise tools | $67,600 | Core systems don’t talk; orders re-keyed, invoices double-paid |
Names withheld under NDA — use the industry framing in outbound. Every line is a real finding from the audit.
“How many appraisal enquiries from the last 2 years have zero follow-up in your CRM? For one agency it was nearly 3,000.”
“If a single sale takes ~380 steps, how many of those hours could AI do? We measured 19 per sale — 15,200 hours a year at 800 sales.”
60–75% of revenue on a $500–600K business was founder admin. A 2-week build returned $156K/yr of reconciliation time on its own.
“If you run a service business off your phone and your memory, how many customers slip through between cycles? One operator was losing 50–60 a term.”
“We found $378K of admin waste on a $550K business — almost all of it founder time. Want to see where?”
A single automation recovered $47,923/yr in a 0.5-week build — paying for the whole audit several times over. Total projected value: $721,609/yr.
“If customers can pay your people directly, how much revenue never gets invoiced? We found one agency only billing 1 in 3.”
“Running recruitment for thousands of applicants in a spreadsheet? That was 30 hrs/week of two people’s time.”
“If your team runs cases on spreadsheets, they’re re-requesting documents you already have. One firm: $104K/yr in chasing alone.”
“An AI that reads what’s come in and tells you exactly what’s still missing — for document-heavy practices that’s the whole game.”
The recommended new stack was actually cheaper than what they were already paying — net −$1,892/yr once the abandoned $6K subscription was cancelled. Cheaper and it returns 28 hrs/wk of executive time.
“If the owner is building the roster by hand every day, that’s ~28 hours a week of the most expensive time in the business.”
“NDIS is funded — the budget objection disappears. The win is owner time and faster lead response.”
“If your reps won’t log activity, you’re flying blind. We found $83K/yr of reps servicing tiny accounts instead of growing.”
“AI that auto-qualifies leads and flags accounts going quiet — built for teams selling through a network.”
“If onboarding a client takes you 6–8 weeks of founder time, that’s your growth ceiling — not your sales.”
“We mapped a founder-led agency from 7 to 14 staff without adding founder hours. Want the plan?”
“Paying top-tier software prices for tools that don’t talk to each other? That gap is where the money leaks — re-keying and double-paid invoices.”
“If a person quit and your project setup broke, your process was the person. AI moves that data instead.”
It’s all audit findings — no dev or MVP stories. Everything here is something an AI operational audit discovered and quantified. That’s the only thing we’re selling: we find the waste, then map where AI fits.
Lead with the number, then the relevance. Open with a specific, surprising finding from the prospect’s own vertical (“nearly 3,000 leads with no follow-up”, “$83K/yr of reps on tiny accounts”) → one line on why it applies to them → soft CTA to the audit.
Keep the names out. All 8 audits are under NDA — always use the industry framing (“a real estate group”, “a B2B distributor”), never the company name, until signed releases are in. Named, video case studies are being recorded now and will follow.
Match the vertical. Use the cheat-sheet to grab the closest industry to whoever you’re emailing — relevance beats the size of the number.