New startup ideas · AI and software · Horizontal AI assistants

startup idea

Registrum

Federated agent network for public agencies: every resolved case trains every jurisdiction.

Registrum runs caseworker agents for public agencies (permit review, benefits eligibility triage, procurement document checks) inside a sovereign compute enclave the agency controls.

AI agent as a service
Government and public sector
$10-100B market
Network effects, winner takes most
Global from day one

4/5

venture judge

similar startups, last 2 years (5 all-time)

95%

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

$2,500 · 6 weeks · 15 prospects

For $2,500 and 6 weeks, prove a city licensing director will issue a $2,500 purchase order for per-case business permit renewal pre-checks under small-purchase authority, before any enclave or agent is built.

Riskiest assumption · A city licensing director will pay per case for agent pre-checks under existing small-purchase authority within one budget quarter, rather than routing even a $2,500 pilot into an RFP cycle that outlasts the runway

1Focus group: who and where

Licensing or permits director at a US city of 100,000-500,000 residents, sitting on a multi-week backlog of business license renewals that one or two clerks check line by line against a published rulebook, with authority to spend up to $5,000-$25,000 without council approval

where to find 15 · ELGL (Engaging Local Government Leaders) online community (community); the ICMA member directory and the ICMA 2026 Annual Conference in October (event); state municipal league annual conferences such as the Texas Municipal League's October meeting (event); cities running Accela or Tyler Technologies permitting systems, identifiable from published contract awards and vendor case studies (list)

2Sell first, build later

A 60-day pilot pre-checking the city's next 500 business license renewals against its own published rulebook, delivered as a per-case checklist into the clerk's queue, with an accuracy report at day 60, run on infrastructure the city controls. Start within 30 days of the PO.

the ask · $2,500 flat per pilot, then $3 per case handled

a real yes · A real yes is an issued purchase order or a signed LOI with a start date and two named clerk users; a director's enthusiasm, an invitation to answer a future RFP, or an unpaid trial are noes

3Small experiments

The first one attacks the riskiest assumption; each ends with a number that says whether to run the next.

1. Fifteen licensing director calls
$600 · 14 days
Join ELGL, pull licensing and permits directors from the ICMA directory and from Accela and Tyler customer cities, and book 15 calls. Founder pitches the $2,500 flat pilot in the first call with a one-page scope and asks the closing question directly: can you buy this under your small-purchase authority, or does anything per-case go to RFP?
keep going if · 6 of 15 directors confirm a renewal backlog of 2 weeks or more, 5 of 15 book a scoping session with their chief clerk, and at least 4 of 15 confirm a $2,500 PO needs no RFP
2. Public-records shadow triage
$400 · 12 days
File public records requests for 25 decided business license renewals in one target city, hand-check each against that city's published renewal rulebook, and write a one-page agreement report. Present it to the directors from experiment 1 as proof the rulebook is machine-checkable.
keep going if · Hand triage matches the clerk's decision on 22 of 25 cases, and 4 of 8 directors who see the report ask for the pilot paperwork
3. PO or dated LOI close
$1,500 · 30 days
Send the one-page pilot scope and a quote formatted for a purchase order to every director who took a scoping session, follow up twice, and visit the two most engaged city halls in person. Where a PO cannot issue in time, ask for a signed LOI with a start date and two named clerk users.
keep going if · 2 of 12 offered agencies issue a $2,500 purchase order or sign a dated LOI within 30 days of the offer

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.

$2,500

per prospect, refundable

how · A purchase order for the $2,500 pilot signed by the department head under existing small-purchase authority, the one instrument a city buyer can execute in weeks; where the PO cannot clear in time, collect a signed LOI with a dated start and two named clerk users instead

what it reserves · One of three fall 2026 pilot slots, pre-checks on the city's first 500 renewal cases, and a $3 per case founding price locked for the first year after the pilot

refund · If the pilot has not started within 60 days of the PO date, the invoice is cancelled and nothing is billed

target · 2 purchase orders or dated LOIs from 12 offered agencies within 45 days of the first call

before taking money · This is a government buyer: keep every paid engagement under the city's small-purchase threshold so no RFP or council vote is triggered, and do not touch applicant PII before a signed data agreement.

Go: build it if

2 purchase orders or dated LOIs in hand, at least 4 of 15 directors confirmed no RFP is needed at $2,500, and hand triage matched clerk decisions on 22 or more of 25 cases

Kill: stop if

0 POs or LOIs after 12 offers, or 8 or more of 15 directors say any per-case engagement must go through an RFP regardless of size, or hand triage matches fewer than 18 of 25 clerk decisions

5 Scripts to run itoutreach message, landing copy, deposit terms · click to open

outreach message

Business license renewals pile up in your office while a clerk checks each one against the same published rulebook. I am building an agent that pre-checks every renewal against your own rules, on infrastructure your city controls, at $3 per case. Right now I am running 60-day pilots priced at $2,500 flat, sized to fit under small-purchase authority so no RFP is needed. Could I get 20 minutes this week to walk through your renewal checklist with you?

landing page

Renewals pre-checked before a clerk opens the file $2,500 covers a 60-day pilot on your next 500 business license renewals, priced to fit under small-purchase authority Request the one-page pilot scope and PO-ready quote

deposit terms

Your purchase order for $2,500 reserves one of three fall 2026 pilot slots and covers pre-checks on your city's first 500 renewal cases over 60 days, with a $3 per case founding price locked for year one afterward. If the pilot has not started within 60 days of the PO date, we cancel the invoice and nothing is billed. No case data leaves systems your city controls.

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.

Idea Score, 0-100 · raw 28.8 x 1.61

Open

competition: more crowded than 6% of ideas · headwind x0.97

+3.6

government priorities, secondary (33 matching grants)

Trend

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)3
Rounds announced 2025+ in the sector0
Sector direction (live batch)0
2026 trend analyst25

Demand

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)42
Operator judge: real pain25

100x potential

Can it return a fund? The venture judge (double weight), market-size and moat axes, neighbours still alive, the technologist judge.

Venture judge75
Market size axis67
Moat axis100
Neighbours still alive81
Technologist judge75

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 federated, network, public, agencies, resolved, case, caseworker, permit.

The idea in full

What: Registrum runs caseworker agents for public agencies (permit review, benefits eligibility triage, procurement document checks) inside a sovereign compute enclave the agency controls. Case data never leaves the jurisdiction; what crosses the network is validated procedure patterns and outcome signals, so a permit decision pattern proven in one city improves the agent in the next. Agencies pay per case handled, not per seat.
Why now: Three NSF streams in this cluster fund exactly the missing pieces: 'A New Incentive Design Theory for Learning Agents in Federated Population Games' at ~$530k, 'Collaborative Research: RI: Conditioning Uncertainty on Epistemic Context in Human-AI Communication' at ~$941k, and 'SBIR Phase I: Agentic Artificial Intelligence System' at ~$305k. Of 282 tracked companies in this cluster, the recent cohort is entirely consumer, SMB and enterprise assistants, with no one aimed at public casework.
Wedge: first customer and entry point: One mid-size national agency plus one municipal permits office, single case type: business permit renewals, where the rulebook is public and the outcome is checkable.
Path to 100x: Global government administrative case processing and BPO is a $10-100B spend, and per-case pricing captures the labour line directly rather than a software budget. The network effect is the whole company: each jurisdiction's validated procedures raise accuracy for every other, so the agency that joins the largest network gets the best agent, and the second network cannot catch up on case volume.
Ceiling: If regulators forbid any cross-border learning signal at all, Registrum degrades into a per-country systems integrator with no compounding advantage.
Closest real companies, as the generator saw them: Almanac ('The AI that knows your company') and Dock build shared corporate context but assume one organisation and commercial data handling. Tasklet has agents owning work with no enclave, no jurisdictional isolation and no cross-tenant learning protocol.
Main risk: Public procurement cycles run longer than the R&D runway, and the first three agencies each demand a bespoke enclave that never amortises.

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
4/5
Per-case pricing on a $10-100B government BPO line with cross-jurisdiction learning is genuine compounding defensibility, though procurement cycles may outrun the runway.
Bootstrapper
1/5
Sovereign enclaves plus public procurement cycles longer than the runway means years of spend before the first agency pays.
Operator
2/5
Public procurement cycles outrun the runway and the value only appears once many jurisdictions join, which is the whole industry moving first.
Technologist
4/5
Cross-jurisdiction procedure transfer inside sovereign enclaves is genuinely hard federated engineering whose accuracy compounds per case, though the learning signal is legally fragile.
Risk
2/5
Cross-border learning signal is the entire moat and any regulator forbidding it collapses the company into per-country integration work.
trends
2/5
The why-now is three NSF awards, which the rubric caps at one secondary point; federated public casework itself rests on no dated 2025-2026 shift.

Similar startups in the directory

Companies whose pitch matches most of the idea's terms (federated, network, public, agencies, resolved, case, caseworker, permit): 5 all-time, 0 from the last two years. Same matching as Idea Check.

Arctasef EF New York 2024 · 2024 · Commerce and marketplacesalive
Government contracting automation for small businesses.
Heymirza500global 500G GA 29 · 2021 · Fintechalive
Developer of a fintech platform designed to deliver tax-efficient employer stipends to a network of caregivers. The company's tools integrate family financial planning and childcare funding, and also provide assistance in corporate policies for parental leave, fertility options, and modern parenting advice for employees, helping working professionals to work towards achieving their financial goals.
Untapef EF London 2021 · 2021 · Healthcare and bioalive
Wastewater pathogen monitoring for public health.
Markerly500global 500G GA 5 · 2012 · Commerce and marketplacesalive
Operator of an influencer marketing platform designed to connect brands with people. The company's platform helps to build a marketing network with full campaign management capabilities and influencer CRM (Customer Relationship Management) tools, enabling clients to create authentic experiences and persuasive repurposable content.
neeboorplugandplay · Consumeralive
neeboor is an open and casual location based social app lets your living area more hackable✌️

Run this as an Idea Check →

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.

grants and programs matching the idea

startup-relevant grants in Horizontal AI assistants

$72M

awarded in the sector, tracked

opportunities open now in the sector

VINES: Track 2: OMNISCIENT: Enabling BVLOS for On-demand Mission Critical Aerial Networks through Self-adapting NextG IAB Meshawardhigh relevance
National Science Foundation · TIP-CHIPS KTA-6 Communications · $5M · posted 2026-09-18
Project VELA: A Cloud-Based, Model-Agnostic Federated Query Tool to Enable Scalable, Inclusive Multi-Site Research Across Health Systemsawardhigh relevance
NIH / NIMHD · SBIR phase I · $307K · posted 2026-08-28
I-Corps: Translation Potential of Explainable Artificial Intelligence (AI) for Satellite-Derived Nearshore Bathymetry and River Profilesawardhigh relevance
National Science Foundation · I-Corps · $50K · posted 2026-08-19
I-Corps: Translation Potential of a Remote Monitor and Alert System for Early Detection of Battery Failureawardhigh relevance
National Science Foundation · I-Corps · $50K · posted 2026-07-30
Egg LD50 Assay for Categorizationawardhigh relevance
NIH / NIEHS · SBIR phase I · $259K · posted 2026-07-01
Collaborative Research: AF: Resource-Efficient Byzantine Protocolsawardmedium relevance
National Science Foundation · Algorithmic Foundations · $300K · posted 2026-08-14
Collaborative Research: AF: Resource-Efficient Byzantine Protocolsawardmedium relevance
National Science Foundation · Algorithmic Foundations · $286K · posted 2026-08-14
Collaborative Research: AF: Resource-Efficient Byzantine Protocolsawardmedium relevance
National Science Foundation · Algorithmic Foundations · $403K · posted 2026-08-14

All public money by sector →

Market signal

What the radar sees in Horizontal AI assistants: new companies by cohort year, the forming YC batch, and outcomes since the February snapshot.

Horizontal AI assistants · 33 → 78 → 85 → 58 → 41 new companies 2022 → 2026 · 89% aliveYC F26 live: 6 in this cluster, 5% of the batch (was 3% in S26)Since February, of 127 YC companies here: 4 acquired, 3 shut down, 31 rewrote their pitch

Horizontal AI assistants: companies, trend and grants →

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: Government and public sector
Business model: AI agent as a service
Path to 100x: Network effects, winner takes most
Market size: $10-100B market
Capital intensity: Capital-heavy (hardware, bio, infra)
Speed to revenue: R&D first, revenue after 3 years
Technical depth: Deep tech: ML, hardware, bio
Go-to-market: Founder-led sales
Moat: Network effects
Geography: Global from day one
Regulation: Some regulation
Vibe: Boring business