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
8
similar startups, last 2 years (25 all-time)
96%
of 3 nearest real companies still alive
yes
8 matching federal grants and programs
Direction supported by government programs and grants
Test it before you build it
$950 · 5 weeks · 15 prospects
Prove in 5 weeks and for $950 that pressure vessel fabricators will prepay $375 per weld qualification dossier and that their Authorized Inspector accepts the delivered package.
Riskiest assumption · A fabricator's quality manager will pay per dossier for an externally assembled qualification package and submit it to their Authorized Inspector under the shop's own stamp, instead of insisting those hours stay with their own engineers.
1Focus group: who and where
Quality or QC manager at a US pressure vessel or process piping fabricator with an ASME U or S stamp and 20 to 200 employees, currently assembling weld procedure and welder qualification packages by hand ahead of an Authorized Inspector visit, a National Board audit or a new contract's code review.
where to find 15 · The ASME certificate holder directory filtered to US U-stamp and S-stamp shops (directory); local American Welding Society section meetings, which restart their monthly schedule in September (community and event); the Eng-Tips boiler and pressure vessel engineering forum, where these exact QC documentation questions get asked (community); FABTECH 2026 in Las Vegas in late October only if the pipeline needs refilling.
2Sell first, build later
A submission-ready weld procedure and welder qualification dossier assembled under ASME Section IX from the shop's own PQRs, WPQs, material certs and calibration records, reviewed by a CWI, delivered ten business days after records handover.
the ask · $750 per dossier, $375 due up front, price locked for 12 months for the first ten shops
a real yes · A real yes is a $375 deposit paid by card or ACH against a dated delivery commitment; 'our AI would never take that' curiosity, requests for a free sample package and compliments at the section meeting do not count
3Small experiments
The first one attacks the riskiest assumption; each ends with a number that says whether to run the next.
1. Prepaid dossier ask calls
$150 · 10 days
Pull 60 U-stamp and S-stamp shops within driving distance from the ASME certificate holder directory and cold-call quality managers until 15 conversations land. Every call ends with the same ask: your first weld qualification dossier for $750, half up front, delivered in ten business days from your PQRs, WPQs, mill certs and calibration records. One founder runs the calls with the script below.
keep going if · 10 of 15 report 30 or more engineer hours per package, and 4 of 15 pay the $375 deposit
2. AWS section pipeline build
$100 · 14 days
Attend two local American Welding Society section meetings in September, give a 5-minute description of the per-dossier service during open floor time, and collect QC manager contacts from stamp-holding shops. This feeds the call list with warm names instead of pure cold calls.
keep going if · 8 qualified QC contacts collected and 4 additional calls booked
3. Inspector acceptance delivery
$700 · 21 days
Hand-assemble the first 3 paid dossiers against ASME Section IX from each customer's records, with a contracted CWI reviewing every package before it ships, and track what the shop's Authorized Inspector does with it at the next hold point. This is the direct test of the card's stated risk that the gatekeeper refuses machine-assembled packages.
keep going if · 2 of 3 delivered dossiers accepted by the Authorized Inspector with at most one revision cycle
4Collect a deposit up front
Tesla took $1,000 refundable reservations for the Model 3 and $100 for the Cybertruck before building either: the deposit is the measurement, not the revenue.
$375
per prospect, refundable
how · An invoice for half the dossier fee, paid by card or ACH against a countersigned one-page scope signed by the quality manager. Chosen because fabrication shops routinely prepay outside services against a scope, and a deposit tied to a dated delivery is the smallest real commitment this buyer can make. set up: Stripe Invoicing ↗
what it reserves · One of ten first-cohort slots, the $750 price locked for 12 months, and a ten-business-day delivery clock that starts at records handover
refund · Refunded in full if the shop cancels before sending records or if the Authorized Inspector rejects the package after one revision cycle.
target · 4 deposits of $375 from 15 conversations within 21 days
before taking money · Never sign or certify code compliance yourselves: every package ships under the fabricator's own quality program with a contracted CWI or PE review before it reaches the Authorized Inspector.
Go: build it if
4 paid deposits from 15 conversations and 2 of the first 3 delivered dossiers accepted by the Authorized Inspector within 5 weeks
Kill: stop if
Fewer than 2 deposits from 15 conversations, or Authorized Inspectors reject or escalate 2 of the first 3 delivered packages
5 Scripts to run itoutreach message, landing copy, deposit terms · click to open
outreach message
Your quality engineer loses most of a week assembling each weld procedure and welder qualification package before an Authorized Inspector visit. I build that dossier for you: send PQRs, WPQs, mill certs and calibration records, and you get a submission-ready ASME IX package in ten business days, reviewed by a CWI before it leaves. First dossier is $750, half up front, refunded if your inspector rejects it. Can you give me 20 minutes this week to walk through one live package?
landing page
Weld qualification dossiers in ten days, not three weeks. $750 per package: your records in, a CWI-reviewed, submission-ready ASME IX dossier out, $375 due up front. Reserve one of ten first-cohort slots.
deposit terms
You pay $375 now and the remaining $375 on delivery. The deposit reserves one of ten first-cohort slots, locks the $750 price for 12 months, and starts a ten-business-day delivery clock the day we receive your records. It is refunded in full if you cancel before sending records or if your Authorized Inspector rejects the package after one revision cycle.
Would you run this test?
One tap. The yes-share feeds the Demand pillar of this idea's score; nobody sees who answered.
Budgets are out-of-pocket estimates for a team of one to three, US market. Size the deposit to the deal, and check the terms before taking money in a regulated line.
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 42.0 x 1.61
Active
competition: more crowded than 69% of ideas · headwind x0.65
+2.2
government priorities, secondary (7 matching grants)
Trend
62
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 sector31
- 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): 25 all-time, 8 from the last two years. Same matching as Idea Check.
BuildZoom is a better way to remodel. We connect homeowners to the…
The BlackRock of collectibles
Legora for physical engineering firms
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.
The new American reinsurance company.
Building the open operating system for the automated physical economy.
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.
8
grants and programs matching the idea
313
startup-relevant grants in Robotics and physical world
$320M
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: Memtransistor with Enhanced Functionality Enables Energy-efficient AI Hardwareawardmedium relevance
National Science Foundation · EPMQD: Electronic, Photonic, M · $281K · posted 2026-09-10
- 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 · 78 → 61 → 207 → 130 → 152 new companies 2022 → 2026 · 89% aliveYC F26 live: 19 in this cluster, 15% of the batch (was 14% in S26)Since February, of 252 YC companies here: 2 acquired, 3 shut down, 35 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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