PE-evaluated ideas, deployed as demo sites.

Why it scored well

• 36M US dogs with noise anxiety, zero autonomous devices targeting the therapy use-case — Furbo and Petcube doubled down on remote-interaction features in 2025, leaving the therapy white-space uncontested
• $249 device + $9.99/mo subscription delivers the $2,100 vet-behaviorist protocol (systematic desensitization + counter-conditioning) for ~12% of the cost, autonomously, at 3am when the storm actually happens

What could break

• $105K injection-mold tooling across 3 chassis sizes is the dominant capital + timeline risk; 8–12 week lead time is one-way after kickoff. Phase 3 entry is gated on FCC pre-scan pass + auger-SPL spec hit + treat-jam reliability hit.
• Behavioral-claim defensibility hinges on the SAB-reviewed protocol; without 3 board-certified DACVBs on the advisory board the regulatory positioning (consumer training aid, not medical device) is fragile under FTC scrutiny.

Why it scored well

• 36M US dogs with noise anxiety, zero autonomous devices targeting the therapy use-case — Furbo and Petcube doubled down on remote-interaction features in 2025, leaving the therapy white-space uncontested
• $249 device + $9.99/mo subscription delivers the $2,100 vet-behaviorist protocol (systematic desensitization + counter-conditioning) for ~12% of the cost, autonomously, at 3am when the storm actually happens

What could break

• $105K injection-mold tooling across 3 chassis sizes is the dominant capital + timeline risk; 8–12 week lead time is one-way after kickoff. Phase 3 entry is gated on FCC pre-scan pass + auger-SPL spec hit + treat-jam reliability hit.
• Behavioral-claim defensibility hinges on the SAB-reviewed protocol; without 3 board-certified DACVBs on the advisory board the regulatory positioning (consumer training aid, not medical device) is fragile under FTC scrutiny.

Why it scored well

• Trade-vertical, owner-operator wedge is unoccupied — Levelset owns enterprise filings and LegalZoom owns generic SMB legal, but no one owns fast docs for the 1–10-person trade shop
• $39/mo flat undercuts Levelset ($199+) and matches LegalZoom/RocketLawyer ($39–40) while shipping the trade-specific lien and waiver forms generic legal sites lack

What could break

• Unauthorized practice of law (UPL): doc-generation tools that drift into 'advice' get cease-and-desisted by state bars — gated by 5 attorney UPL opinion letters ($12.5K) before any paid customer
• CAC for trade contractors is notoriously hard via paid digital — bet is ContractorMag/ARI partnership intros at sub-$80 blended CAC; cut-channel trigger if it exceeds

Why it scored well

• 1.73M US trade businesses, 73% have no bookkeeper — empty quadrant between trade-ops, AI-books, and sub-$50 pricing
• $39/mo undercuts Jobber ($129), QBO+Live ($290), and Bench/Pilot ($200–500) by 3–7x while remaining bootstrappable on $35K

What could break

• Red-team memo currently null (synthetic FUND patch in place); no external pitch until the audit gap is closed
• Jobber and ServiceTitan could pivot into the trades-AI-books quadrant within 12–18 months given existing distribution

Why it scored well

• 1.6M+ trade businesses, 73% have no bookkeeper. Real market, real pain
• No funded startup ($10M+) in trades-specific AI bookkeeping at <$50/mo

What could break

• True seed is $35K (GLBA/CFPB compliance costs often missed)
• Jobber ($100M+ funded) could pivot into this gap in 12-18 months

Why it scored well

• Soft-trade verticals (cleaning, painting, pest, lawn-care) are served generically by horizontal SMB tools and treated as desktop afterthoughts by hardhat field-service suites — the operator-led wedge is open right now
• Three stacked moats — vertical scope libraries for four trades, field-first UX designed at 375px first, and 5-state compliance infrastructure — that a generalist would need a year and outside counsel to replicate

What could break

• Competitive window is narrow — hardhat field-service suites have engineering, capital, and GTM motion to ship a soft-trade product within 6–9 months; the Phase 4 trade-pub exclusivity deals are the lock-in answer
• Compliance liability — license-type misrepresentation is a real exposure for operators; gated by $35K compliance review across 5-state contractor licensing plus Sherman Act and TCPA review before MVP ships

Why it scored well

• 1.3M solo service operators lose jobs to bigger firms. Credibility gap, not price gap
• Nobody owns AI-native proposal + pricing intelligence for soft trades (cleaning, painting, pest control)

What could break

• XBuild ($19M, a16z Jan 2026) expanding from roofing into soft trades in 12–18 months
• Pricing cold-start. Crowdsourced flywheel needs onboarding calibration to work at launch

Why it scored well

• Empty wedge between PermitFlow ($91M, enterprise) and Zermit AI (homeowner-marketplace tilt) — Stamped occupies the SMB-trade-pro and DIY-homeowner segment that neither incumbent will price for
• Private template library plus reviewer-checklist depth compound for repeat operators (25–60 permits/year) — switching costs Zermit's marketplace flywheel cannot copy because they monetize the homeowner, not the contractor

What could break

• Zermit AI launched March 2026 in 9 cities including 2 Stamped targets — competitive pressure is in-market, not theoretical; differentiation rests on private-template depth and explicit non-marketplace positioning
• UPL exposure across states + ICC code copyright + Colorado AI Act compliance drove the seed from a $35K napkin number to $132K honest; under-budgeting that surface would have shipped a credibility-eroding deck

Why it scored well

• Shade gap is real and unaddressed. Cakes Body has 3 shades, nobody has 10+. 6–12 month window.
• Cakes Body proved the playbook: $300K angel → $100M+ revenue via TikTok organic.

What could break

• Entire model depends on organic TikTok traction. Paid ads blocked by Meta/TikTok/Google for this category.
• Shade gap closes in 6–12 months if Cakes Body (SKIMS connection) expands their range.

Why it scored well

• 335K+ small practices, $500M+ TAM, OCR enforcement doubled 2024
• Compliancy Group ($75M PE-backed) confirmed NOT building state health dept compliance. White space validated

What could break

• Compliancy Group could build state compliance if they see traction. First-mover speed and association lock-in is the defense
• $150K seed minimum. HIPAA infrastructure + regulatory attorney fees make this non-bootstrappable