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
0
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
$900 · 6 weeks · 20 prospects
For under $1,000 and six weeks, prove that a hand-run agent can match staff decisions on business permit renewals and that at least two US city permitting directors will pay $4,500 up front for a pilot before any enclave exists.
1Focus group: who and where
Development services director or permit manager at a US city of 100,000-500,000 population who runs business permit and license renewals, has 1-3 vacant counter positions, and is measuring a renewal backlog in weeks this quarter
where to find 20 · LinkedIn Sales Navigator (title 'Development Services Director' OR 'Permit Manager' OR 'Licensing Manager', industry Government Administration, US), the ELGL (Engaging Local Government Leaders) community, and GovLoop; build the city list from population data and each city's published permit fee schedule
2Sell first, build later
A 90-day concierge pilot on business permit renewals only: up to 300 cases decided with rulebook citations, each returned within 48 hours, run by hand behind a simple portal, starting within 30 days of signature; no enclave, no integration, files exchanged through the city's existing secure channel
the ask · $4,500 per pilot, invoiced 100% up front (equivalent to $15 per case at full volume)
a real yes · A real yes is a paid invoice or an issued purchase order with a start date and a named staff contact for case handoff; not a yes: 'the innovation team loves this', an unpaid sandbox, or an invitation to respond to a future RFP
3Small experiments
The first one attacks the riskiest assumption; each ends with a number that says whether to run the next.
1. Fifteen permitting director calls
$150 · 12 days
Book 15 calls with directors sourced from Sales Navigator and ELGL using a records-request-style opener about renewal volumes. Ask three numbers on each call: renewals per year, days per decision, and cost per case; then ask who signs a purchase under the city's small-purchase threshold.
keep going if · 8 of 15 quantify a backlog of 2 weeks or more and put staff cost above $40 per renewal decision; 6 name the person who can approve a sub-$5,000 purchase without an RFP
2. Concierge renewal decision run
$300 · 14 days
Obtain 50 recent business license renewal case files from 2 cities (renewal records are public; request redacted copies or file a records request). Run each decision by hand against the city's published rulebook with an LLM assist, and deliver each director a memo with your 50 decisions, citations, and a match rate against what their staff actually decided.
keep going if · Your decisions match staff outcomes on at least 45 of 50 cases, and both directors ask what a pilot would cost
3. Paid pilot one-pager
$100 · 21 days
Email a one-page offer to 25 directors: 90 days, business permit renewals only, up to 300 cases decided with rulebook citations within 48 hours each, fixed at $4,500 so it fits under most cities' small-purchase or p-card threshold. Follow up by phone within 3 business days.
keep going if · 4 directors forward it to their purchasing officer with a question about invoicing, and 2 sign with a start date
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.
$4,500
per prospect, refundable
how · Paid pilot invoiced 100% up front at $4,500, deliberately priced under the $5,000-10,000 small-purchase threshold most US cities allow on a p-card or direct PO without competitive bidding; signed by the department director and cleared with the purchasing officer on the same email thread set up: Stripe Invoicing ↗
what it reserves · One of the first 3 pilot slots, the city's rulebook encoded first, and a locked $15-per-case price for year one
refund · Fully refundable if the decision match rate on the first 100 cases falls below 90% against staff review
target · 2 paid pilots from 20 director conversations within 45 days
Go: build it if
2 pilots paid or on issued POs, concierge match rate at 90% or better on 50 cases, and at least 5 more directors on a second call; build the thin enclave story only after that
Kill: stop if
Zero payments or POs after 45 days, fewer than 5 of 20 directors take a second call, or every interested city routes the $4,500 offer into a 6-month RFP anyway
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.
47
Idea Score, 0-100 · raw 28.8 x 1.64
Open
competition: more crowded than 6% of ideas · headwind x0.97
+3.6
government priorities, secondary (33 matching grants)
Trend
7
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
32
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
79
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.
Government contracting automation for small businesses.
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.
Wastewater pathogen monitoring for public health.
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.
neeboor is an open and casual location based social app lets your living area more hackable✌️
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
15
startup-relevant grants in Horizontal AI assistants
$30M
awarded in the sector, tracked
- 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
NIH / NIEHS · SBIR phase I · $259K · posted 2026-07-01
National Science Foundation · Algorithmic Foundations · $403K · posted 2026-08-14
National Science Foundation · Algorithmic Foundations · $300K · posted 2026-08-14
National Science Foundation · Algorithmic Foundations · $286K · posted 2026-08-14
- CPS: Small: Enhancing Cybersecurity in Remote-Controlled Robots Using Depth-Compressed Encrypted Adaptive Control and Virtual Trip-Wire Overflow Trapsawardmedium relevance
National Science Foundation · CPS-Cyber-Physical Systems · $600K · posted 2026-07-16
- Collaborative Research: Coherent Wideband Processing for Sparse Distributed ELAAs: From Identifiability Theory to ISAC Co-Designawardmedium relevance
National Science Foundation · CSCS: Circuits and Systems for · $240K · posted 2026-08-20
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 · 30 → 77 → 84 → 57 → 28 new companies 2022 → 2026 · 89% aliveYC S26: 7 in this cluster, 3% of the batch (was 3% in X26) (F26 is still forming: 21 listed)Since February, of 129 YC companies here: 3 acquired, 3 shut down, 30 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
- 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
Listed under
An idea sits in its own sector and in any sector its text clearly touches.
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