Which public-works tools remember every street and recurring problem, locally?
Persistent memory for city service fleets and their crews: recurring problems per street or park, handovers, work orders, local to the city.
Researched Sep 27, 20264 solutions reviewedAI in the cloud: 2 of 4
Prismatic Agents makes Prismatic. Its row is first, highlighted and labelled, so you can compare every solution against it; the others follow alphabetically and are ranked by nobody. Every value carries an evidence label; "Where Prismatic leads" is our view as its maker.
The situation today
Cities are adopting autonomous sweepers on robotics-as-a-service contracts, AI road inspection from vehicle-mounted phones, and AI telematics for their fleets. Each tool is strong in its lane and cloud-based; the city's memory of which street keeps flooding and what the crew did last time is not joined up.
Machines and chips in use: Trombia Free and Bucher/Enway autonomous sweepers; phones on vehicles (vialytics); telematics and AI dashcams (Samsara).
The chart
MeasuredPublishedReportedEstimateNot disclosedNot disclosed is never shown as “no”.
Solution
Type
Machine and chip
Where its AI thinks
Lasting memory
Offline
Price
PrismaticWe make it
Lasting local mind (never controls motion or safety)
Mac mini M5 Pro 64 GB as the site's control centre (retrofit)
Local only Measured
Lasting memory with sources, receipts and handover Measured
Yes Measured
US$12 per vehicle a month, unlimited turns; 64 GB Mac mini (M5 Pro) about US$2,699 once per site (proposed sector licence) Estimate
Autonomous sweeper (Enway) · Bucher Municipal
Autonomous municipal sweeper
Bucher CityCat with Enway software
Onboard autonomy Reported
Not disclosed Not disclosed
Yes Reported
Not disclosed Not disclosed
Samsara · Samsara
AI fleet telematics
Vehicle gateways and AI dashcams; cloud
Cloud Published
Fleet and maintenance records Published
No Reported
Subscription Reported
Trombia Free · Trombia Technologies
Autonomous electric street sweeper
Electric autonomous sweeper
Onboard autonomy Reported
Not disclosed Not disclosed
Yes Reported
Robotics-as-a-service (8-year contract in Porvoo, reported) Reported
vialytics · vialytics
AI road condition assessment
Phone on the vehicle; cloud AI
Cloud Published
Road condition history Published
No Reported
Packages (published on site) Published
What Prismatic would cost you
Sector price: US$12 per vehicle a month, unlimited. Proposed list prices in US dollars; change the numbers and everything updates.
First year—
Each year after—
Five years—
Prismatic licence only, five years—
What this sector pays today, five years—
Cloud AI instead, five years—
What this sector pays today: Municipal fleet telematics US$10-33 per vehicle a month (Geotab, Samsara) (Reported, source). That is often a whole product; Prismatic adds the lasting local memory beside it. Hardware is bought by you from Apple or NVIDIA. Electricity at 14.2¢/kWh around the clock. Prices are proposals until the first customer agrees them. How Prismatic is licensed
Run your numbers
What repeat work orders cost a city
Jobs that return to the same street.
Repeat jobs a year—
Cost a year—
Possible saving—
How it works: cost = orders × repeat share × cost.
Reviews and gaps
One card per solution. Strengths first; gaps are about this job, not about the product being bad.
Autonomous sweeper (Enway)Bucher Municipal · Autonomous municipal sweeper
Our review. Approved for public roads in Singapore; now inside a major sweeper maker.
One city memory across sweepers, inspection, fleets and crews.
Kept on city premises.
Recurring problems per street, with what was done last time.
Receipts for public accountability.
How Prismatic solves it
Host: Mac mini M5 Pro 64 GB as the site's control centre (retrofit).
A Mac mini at the public-works depot keeps the city's memory on city premises.
Recurrences by location (F04); work orders (F36); handover (F03); receipts for public accountability (F12).
Hosts. Prismatic runs on a 64 GB Mac mini (M5 Pro) beside machines that already work, and is carried next into new machines on the Jetson AGX Orin 64 GB, the host for greenfield sites.
Retrofit: Mac mini with M5 Pro, 64 GB, 64 GB unified, 307 GB/s; about US$2,699 (US$1,699 base plus US$1,000 for 64 GB (Apple configuration prices, reported)).
Licence here (proposed sector price, US$): US$12 per vehicle a month, unlimited turns. What this sector pays today: Municipal fleet telematics US$10-33 per vehicle a month (Geotab, Samsara) Reportedsource. Design-partner pilot: US$5,000 for 90 days, credited in full to the first year's licence. How Prismatic is licensed
Status: Runs today on the prototype; imports from city systems are to build. Features used: Recurrences, Work orders, Shift handover, Receipt ledger / audit, Local-only.
A day with it: The brief shows the same storm drain blocked after every heavy rain on one street; a work order and a card for engineering are proposed with evidence.
Genesis Blueprint · Project blueprint (PRD)
The team Genesis would build for this
City service fleets and crews that remember every street and park, every recurring problem, locally. One spring road-repair season with response targets is a project.
Public works operations leadyour companionMorning dispatch reviewPractical, even-tempered
Street memory historianBlocks that keep failingPatient, exact
Crew schedulerCrews against the 72-hour targetOrganised, firm
Fleet maintenance plannerSweepers and trucks on the roadReliable, thrifty
Resident communications writerResidents told what was doneClear, courteous
First 30 days
Import two years of 311 and work orders
Map street segments
First repeat-location list
Start the morning review
How we'll know it works
90% of potholes fixed within 72 h
Permanent repairs at repeat locations
Sweeper routes completed
Residents hear back every time
In a Prismatic studio this blueprint waits in the Marketplace, ready to be born: Genesis gives each role an original name, look, voice and character, and nothing starts until the founder presses Generate. Founders can also write their own blueprint step by step in the Blueprint Builder.
Investment outlook
Score37/90
Money in the market2/5
Ease of funding now1/5
Local-mind advantage3/5
Approach: Existing fleets; a depot box.
Market: Small per city; procurement heavy.
Funding: Hard: public buyers, slow; grants and pilots rather than VC.
Business model (hypothesis): Municipal subscription (hypothesis).
Why fund it, and the risks: Slow procurement but sticky contracts; smart-city funding. Risks: sales cycle.
First validation step: Talk to one city's public-works department.
Scores are first-pass hypotheses from general industry knowledge (UseCase file 05), not researched market sizes.
For patient investors
The same mind, market after market.
Retrofit sites pay first on a 64 GB Mac mini (M5 Pro) beside machines that already work. Greenfield machines carry the same mind inside, on the Jetson AGX Orin 64 GB, licensed per machine. The horizon (blackouts, wilderness, space) is where a mind that needs no cloud is not a feature but the point.