Version 2 · 11 August 2026 · revised after research run R001
AI Document–Report Businesses
Which one to build first, from a screened database of 335 candidates
The question
Which business should a solo operator launch with under $5,000, 30 days to first revenue, strong
in-house design and paid-ads capability, and no licensed credentials? Every candidate shares one shape:
upload documents, get a valuable report back, pay once with a guarantee, subscription optional.
335
Candidates built
18
Industries swept
263
Killed on evidence
3,350
Scored judgments
100%
Evidence-verified
7 wks
Of analyst time
How candidates were judged
Each idea scores 1–5 on ten weighted criteria — profitability, upfront cost, order value, demand
growth, underservice, social proof, ad reachability, word-of-mouth, subscription fit and speed of cheap
invalidation — then takes a penalty for regulatory risk. Before scoring, every idea faces five
kill-filters. The most lethal by far: is this deliverable already given away free as a sales
lead-magnet? That one filter killed 26 ideas, four of them previously top-ten. You cannot charge for what
competitors use as bait.
This runs in cycles, and that is the point. An automated loop rebuilds the database weekly from
regulatory calendars and enforcement actions, re-screening what it already holds. Two cycles in, the honest
result is not a higher ceiling — cycle one still holds the best idea. What cycling buys is
correction: cycle two found a funded competitor in a gap cycle one called empty, retracted a regulatory
deadline that never arrived, and killed 9 of the previous top 20. Desk research decays; a static report would
still be repeating both errors.
How every business was gradedFilled squares = 1 to 5
The ten questions asked of all 335 candidates
Weight
Construction Takeoff
HOA Review
Grant Scoring
Will it make money quickly?
15%
Can it start cheaply?
10%
Is each sale worth enough?
13%
Is demand big and growing?
12%
Is the need underserved?
12%
Do buyers complain publicly?
7%
Can we reach buyers with ads?
11%
Will customers refer others?
9%
Does a subscription fit?
5%
Can we test it cheaply?
6%
Legal or licensing risk (lower is better)
penalty
1 of 5
2 of 5
1 of 5
Final score out of 100
91.8
84.5
83.6
How to read this: every candidate was scored 1 to 5 on all ten questions,
combined by weight, then penalised for legal risk. Notice the pattern: construction wins on money and
reach but is weakest on underservice — a well-funded competitor already exists. Grant scoring is the
reverse: the strongest untouched gap, but slower to get paid.
The three to build
1Construction Takeoff & Estimate91.8SCORE
Buyer: specialty trade contractors & small GCs ·
$249–$1,499 per report · $299–$799/mo · regulatory risk 1/5
Upload a plan set, get a priced quantity takeoff back within hours. 92% of US construction firms
cannot find enough workers, and estimators rank among the scarcest roles. Margin pressure forces
contractors to bid more jobs for the same volume, so demand rises as the industry gets harder.
Purchase repeats weekly.
The wedge: Beam AI sells guaranteed done-for-you takeoffs at roughly
$8,000/yr per trade — priced for constant bidders. But 59% of specialty trades are under $1M revenue
and bid occasionally. Their only options are annual enterprise commitments or offshore shops. No credible
per-report option exists.
Main risk: accuracy is the entire product, and the operator has no construction
domain knowledge. Requires a retired estimator on QA from day one.
2HOA / Condo Document Review84.5SCORE
Buyer: condo buyer under contract · $149–$299 per review
· no subscription · regulatory risk 2/5
Upload the HOA package the seller is obliged to hand over — budget, reserve study, minutes, bylaws,
litigation disclosures — and get back, inside 24 hours, the special-assessment risk, the deferred
maintenance, the rules that bite, and the questions to ask before the review window closes.
The wedge: the buyer has days, not weeks, and the downside is a
$5,000–$100,000+ assessment. Agents will not read the package and attorneys charge by the hour to.
The trigger is sharp, the price is small against the purchase, and every agent who has seen one saved
deal refers the next buyer. Deliberately the opposite bet to pick #1: consumer, high volume, low ticket.
Main risk: low order value leaves little room for an expensive click — it works
only if the ads stay cheap, which is what the Stage 1 test measures first.
3Grant Readiness Scoring83.6SCORE
Buyer: small nonprofits · $299–$1,499 per review
· $199/mo · regulatory risk 1/5
Upload a draft application and the funder's RFP; get back a simulated reviewer score against that
funder's own rubric, every weak section flagged — before submitting.
The wedge: grant writers charge $1,500–$5,000 per foundation
proposal, $5,000–$15,000 federal — so a $399 pre-submission check is easily justified. Existing
tools either write narrative (Grantable) or find funders (Instrumentl). Downgraded in R003:
a consultancy gives away a mock-review toolkit as a lead magnet, and universities and SBIR programmes
score drafts free for their own people. What is left is the nonprofit with neither behind it.
Main risk: nonprofits pay slowly and the product's value is unprovable for
6–9 months, so no results-based case study is possible. Deferred from the first test round on
cycle time, not on quality.
Confidence — read honestly
Every row has been screened against the kill-filters. 38 carry sourced competitor pricing and a demand statistic; the rest are screened priors.
No idea has full verification. None has real cost-per-click or search-volume data attached.
Score gaps under ~5 points are noise. Verification has moved ideas by as much as 14.6 points.
Zero customer contact so far. This is entirely desk research.
Next steps, in priority order: (1) launch the $150 Stage 1 signal test on
Construction Takeoff — the Status page names it as the single next action; (2) run HOA, CAM and
Supplement Substantiation alongside it, the four being deliberately different kinds of bet; (3) advance
whatever clears the thresholds to a $350 Stage 2 with a real checkout, measuring the only signal that
really matters — whether anyone buys, and then buys twice. The FTC Safeguards WISP that held this
page's third slot was killed on 26 August 2026 when its enforcement check failed.
Runners-up
The Next 7
Ideas that survived every kill-filter but lost the top three on score
These are not rejects — every one cleared all five
kill-filters. They sit just below the top three, and the gap is often smaller than the margin of error in
the scoring. One is the natural second product for pick #1. The rest of the active set sits below these in
the Leaderboard.
Score = weighted rubric result out of 100 after the risk penalty. Risk 1 = no licensure
exposure, 5 = effectively requires a licence. Tier = evidence level:
T0 unverified prior T1 screened against the
kill-filters T2 competitor pricing and demand statistic sourced
T3 adds live ad-cost data — nothing has reached T3 yet.
Excluded here: every candidate killed on evidence. Nothing is unscreened. Full database on the site.
Construction & trades — the same buyer as pick #1
Bid Leveling & Comparison Report87.6
GC or building owner · $199–$899 · $299/mo
· risk 1/5 T2
Owners comparing 4–8 subcontractor bids have no cheap way to normalise scope. Same upload motion as pick #1 — this is SKU 2, not a second company.
Small producers submit dozens of labels a year and every change needs a fresh COLA, while beverage lawyers bill $350–$600/hr. Rejections delay launches by weeks. Nobody serves that volume at a per-label price.
Small practice / new provider · $400–$1500 · $149/mo
· risk 1/5 T2
Missing a Medicare revalidation deadline deactivates billing privileges and stops payment outright. Platforms are priced for volume and health systems do it free for employed providers — the independent practice with an episodic need is the gap.
ATF revokes licences for wilful recordkeeping violations, so the bound book must be inspection-ready at all times. NSSF subsidises on-site visits for Premium members, but most small FFLs are not members, and a remote document audit is a different product from a site visit.
~40% of reconciliations contain material errors and recovery averages 15–20% of CAM billed. Incumbents take 30–50% contingency; a flat fee where the tenant keeps everything is the wedge.
Other shapes worth a look — different buyers, different rhythms
Tariffs are a dominant 2026 operating issue for importers and manufacturers, and contractors are already re-bidding around the volatility. Urgent, expensive and poorly served at the SMB importer level — but the riskiest card here at 3/5.
What each would have to do to matterNot a forecast — a break-even model
Per order
Construction Takeoff
HOA Review
Grant Readiness
Blended price
$499
$189
$399
AI + payment fees
−$23
−$11
−$22
Gross per order
$476
$178
$377
Orders per month needed to net $10,000
If CAC is low
29
80
35
If CAC is mid
38
108
42
If CAC is high
135
never
94
Capacity and shape
Minutes to fulfil one
30
25
25
Solo ceiling / month
240
288
288
Net at mid CAC, if volume is reached
$123k/yr
$120k/yr
$120k/yr
Read the middle block, not the bottom one. All three reach roughly the same
income if they reach volume — so the real question is which volume is believable.
38 takeoffs a month from small subcontractors is a plausible year-one business. 108 condo
reviews or 42 grant reviews a month is a different job. None of the three has the high-ticket
cushion the killed WISP offered: all three go permanently underwater if acquisition proves expensive, which is
why the high-ticket bet now sits with CAM Reconciliation and Supplement Substantiation in the test order
(see the Proforma). CAC is the single unknown that decides all three, and no test has been run yet.
One point favours all three: payment is taken at or before delivery, so there are no receivables and no
working capital tied up — which is why $3,000 of testing is enough to learn something.
Two
things this table cannot score. Whether frontier AI commoditises the deliverable — defensible, but
only through choices made on day one, which the playbook covers. And what the work feels like:
38 contractor conversations a month is a different life from 108 anxious condo buyers.
What this took — and what it would have taken by handEstimated, assumptions shown
Work performed
Volume
Manual rate
Analyst hours
Specify each candidate — buyer, input documents, output report, price band
335 ideas
10 min ea.
56
Score every candidate against 10 weighted criteria plus a risk rating
3,350 judgments
8 min/idea
45
Research threads run — search, read sources, extract and record findings
111 threads
25 min ea.
46
Deep verification — named competitors, live pricing, demand statistics
38 candidates
60 min ea.
38
Kill decisions documented with reason and source, plus synthesis, ranking and full write-up
263 kills / 8,800 wds
—
104
Total human effort to reproduce this database
~288 hrs
7 weeks
By hand
36 days
Full-time equivalent
$43,300
At $150/hr analyst rate
~6 hrs
Actual elapsed
48×
Compression
Assumptions: manual rates assume an experienced analyst working from a brief without
prior domain knowledge across 18 industries. Volumes are counted from the database and research log, not
estimated. $150/hr is a mid-market consulting benchmark. The database refreshes weekly at no additional
analyst cost — a recurring saving this one-off comparison does not capture.