New startup ideas · AI and software · Agent infrastructure
startup idea
Opsbox
A countertop appliance that gives every small business a local AI staff member.
Opsbox sells a small appliance that plugs into an SMB's phone line, cameras, and point of sale, and runs agents locally: it answers every call, takes orders and bookings, flags shrink and stockouts from the camera feeds, and files the day's numbers.
- Hardware
- Small business
- $100B+ market
- Collapses a cost 10x
- US first
3/5
venture judge
2
similar startups, last 2 years (4 all-time)
97%
of 3 nearest real companies still alive
sector
35 public grants in this sector, none matching the idea's terms
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.
78
Idea Score, 0-100 · raw 47.5 x 1.64
Warm
competition: more crowded than 32% of ideas · headwind x0.84
+0.0
government priorities, secondary (0 matching grants)
Trend
56
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)90
- Rounds announced 2025+ in the sector8
- Sector direction (live batch)100
- 2026 trend analyst25
Demand
54
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)33
- Operator judge: real pain100
100x potential
60
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 axis80
- Neighbours still alive6
- 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 countertop, appliance, local, staff, sells, plugs, smb, phone.
The idea in full
- What
- Opsbox sells a small appliance that plugs into an SMB's phone line, cameras, and point of sale, and runs agents locally: it answers every call, takes orders and bookings, flags shrink and stockouts from the camera feeds, and files the day's numbers. It works during internet outages, keeps customer audio and video on premises, and costs $199 a month on a hardware subscription, replacing $2,000-4,000 a month of answering services, missed calls, and manual counts. Installation is a 30 minute visit by a regional field tech.
- Why now
- The pieces just got cheap and small enough: antimattr entered YC F26 with voice-first hardware for human-agent interaction, OneTriangle is selling the cheapest lightweight inference, and OpenVector turns any camera into an autonomous worker - but all three sell components or cloud software, and nobody has packaged local agent capability into one box an SMB owner can buy.
- Wedge: first customer and entry point
- Franchise restaurant operators in one metro area: founder-led sales to a 10-location franchisee whose stores each miss 30-plus calls a day, with the field install done by the founders themselves for the first 100 boxes.
- Path to 100x
- US small businesses spend well over $100B a year on the front-desk, phone, and loss-prevention labor this box absorbs, and a 10x cost collapse against that spend supports millions of units at software-like subscription margins. The scaling mechanism is distribution: once a franchisor specifies Opsbox as standard equipment, every new location ships with one, and each vertical's operating playbook makes the next franchisor conversion faster - the same route the dominant POS vendors rode to scale.
- Ceiling
- If installs and hardware support cannot be pushed below roughly a day of field time per hundred units, gross margin looks like hardware, not software, and the multiple compresses accordingly.
- Closest real companies, as the generator saw them
- antimattr builds a voice-first hardware interface but as an interaction device, not a back-office worker; OpenVector does camera-to-worker AI as software for whoever owns cameras; OneTriangle sells raw inference, which Opsbox runs on-device instead of buying.
- Main risk
- Cloud voice agents over the existing phone system get good enough and cheap enough that owners never see a reason to buy a box.
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
Replacing $2,000-4,000 of labor with $199 a month is a real 10x, but 30-minute field installs put hardware margins on the P&L.
Bootstrapper
3/5
Replaces $2,000-4,000 a month of answering services at $199 with revenue in year one, but field installs and hardware cap the margin.
Operator
5/5
A 10-location franchisee missing 30-plus calls a day already pays $2,000-4,000 monthly for answering services the $199 box absorbs.
Technologist
4/5
Fusing phone line, camera shrink detection and POS into one offline-capable local box is real integration and field engineering competitors cannot fake.
Risk
3/5
Real cost collapse against $2,000-4,000 monthly labor, yet scale hinges on franchisors specifying it, concentrating distribution in a few operators.
trends
2/5
'Components got cheap' is undated; a countertop box replacing answering services was equally pitchable in 2023, and cloud voice agents close the window.
Similar startups in the directory
Companies whose pitch matches most of the idea's terms (countertop, appliance, local, staff, sells, plugs, smb, phone): 4 all-time, 2 from the last two years. Same matching as Idea Check.
AI Revenue Engine for the Equipment Industry
All-In-One AI Growth Partner. Built for Trades.
Empowering local businesses to sell online.
Hellobill aggregates all your business bills, automatically, every…
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.
0
grants and programs matching the idea
35
startup-relevant grants in Agent infrastructure
$15M
awarded in the sector, tracked
1
opportunities open now in the sector
Market signal
What the radar sees in Agent infrastructure: new companies by cohort year, the forming YC batch, and outcomes since the February snapshot.
Agent infrastructure · 27 → 63 → 106 → 148 → 126 new companies 2022 → 2026 · 95% aliveYC S26: 39 in this cluster, 16% of the batch (was 17% in X26) (F26 is still forming: 21 listed)Since February, of 244 YC companies here: 7 acquired, 2 shut down, 102 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
- Small business
- Business model
- Hardware
- Path to 100x
- Collapses a cost 10x
- Market size
- $100B+ market
- Capital intensity
- Capital-medium (ops, field teams)
- Speed to revenue
- Revenue within a year
- Technical depth
- Real engineering
- Go-to-market
- Founder-led sales
- Moat
- Distribution moat
- Geography
- US first
- 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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