Prismatic Agents

Use case 20 Earn nowRetrofit · 64 GB Mac mini

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”.
SolutionTypeMachine and chipWhere its AI thinksLasting memoryOfflinePrice
PrismaticWe make itLasting local mind (never controls motion or safety)Mac mini M5 Pro 64 GB as the site's control centre (retrofit)Local only MeasuredLasting memory with sources, receipts and handover MeasuredYes MeasuredUS$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 MunicipalAutonomous municipal sweeperBucher CityCat with Enway softwareOnboard autonomy ReportedNot disclosed Not disclosedYes ReportedNot disclosed Not disclosed
Samsara · SamsaraAI fleet telematicsVehicle gateways and AI dashcams; cloudCloud PublishedFleet and maintenance records PublishedNo ReportedSubscription Reported
Trombia Free · Trombia TechnologiesAutonomous electric street sweeperElectric autonomous sweeperOnboard autonomy ReportedNot disclosed Not disclosedYes ReportedRobotics-as-a-service (8-year contract in Porvoo, reported) Reported
vialytics · vialyticsAI road condition assessmentPhone on the vehicle; cloud AICloud PublishedRoad condition history PublishedNo ReportedPackages (published on site) Published

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.

Gaps for this job. Sweeping autonomy only.

Sources: buchermunicipal.com

SamsaraSamsara · AI fleet telematics

Our review. The leading connected-operations cloud, used by many public fleets.

Gaps for this job. Cloud; vehicle data rather than the city's narrative.

Sources: samsara.com

Trombia FreeTrombia Technologies · Autonomous electric street sweeper

Our review. Full-power autonomous sweeping with 85% energy saving claimed; in service in Finland.

Gaps for this job. One job; night sweeping records only.

Sources: kurrant.com · trombia.com

vialyticsvialytics · AI road condition assessment

Our review. 300+ municipalities; photographs roads every 10 feet and finds defects automatically.

Gaps for this job. Road condition data, not decisions and crews' memory.

Sources: vialytics.com

The maker's view · the chart above is unchanged

Where Prismatic leads

  1. One city memory across sweepers, inspection, fleets and crews.
  2. Kept on city premises.
  3. Recurring problems per street, with what was done last time.
  4. Receipts for public accountability.

How Prismatic solves it

Host: Mac mini M5 Pro 64 GB as the site's control centre (retrofit).

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)).
  • Greenfield sites: NVIDIA Jetson AGX Orin 64 GB, 64 GB LPDDR5, 204.8 GB/s; US$2,999 (Module, 1,000+ units (NVIDIA); developer kit US$3,499; Industrial 64 GB module US$3,199 (ECC, 15-75 W)).

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) Reported source. 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
311 triage keeperDuplicates grouped, priority setQuick, fair
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

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.

Watch the 8-minute filmSee the full pitchInvestor briefing: info@prismaticagents.com

What we could not verify

Onboard chips of the sweepers.

About the companies and organisations

A quick introduction to the names on this page. Staff counts describe the stated organisation and reporting period; they are not live totals.

Apple

Makes iPhones, Mac computers and other devices, along with their software and online services. [1]

Based in
Apple Park, Cupertino, California , US [1]
Established
1976 [1]
Staff
166,000 (Organisation-wide figure reported by the cited source; 2025) [1]
Key people
John Ternus, CEO; Tim Cook, executive chairman (roles effective September 1, 2026). [2]

Sources checked 2026-10-05. Profiles are current background, not a statement of who held a role on the article date.

Bucher Municipal

Makes vehicles and equipment for cleaning and maintaining streets and public spaces. [1]

Based in
Not yet verified.
Established
Not yet verified.
Staff
Not yet verified.
Key people
Not yet verified.

Sources checked 2026-09-27. Profiles are current background, not a statement of who held a role on the article date.

NVIDIA

Designs processors and software used for AI, graphics and large computing workloads. [1]

Based in
Santa Clara, California , U.S. [1]
Established
1993 [1]
Staff
Approximately 42,000 employees (NVIDIA worldwide; Fiscal year 2026) [2]
Key people
Jensen Huang ( president and CEO ); Bill Dally (chief scientist) [1]

Sources checked 2026-10-05. Profiles are current background, not a statement of who held a role on the article date.

Samsara

Makes connected devices and software that help businesses monitor vehicles, equipment and operations. [1]

Based in
San Francisco, California, United States [2]
Established
2015 [2]
Staff
Not yet verified.
Key people
Sanjit Biswas and John Bicket, co-founders. [2]

Sources checked 2026-09-27, 2026-10-05. Profiles are current background, not a statement of who held a role on the article date.

Trombia Technologies

Makes equipment that sweeps and cleans streets, including autonomous electric sweepers. [1] [2]

Based in
Not yet verified.
Established
Not yet verified.
Staff
Not yet verified.
Key people
Not yet verified.

Sources checked 2026-09-27. Profiles are current background, not a statement of who held a role on the article date.

vialytics

Uses cameras and software to help road authorities inspect and maintain streets. [1]

Based in
Not yet verified.
Established
Not yet verified.
Staff
Not yet verified.
Key people
Not yet verified.

Sources checked 2026-09-27. Profiles are current background, not a statement of who held a role on the article date.