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

similar startups, last 2 years (4 all-time)

97%

of 3 nearest real companies still alive

sector

36 public grants in this sector, none matching the idea's terms

Test it before you build it

$800 · 4 weeks · 15 prospects

Proves DFW multi-unit franchise operators will pay a reservation for an on-premises answering box over a cheaper cloud voice agent, for $800 in 4 weeks.

Riskiest assumption · A multi-unit franchise operator already paying $2,000-4,000 a month for call coverage will choose and put money down on a $199 per store on-premises box when a cloud voice agent on the existing phone line costs half as much and needs no install visit.

1Focus group: who and where

Owner-operator of a 5-15 location fast-casual or QSR franchise group in Dallas-Fort Worth who staffs no call coverage or pays $2,000-4,000 a month for an answering service, and whose stores miss calls every lunch rush this month.

where to find 15 · Texas Restaurant Association DFW-area chapter meetings and mixers (association event); Dallas County and Tarrant County food establishment permit lists cross-referenced to owners holding 5+ permits (public directory); introductions from Sysco and US Foods territory reps who call on multi-unit accounts weekly (channel); r/restaurateur threads on missed calls and answering services (community).

2Sell first, build later

Founding cohort: Opsbox installed by the founders in your 3 busiest stores by January 15, 2027. It answers every call, takes orders and bookings, flags stockouts and shrink from your existing cameras, and keeps working through internet outages. Cancel anytime after 90 days.

the ask · $199 per store per month on a 12-month founding rate, no install fee for the first cohort

a real yes · A real yes is a $500 ACH reservation paid against a signed one-page agreement with an install date. Booked scoping visits, 'send me a proposal' and praise for the demo one-pager are not yes.

3Small experiments

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

1. Box versus cloud pitch calls
$200 · 10 days
Founders book 15 calls with multi-unit operators sourced from TRA meetings, permit lists and distributor rep intros. On each call, present a one-pager showing two options side by side: a typical $99 cloud phone agent on their existing line, and the $199 Opsbox with on-premises audio, offline operation and camera stockout alerts. Ask each operator to book a 30-minute in-store scoping visit for the box.
keep going if · 6 of 15 operators choose the box over the cloud option and book a scoping visit
2. Lunch-rush missed-call audit
$100 · 4 days
Founders call 2-3 stores of each of 12 target operators between 12:00 and 1:00 pm across three weekdays, logging ring-outs, voicemails and hold hang-ups per store. Compile a per-operator missed-call log and use it as the opening line of every pitch and follow-up.
keep going if · 8 of 12 audited operators miss 20%+ of lunch-hour calls
3. Reservation close at scoping
$500 · 14 days
At each scoping visit, walk the counter placement, phone line and camera positions, then present the one-page reservation agreement: $500 refundable, first 3 stores, install by January 15, 2027, $199 per store locked 12 months. Invoice by ACH the same day.
keep going if · 4 of 6 scoped operators pay the $500 reservation

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.

$500

per prospect, refundable

how · A $500 refundable reservation per operator, paid by ACH invoice against a one-page reservation agreement the owner signs at the scoping visit. An invoice matches how franchisees already pay equipment vendors, and $500 is about 2% of a 10-store annual contract, so it is small enough to sign without a committee and large enough to mean it. set up: Stripe Invoicing ↗

what it reserves · A founding-cohort install slot for up to 3 stores by January 15, 2027, and the $199 per store price locked for 12 months; the $500 is credited to the first invoice.

refund · Fully refundable on request any time before install, and refunded automatically if the January 15, 2027 install date is missed.

target · 4 paid reservations from 15 pitched operators within 4 weeks

before taking money · The box answers and records customer phone calls, so before any live install have counsel confirm the recording-disclosure script, since several states require two-party consent even though Texas does not.

Go: build it if

4 of 15 operators pay $500 reservations covering 12+ stores, and 8 of 12 audits show 20%+ missed lunch calls: build the first 10 boxes.

Kill: stop if

Fewer than 2 reservations after 15 pitches and 6 scoping visits, or 10 of 15 operators say they would take the $99 cloud agent on their existing line instead: the box premium does not survive contact and the stated risk holds.

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

outreach message

We called your stores during Friday's lunch rush and hit voicemail on more than a third of the attempts - for an operator your size that pattern usually means $2,000 or more a month in lost orders. I'm building Opsbox, a countertop box that answers every call, takes the order and flags stockouts from your cameras for $199 a store. Do you have 20 minutes this week to see the missed-call log for your locations?

landing page

Every call answered. Every order taken. Even when the internet is down. $199 per store per month replaces $2,000+ in answering services and missed lunch-rush orders - founding cohort installs by January 15, 2027. Reserve your first 3 stores with a $500 refundable deposit.

deposit terms

Your $500 reservation holds a founding-cohort install slot for up to 3 stores and locks the $199 per store monthly price for 12 months. It is fully refundable any time before install, refunded automatically if we miss the January 15, 2027 install date, and credited to your first invoice otherwise.

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 47.2 x 1.61

Warm

competition: more crowded than 32% of ideas · headwind x0.84

+0.0

government priorities, secondary (0 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)90
Rounds announced 2025+ in the sector4
Sector direction (live batch)100
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)33
Operator judge: real pain100

100x potential

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.

Chasiyc W26 · 2026 · Vertical AI agentsalive
AI Revenue Engine for the Equipment Industry
Cactusyc X25 · 2025 · Vertical AI agentsalive
All-In-One AI Growth Partner. Built for Trades.
Cococartyc S21 · 2021 · B2B SaaSalive
Empowering local businesses to sell online.
Hellobillyc S16 · 2016 · Vertical AI agentssite down
Hellobill aggregates all your business bills, automatically, every…

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 Agent infrastructure

$16M

awarded in the sector, tracked

All public money by 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 · 28 → 64 → 108 → 150 → 178 new companies 2022 → 2026 · 94% aliveYC F26 live: 23 in this cluster, 19% of the batch (was 16% in S26)Since February, of 239 YC companies here: 9 acquired, 4 shut down, 110 rewrote their pitch

Agent infrastructure: 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: 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