New startup ideas · Physical world · Robotics and physical world
startup idea
Attestly
An agent that builds the qualification dossier for regulated physical work, priced per dossier.
Attestly is an agent service for owners and contractors in nuclear, pressure equipment, aerospace and heavy infrastructure.
- AI agent as a service
- Enterprise
- $100B+ market
- Collapses a cost 10x
- Global from day one
3/5
venture judge
9
similar startups, last 2 years (23 all-time)
96%
of 3 nearest real companies still alive
yes
7 matching federal grants and programs
Direction supported by government programs and grants
Scorecard
One score that balances how trendy the idea is, the demand for it and its potential for 100x, with competition measured relative to every other idea in the catalog. Recent startup trends first, government priorities second.
68
Idea Score, 0-100 · raw 41.7 x 1.64
Active
competition: more crowded than 69% of ideas · headwind x0.65
+2.2
government priorities, secondary (7 matching grants)
Trend
61
Is the wave forming now? 2025-26 entrants vs 2023-24, rounds since 2025, the sector's live-batch direction, the 2026 trend analyst.
- Entrants 2025-26 vs 2023-24 (similar companies)68
- Rounds announced 2025+ in the sector25
- Sector direction (live batch)100
- 2026 trend analyst50
Demand
77
Does anyone want it? YC's current RFS, companies already paid for something similar, the operator judge, founders' yes-rate in decks, readers who would run the test.
- YC asks for it (current RFS: idea / sector)30
- Someone already pays (similar companies, recent / all-time)100
- Operator judge: real pain100
100x potential
47
Can it return a fund? The venture judge (double weight), market-size and moat axes, neighbours still alive, the technologist judge.
- Venture judge50
- Market size axis100
- Moat axis20
- Neighbours still alive39
- Technologist judge25
Score = 100 x cbrt(Trend x Demand x 100x) x (1 - 0.5 x crowding) + government bonus (max 5), calibrated so the 95th-percentile idea scores 90 (order never changes). A geometric mean: a weak pillar cannot be papered over. Percentiles are among the 272 ideas in the catalog; the terms matched were builds, qualification, dossier, regulated, physical, priced, owners, contractors.
The idea in full
- What
- Attestly is an agent service for owners and contractors in nuclear, pressure equipment, aerospace and heavy infrastructure. It ingests drawings, weld and non-destructive test records, material certificates, calibration files and test data, reads the governing code and specification, and assembles the qualification and inspection dossier that quality engineers now spend weeks per package producing. Customers pay per completed dossier at roughly a tenth of the engineering hours it replaces, with a named engineer reviewing before sign-off.
- Why now
- The FHWA Advanced Digital Construction Management Systems programme (FY2022-2026) is pushing owners onto digital documentation, so the source records are finally machine-readable, and Salem Robotics Inc (yc S26) is putting robots into nuclear and hazardous inspections that emit structured data instead of clipboards. Torus (yc S26), pitched as Legora for physical engineering firms, shows these buyers now accept AI inside engineering documents.
- Wedge: first customer and entry point
- One pressure vessel fabricator or nuclear services contractor, sold founder to founder, on a single dossier type: weld procedure and welder qualification packages under one code. Two people can deliver the first ten packages half by hand while the models learn the shape of an accepted file.
- Path to 100x
- Qualification, inspection and quality documentation labour across energy, aerospace, construction and heavy manufacturing runs well past 100 billion dollars a year worldwide, and this cuts the cost per dossier about tenfold. The scaling story is a new category: the corpus of accepted dossiers across codes and jurisdictions eventually becomes what insurers and regulators check against, though that asset does not exist on day one.
- Ceiling
- No moat yet is the honest state, so general models improve, any competent team copies the workflow, and pricing sags to services rates unless the accepted-dossier corpus compounds fast.
- Closest real companies, as the generator saw them
- Torus is closest, building an AI workspace for physical engineering firms; Attestly is narrower, priced per delivered dossier rather than per seat, and owns the regulator-facing output. Dawn Industries diagnoses and fixes automation cells and never touches certification paperwork.
- Main risk
- The authorised inspector or notified body refuses to accept a machine-assembled package, so the customer pays for the human hours anyway.
Five judges
Each judge scores every idea in the catalog with a named rubric; the venture judge decides whether a card is shown at all (4-5 is venture-grade).
Venture investor
3/5
$100B+ documentation labour and 10x cost collapse are real, yet per-dossier pricing with a named engineer reviewing reads as services until the corpus compounds.
Bootstrapper
5/5
Two people can hand-deliver the first ten weld qualification dossiers to a fabricator already paying quality engineers weeks per package.
Operator
5/5
Quality engineers already burn weeks per weld qualification package and the fabricator owns that labour budget, so per-dossier pricing bills against hours already paid.
Technologist
2/5
The card concedes no moat yet: document assembly over readable records is a general-model workflow any competent team copies.
Risk
3/5
Regulator-facing output is real footing, but the authorised inspector or notified body is one gatekeeper who can reject every dossier.
trends
3/5
Fits the AI-Native Compliance Infrastructure RFS and compliance-copilot term surge, but vertical agents fell from 33% to 25% of the batch - crowded lane.
Similar startups in the directory
Companies whose pitch matches most of the idea's terms (builds, qualification, dossier, regulated, physical, priced, owners, contractors): 23 all-time, 9 from the last two years. Same matching as Idea Check.
BuildZoom is a better way to remodel. We connect homeowners to the…
Legora for physical engineering firms
The investment platform for sports & trading cards
Insurance risk layer for physical AI
AI Infra for real-time vision applications
AI manager for physical stores
They are repurposing oil and gas wells into the lowest cost, greenest, and most flexible energy storage in North America.
RAKE ML - Physical Underwriting for Commercial Roof Risk
On-demand building maintenance
7A combines strong geoscientific expertise with advanced technology to predict flooding with high granularity – enabling insurance companies to optimize pricing models based on actual climate risk for individual buildings, optimizing their strategies in the face of climate uncertainties.
Turning America’s supply chain inefficiency into infrastructure.
The Modern Surety Bond Platform
The generator's reference companies
Real companies the model named as closest when it wrote the card, with their fate. A check mark is a company the radar could verify in its directory.
Public money in this direction
US federal grants, SBIR/STTR awards and open opportunities from the radar's public-money feed, matched to the idea's terms; the sector totals give the context.
7
grants and programs matching the idea
284
startup-relevant grants in Robotics and physical world
$260M
awarded in the sector, tracked
3
opportunities open now in the sector
- I-Corps: Translation Potential of an Artificial Intelligence (AI) Surrogate for Coastal Storm Surge and Water Level Forecastingawardhigh relevance
National Science Foundation · I-Corps · $50K · posted 2026-08-19
- SBIR Phase II: Advanced Manufacturing for Aerogels for Battery Safety Applicationsawardhigh relevance
National Science Foundation · SBIR Phase II · $1M · posted 2026-08-04
NIH / NIA · SBIR phase I · $400K · posted 2025-09-15
- Strategic Design Principles to Leverage Power and Water Infrastructure Decentralization for Private and Public Benefitsawardmedium relevance
National Science Foundation · ISP-Infrastructre Systms & Ppl · $455K · posted 2026-08-18
- Collaborative Research: An Explainable AI Environment for Adaptive Learning and Practice of Quantum Computingawardmedium relevance
National Science Foundation · Cyberlearn & Future Learn Tech · $365K · posted 2026-08-13
- Dynamic Catching and Throwing by a Humanoid Exploiting Multimodal Sensing, Impact, and Whole-Body Locomotionawardmedium relevance
National Science Foundation · FRR-Foundationl Rsrch Robotics · $652K · posted 2026-08-12
- Powder-decorated Laser Powder Bed Fusion: Understanding Spattering Suppression Towards Additive Manufacturing of High-performance Metallic Materialsawardmedium relevance
National Science Foundation · AM-Advanced Manufacturing · $420K · posted 2026-07-08
Market signal
What the radar sees in Robotics and physical world: new companies by cohort year, the forming YC batch, and outcomes since the February snapshot.
Robotics and physical world · 77 → 60 → 202 → 133 → 120 new companies 2022 → 2026 · 91% aliveYC S26: 32 in this cluster, 13% of the batch (was 6% in X26) (F26 is still forming: 21 listed)Since February, of 253 YC companies here: 2 acquired, 3 shut down, 33 rewrote their pitch
Design attributes
The card is one cell of a designed set: every axis below was chosen before the text was written, and the text had to realize it.
- Buyer
- Enterprise
- Business model
- AI agent as a service
- Path to 100x
- Collapses a cost 10x
- Market size
- $100B+ market
- Capital intensity
- Capital-light (software margins)
- Speed to revenue
- Revenue in 1-3 years
- Technical depth
- Deep tech: ML, hardware, bio
- Go-to-market
- Founder-led sales
- Moat
- No moat yet
- Geography
- Global from day one
- Regulation
- Heavily regulated
- Vibe
- Hot space
Listed under
An idea sits in its own sector and in any sector its text clearly touches.
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Fictional company written 2026-08-22 from MarkosWeb data; the companies, grants and numbers around it are real and tracked. Treat the idea as a research prompt, not a plan.