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Nock AINock Automation

AI Robotics Lab

Turn the store into a fulfillment cell.

Retail Lab is our simulation-stage investigation of a robotic pickup store. Explore the motion, economics, and physical tests still needed before a pilot.

A simulated robotic arm picking an item from a two-deck rotating carousel

Two decks

0.0s

Two decks

Scroll to play the nominal cycle — two decks, three items, window at 34 seconds. Geometry and motion only. No physical hardware has been built.

01 / Operating problem

The expensive part is keeping the doors open.

Small-format retail carries a full operating burden even when traffic is thin: staffing, security, checkout, floor space, and replenishment. Theft matters, but it is one cost in the model — not the whole thesis.

168 hrs

Hours a single always-open position must cover each week — roughly four people, not one

8,979

CVS retail locations at year-end 20251

$21.5B

CVS front-store revenue in 20251

−8.1%

Retail merchandise theft incidents in 2025; the problem is changing, not disappearing2

The incumbent format is not dead. CVS ended 2025 with 8,979 locations, filled 1.8 billion prescriptions, and produced $21.5 billion in front-store revenue.1 It is used here as the reference format rather than the first customer: the drugstore and convenience footprint is the shape of store this system is aimed at.

Those two halves of the business matter separately. The front store — packaged essentials, no pharmacist involved — is the part a machine can plausibly serve. The prescription counter behind it is a regulated business carrying obligations a vending mechanism does not discharge, and treating them as one problem is the quickest way to build something that cannot be permitted. The next section draws that line before anything else.

The opportunity is narrower still: locations and hours where the cost of a staffed browsing store is larger than the service customers actually need.

02 / Beachhead

Start with convenience. Not pharmacy.

So the first product is bounded to ordinary packaged essentials. Prescription dispensing is not a later feature of this machine — it is a separate regulated business, and it stays outside the pilot.

Buyer
Regional convenience operators
Operators with repeatable sites, existing restock routes, and enough locations to justify a standard cell.
Site
Expensive after-hours coverage
Walk-up or drive-through access, measurable night demand, and a footprint where a full staffed store is hard to justify.
Assortment
Ambient packaged essentials
A bounded set of rigid, robot-friendly products. Refrigerated, frozen, fragile, and deformable goods come later.
Explicitly out
Prescriptions and age-restricted goods
The first pilot is not a pharmacy, liquor store, tobacco retailer, or replacement for pharmacist care.

If prescriptions enter a later product, patient identity, pharmacist authorization and consultation, labeling, records, storage, consent, and malfunction contingencies become core system requirements — not add-ons.7,8

A customer collecting a boxed order from the exterior pickup window of a compact autonomous store at night
Customer-experience concept — walk-up collection without a public sales floor. Generated visualization; not a built site.

03 / System

Bound the inventory. Bound the motion.

The customer states the order before the machine acts. The system does not identify shoppers, infer shelf interactions, or track a crowd through a store.

  1. 01The customer orders on a phone or accessible kiosk before approaching the window.
  2. 02Inventory stays inside a secured machine room on indexed carousel storage.
  3. 03A lift-mounted arm picks a stated order, not inferred shopper behaviour.
  4. 04A closed outfeed delivers the basket to a walk-up or drive-through tray.

01

Order

The basket is paid and defined before the machine moves.

02

Present

The carousel indexes the required tote to one bounded pick station.

03

Pick

One arm transfers the product into the customer order container.

04

Deliver

The closed outfeed routes the order to the assigned pickup window.

Concept cutaway of a robotic picking cell with four yellow carousel belts, inventory totes, a lift-mounted arm, and an outfeed conveyor
Scale concept — four-belt architecture shown for capacity planning. The working simulation currently validates two decks, not this four-belt configuration.

04 / Evidence

A simulation result is not a product result.

The current work proves that one geometry can execute one nominal sequence without an obvious collision. It does not yet prove that retail packaging can be handled reliably or economically.

Verified in simulation
Two carousel decks, one lift-mounted arm, reach envelope, quill stroke, rim clearance, indexing sequence, outfeed path, and nominal cycle timing.
Simulation result
34 seconds for one predefined three-item basket under nominal conditions. It is not a physical throughput, reliability, or uptime result.
Not yet proven
Grasp success, package variation, indexing under load, drops, jams, recovery, replenishment time, safety, installed cost, and customer demand.
Immediate dependencies
A robotics and mechatronics lead, supplier quotes, a signed pilot host, and a physical single-bay cell.

Two errors surfaced in simulation that would otherwise have surfaced in hardware. A 0.32 m bottle gripped at its centre can never clear a 0.30 m tote rim, so tall items have to be gripped near the top and the arm plane raised for them. More seriously, the geometry as first drawn required 2.65 m of horizontal reach, while the largest collaborative arm on the market reaches about 1,750 mm.17 The design as drawn could not have been bought.

The layout is being reworked so the carousel presents totes closer to the arm and required reach falls under roughly 1.2 m — moving the specification out of a class that does not exist and into one that is widely stocked. That is the argument for simulating first, stated plainly: the cheapest place to find a fatal dimension is before a purchase order.

05 / Pilot gates

The first cell has four jobs.

It must turn package handling, service time, availability, and installation cost into measured numbers. A public pilot begins only after the product envelope and recovery paths are defined.

Assortment
100 ambient SKUs
A declared package envelope, weight range, and approved set of rigid retail goods.
Reliability
≥99% first-pick target
Measured across product classes, not a hand-selected demo basket.
Service time
≤90s P95 target
A three-item order from authorization to an unlocked pickup tray, including retries.
Availability
≥99% pilot target
Measured over a 30-day controlled pilot, with every stop and intervention logged.

Every failed pick, manual intervention, unavailable SKU, refund, restock minute, and customer wait belongs in the dataset. Average cycle time alone is not an acceptance test.

06 / Economic thresholds

The machine only matters if the site pays back.

These are design thresholds, not achieved results. Supplier quotes and pilot data decide whether the business continues.

≤$300K

Target installed cell cost; supplier-quote gate, not a current claim

≤600 ft²

Target equipment footprint, including service access

≥60/hr

Target sustained three-item orders after retries and queue effects

≤36 mo

Customer payback hurdle before a commercial rollout

The model includes hardware, site work, financing, power, insurance, payment processing, packaging, remote monitoring, field maintenance, restocking, spoilage, depreciation, downtime, and inventory working capital. VenHub, the closest public benchmark, markets a $250,000–$400,000 system occupying 160–600 square feet with a claimed 1.5-minute pickup time.3

One finding shapes the whole model: throughput is unlikely to be the binding constraint. A cell fast enough to serve a site will spend most of the day idle, so cost per pick is set by how many orders the location actually generates, not by how quickly the arm moves. Below a certain daily volume a staffed counter is simply cheaper. That is why the beachhead is defined by hours that must be covered rather than by order count, and why utilisation — not cycle time — is the number the pilot has to answer.

The cost gate is expressed as installed cost deliberately. A 5 kg-class arm with the reach this layout needs is inexpensive and widely stocked, but controllers, end effectors, integration, commissioning and training routinely add 30–60% on top of the arm price.16 A quote that covers the arm alone understates the project by roughly a third, and that error is the most common way automation payback models flatter themselves. Leasing is modelled alongside outright purchase — comparable arms lease in the region of $800–$1,500 a month over three to five years, which changes the pre-revenue cash profile more than the sticker price does.20

For scale: a human picker is generally benchmarked near 150 items per hour against roughly 600 for an automated cell.12 Ocado's production robotic pick quotes a 630 units/hour theoretical maximum and still runs a 24/7 remote pilot to resolve exceptions.13 Any credible plan here budgets for human intervention rather than assuming it away.

Interactive scenario

Test whether a site clears the gate.

Change five assumptions. The model compares avoided coverage cost with annual cell operating cost and a seven-year equipment life.

84 hrs/week

Hours that require dedicated coverage today, not total store opening hours.

$28/hr

Wage, payroll burden, benefits, and the cost of maintaining coverage.

$250,000

Hardware, integration, site work, commissioning, and training.

12% of capex

Service, monitoring, software, spares, power, and routine intervention.

90 orders

Used for cost per order and average capacity use, not for labor savings.

Scenario result

33 mo

This scenario clears the 36-month commercial hurdle. It still needs supplier quotes and field data.

Annual coverage cost
$122.3K
Annual cell operating cost
$30K
Net annual labor value
$92.3K
Annualized cell cost per order
$2.00

Average use of the 60-order/hour target

12.5%

Low use is expected. The commercial question is whether the cell can replace expensive availability, not whether the arm stays busy.

Illustrative scenario only. Excludes financing, taxes, shrink, rent, payment fees, packaging, restocking labor, downtime, and residual value. No output is a forecast or achieved result.

Method

Amortised against a person, with the error bars left in.

The comparison is deliberately simple, because a model that hides its assumptions cannot be argued with. Equipment cost is amortised across its service life and set against the fully-loaded cost of the labour it displaces. Every input is carried as a range rather than a point estimate, and the pessimistic end has to clear the bar before the optimistic one counts for anything.

Amortisation
5 and 7 years
Both service lives are modelled rather than one flattering figure, alongside a lease case, since financing shape changes the answer as much as sticker price does.
Ongoing cost
Share of capex, annually
Service, monitoring and spares are carried as a recurring percentage of installed cost. VenHub's own published software and maintenance fees imply a mid-teens annual share of its unit price.3
Labour basis
Wage plus benefits
Not the hourly rate. Benefits run close to a third of total compensation in private industry, and continuous coverage of 168 hours needs roughly four people, not one.14
Turnover
Counted, not ignored
Convenience-store associate turnover runs well above 100% a year, with a real cost attached to every separation. It belongs in the displaced-cost column.15

Two honest consequences. The equipment does not have to beat a person on cost per pick — it has to beat the cost of keeping a person available during hours the site cannot fill economically. And if the pessimistic end of the range fails to clear that bar once supplier quotes replace estimates, that is a result worth having early rather than late.

A large autonomous convenience-retail concept with multiple four-belt carousel cells, four walk-up windows, and a covered drive-through pickup lane
Multi-cell scale concept — parallel walk-up and drive-through service. This is an unengineered capacity study, not a proposed prescription pharmacy or built location.

07 / Commercial model

Sell the cell. Keep the recurring operating layer.

The proposed model keeps Nock out of retail inventory and store operations. Operators buy or finance the equipment and pay for the software, monitoring, and service layer that keeps it useful.

Equipment
Sale or financed lease
Nock supplies the cell, installation package, commissioning, and training. The operator keeps the site and inventory on its balance sheet.
Recurring
Software, monitoring, and SLA
Monthly revenue covers orchestration software, telemetry, remote exception support, updates, and service response.
Operator owns
Merchandising and retail operations
The customer controls assortment, prices, payments, inventory, replenishment, permits, and the consumer relationship.
Nock owns
The operating system for the cell
Workcell design, controls, package-handling data, exception recovery, integrations, and the reliability record across deployments.

08 / Competition

The default competitor is a person with a key.

This product competes with human pick-and-pack, conventional drive-through service, vending, lockers, and delivery — not only with other robotics companies.

Incumbent

Staffed pickup

Flexible, familiar, and resilient to package variation. It wins until after-hours labor, security, or low traffic makes the recurring cost larger than the service delivered.

Low-cost automation

Vending and lockers

Cheap and proven for bounded products or pre-packed orders. They are the right answer when assortment, basket building, and dynamic inventory do not justify robotics.

Checkout-free

Just Walk Out

A different job: preserve browsing while automating checkout. Amazon closed its Go and Fresh stores in 2026, while the technology has also operated in third-party small-format venues.5,6

Closest direct

VenHub

Real deployments and the clearest public benchmark. Its 2025 filing reports three stores sold, two company-owned stores, $864,450 in revenue, recurring losses, and going-concern risk. The category exists; durable economics remain unproven.4

Cheapest incumbent

Micro markets

Unattended open-shelf retail already runs at scale in workplaces, campuses and hospitals, built from cabinets, shelving and a self-checkout kiosk.18 It is unattended but unsecured — shrink is accepted as the price of removing staff. A secured machine only earns its premium where that trade has become painful enough to price.

Adjacent and entrenched

Industrial vending

Secured automated dispensing is a solved, profitable business in industrial supply; Fastenal passed 50,000 installed devices a decade ago.19 Distributors place that hardware to win supply contracts, often at little cost to the site — economics a hardware-only vendor cannot outbid, and the most plausible channel partner if direct sale proves slow.

Nock's proposed difference is a carousel-first workcell whose capacity can grow vertically and repeat by bay. That is a design hypothesis today. Reliability, installed cost, integrations, and exception-recovery data must become the moat.

Precedent

The last wave died of financing, not physics.

Two well-funded companies with real deployments failed inside eighteen months. Neither failed because the technology did not work. Both are more useful to study than any competitor still operating.

Shut down Oct 2024

Grabango

Checkout-free computer vision, live at ALDI, 7-Eleven, Circle K and Chevron. Raised over $73M with Founders Fund among its backers, and closed for want of further funding eight months after its founder publicly discussed a future listing.10

Chapter 11 May 2024

Takeoff Technologies

Robotic micro-fulfilment inside grocery stores, roughly 300 staff across eight countries. Filed as grocery e-commerce demand slowed, and sold to a customer; unsecured creditors recovered a fraction of their claims.11

The shared cause is instructive. Retailer appetite for expensive store technology fell away, and neither company reached the order volume its model assumed. That is the risk this project inherits, and it is why the pilot is scoped to prove installed cost and site payback before any rollout — not to prove that a robot can pick.

09 / Rollout

One cell. One operator. Then repeat.

  1. 01

    Bench cell

    One arm, the simulated two-deck carousel, one outfeed, supplier quotes, a safety review, and 10,000 logged picks across the initial product set.

  2. 02

    Controlled pilot

    A hosted site with supervised restocking, ambient goods only, documented refunds and recovery, and a 30-day reliability run.

  3. 03

    Commercial beta

    A repeatable installation for one regional operator, with remote monitoring, field-service coverage, and measured customer payback.

The first sellable market will be built bottom-up from qualifying sites inside the first operator's network: known night demand, compatible assortment, accessible pickup, restock-route density, and a payback under 36 months. A generic automated-retail forecast is not used as the market size.

10 / Risks

What can kill this company.

The pilot is designed to disprove the business cheaply. These are the failure modes that matter before a rollout story does.

Picking
Retail packaging is adversarial
Bags deform, bottles tip, labels move, and cartons arrive damaged. The product envelope must be earned one class at a time.
Uptime
One arm is one failure domain
A 24/7 promise requires safe degradation, remote recovery, spare parts, technician response, and a refund path.
Restocking
Labor can move upstream
The architecture only wins if receiving, counting, loading, expiry rotation, and cleaning remain faster than shelf work.
Demand
A secure store can still be an empty store
The pilot must prove basket size, repeat use, night demand, abandonment, and willingness to use a window instead of browsing.
Economics
Capex can erase labor savings
Installed cost, maintenance, packaging, power, financing, insurance, depreciation, and downtime all belong in the payback model.
Compliance
The scope must stay narrow
Accessibility, payment security, consumer support, machine safety, and local permits apply before pharmacy regulation ever enters the roadmap.

Walk-up ordering and pickup must also provide an accessible route, counter, interface, and equivalent service for customers with disabilities.9

11 / Team

Software experience. Hardware gap acknowledged.

Nock is led by Sorob Louie, a serial entrepreneur whose work spans automation, software, AR/VR, and interactive systems. The company does not yet have the robotics and mechatronics leadership needed to turn the simulation into certified hardware.

Founder

Product direction, software, simulation, fundraising, and operator discovery.

First technical hire

Robotics and mechatronics lead accountable for mechanism, controls, safety, testing, and suppliers.

Operating bench

Retail operations, industrial safety, field service, and — only if pursued later — licensed pharmacy expertise.

About the founder

12 / The ask

Fund the proof, not the rollout.

Nock is preparing a pre-seed round for the first physical cell. The amount will be published after supplier quotes and a pilot scope are signed; both are open dependencies, not hidden assumptions.

  1. 01

    Build

    Mechanical design, arm, two-deck carousel, outfeed, controls, guarding, instrumentation, and initial product tooling.

  2. 02

    Prove

    Ten thousand bench picks, documented exceptions, installed cost, restock time, service time, and reliability against the pilot gates.

  3. 03

    Deploy

    One hosted controlled pilot with a regional operator and a unit model built from measured orders, labor, service, and downtime.

Discuss the pilot or round

Appendix

What the simulation shows

Nominal simulated cycle: a predefined three-item basket reaches the window at 34 seconds. This is animation time, not a physical benchmark.
The simulated arm reaching into an open tote on the upper carousel deck
The simulated order box waiting on the pickup tray

References

Primary evidence first.

  1. [1] CVS Health / SEC — 2025 Form 10-K — store count, closures, front-store revenue, and prescription volume (opens in a new tab)
  2. [2] National Retail Federation — The Impact of Theft & Violence 2026 — physical theft stabilizes as fraud changes form (opens in a new tab)
  3. [3] VenHub — 2026 product comparison — cost, footprint, assortment, and pickup-time claims (opens in a new tab)
  4. [4] VenHub / SEC — 2025 Form 10-K — deployments, revenue, operating losses, and going-concern risk (opens in a new tab)
  5. [5] Amazon — 2026 update on Amazon Go, Amazon Fresh, and checkout-free retail (opens in a new tab)
  6. [6] Amazon — Just Walk Out deployments across third-party venues and small-format retail (opens in a new tab)
  7. [7] California Legislative Information — Automated patient dispensing requirements under California pharmacy law (opens in a new tab)
  8. [8] California State Board of Pharmacy — Automated Patient Delivery Systems consultation regulations, effective April 2026 (opens in a new tab)
  9. [9] U.S. Department of Justice — 2010 ADA Standards — accessible sales and service counters (opens in a new tab)
  10. [10] CNBC — Grabango shuts down after failing to secure funding — $73M raised, Founders Fund among backers (opens in a new tab)
  11. [11] Grocery Dive — Takeoff Technologies files for Chapter 11 as grocery e-commerce demand slows (opens in a new tab)
  12. [12] Interact Analysis — The MFC market — human picker ~150 items/hour against ~600 for an automated cell (opens in a new tab)
  13. [13] Ocado Intelligent Automation — On-grid robotic pick — 630 units/hour theoretical maximum, supported by a 24/7 remote pilot (opens in a new tab)
  14. [14] U.S. Bureau of Labor Statistics — Employer Costs for Employee Compensation — benefits as a share of total compensation (opens in a new tab)
  15. [15] CSP Daily News — Convenience-store associate turnover and the cost of each separation (opens in a new tab)
  16. [16] Blue Sky Robotics — Collaborative robot cost by payload class — controllers, tooling and integration add 30–60% (opens in a new tab)
  17. [17] Robotomated — Collaborative robot cost guide — payload and reach limits across the current market (opens in a new tab)
  18. [18] Precedence Research — North America micro markets — unattended open-shelf retail in workplaces, campuses and hospitals (opens in a new tab)
  19. [19] Fastenal — 50,000th industrial vending device installed at customer sites (opens in a new tab)
  20. [20] GrabaRobot — Universal Robots price guide — outright purchase against monthly lease terms (opens in a new tab)

Company filings and company product claims are not independent validation. They are used here to establish disclosed store counts, financial condition, and public benchmarks. Nock's targets remain targets until a physical pilot measures them.

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