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LARRY LLM
LARRY LLM (Version 4.003)
Our very own AI model — built on 27 years of real-world integration know-how
THE TEST DRIVE
TRY IT.
Free 24-hour access to the full LARRY LLM. Not a stripped-down sandbox — the real thing.

Contact us and we hand you the whole platform for a full day. Every module, every agent, live data flows — test-drive the full version and see for yourself what it does to a business.

And here's the part nobody else does: no username. No password. Where other companies make you type credentials, we send you one secure link with your access embedded inside — cryptographically signed, fully automated, one click and you're in. It's the same technology behind our mTok quick-payment links. And it locks itself when your 24 hours are up.

Get my 24-hour key
One click. Full platform. Zero setup.
LARRY LLM — the full platform, live
BUILT FOR WATER · POWER · WASTE DISTRICTS
Every connection, every work order, every dollar — billed, dispatched and collected in one system. Watch a real district run live. Book a free 15-min demo with an AI expert.
Tuesday 2pm EST — next available. Claim it.
Book Demo
GENUINE ENGINEERING SOPHISTICATION
WE'RE ON YOUR PROJECT. WE'RE TAKING THE LEAD.
WE DELIVER. THAT'S THE ONLY METRIC THAT MATTERS.
WHAT WE DO
WE ARE POSITIVE FEEDBACK
WE CONNECT YOUR SYSTEMS. YOUR PROJECTS COME FIRST AND MAKE THEM ALL WORK TOGETHER. WE ALSO HAPPEN TO SELL OUR OWN INVOICE MAPS SOFTWARE.
THE FULL PRODUCT & SERVICES PORTFOLIO
THIS IS THE FULL SCOPE.
CONSULTING & PROJECT LEADERSHIPWE MANAGE THE IT PROJECTS. WE COORDINATE WITH YOUR VENDORS. WE REPRESENT YOUR TEAM — NOT OUR PRODUCT ROADMAP. WE TAKE THE LEAD SO YOUR PEOPLE STAY FOCUSED ON THEIR JOBS. FROM OUR TEAM OF 150+, WE ASSIGN ONE DEDICATED PERSON TO YOU.
Invoicing & GIS mappingEnterprise billing with geospatial intelligence. Bill by location. Bill by territory. Bill by usage.
WORK ORDERSDISPATCH FROM THE MAP. PHOTOS FROM THE FIELD. EVERY JOB TRACKED FROM OPEN TO BILLED.
SUPPORT TICKET SYSTEMEVERY REQUEST LOGGED, ASSIGNED, AND RESOLVED ON THE RECORD — NOTHING FALLS THROUGH THE CRACKS.
APIS & AUTOMATIONWE WIRE YOUR SYSTEMS TOGETHER — METERS, CIS, GIS, ACCOUNTING — AND AUTOMATE THE HANDOFFS YOUR TEAM DOES BY HAND TODAY.
SCADA MONITORING & INTEGRATIONREAL-TIME REPORTING FROM YOUR SCADA SYSTEMS. MONITOR METRICS. MONITOR ALARMS. CONNECT YOUR OPERATIONAL TECHNOLOGY TO YOUR ENTERPRISE SYSTEMS FOR VISIBILITY — NOT CONTROL. WE REPORT WHAT'S HAPPENING. WE DON'T TOUCH THE CONTROLS.
DATA CLEANUPDUPLICATES MERGED. DEAD RECORDS RETIRED. ADDRESSES AND PARCELS RECONCILED. YOUR DATA ARRIVES CLEAN AND STAYS CLEAN.
FILE RETENTION & COMPLIANCEEVERY DOCUMENT VERSIONED, SEALED, AND HELD TO YOUR RETENTION SCHEDULE — AUDIT-READY AT ALL TIMES.
Product Line SupportOngoing evolution of your AI infrastructure. We build it. We maintain it. We keep it ahead.
FULL MATURE PLATFORMOVER 65 AGENTS RUNNING 24 HOURS A DAY. CHANGE CONTROL. AUTOMATED BACKUPS AND SECURITY. WE HAVE FULL CRM, BILLING, MAPPING AND OPERATIONS TOOLS READY. YOU ONLY PAY FOR WHAT YOU USE.

It's not a consulting firm. It's a platform. The "consulting" is the entry point. The platform is the destination.

Most AI companies do one thing. We do seven completely different things, all at enterprise scale.

Technical manifesto. Not traditional software.
A DIRECT CHALLENGE TO THE REST OF THE AI INDUSTRY
FOR DECISION-MAKERS WHO ARE TIRED OF EMPTY AI PROMISES
THE CONSULTING & DELIVERY MODEL
We don't sell software. We deliver projects. Your vendors stay in their lane — we stay on your side.
Other vendors promise the world. They send a junior consultant. They disappear. Months later, your project is behind, your vendors are pointing fingers, and your internal team is doing the integration work they thought they were outsourcing.
We've seen it for 27 years. We still see it every day.
We show up. On-site if you need us. Virtual if you don't. We sit in the room with your team, your IT consultants, your MSPs, your software vendors, and your internal stakeholders.
We figure out what's actually broken — not what the sales deck claimed. We take over project management. We run the integration work. We coordinate the vendors. We make sure your internal people stay focused on their actual jobs.
We bring 27 years of experience to every engagement. No junior consultants. No handoffs. No disappearing acts.
Four things we guarantee:
We take the lead. We manage the project so your team doesn't have to babysit us. You stay in control. We do the work.
We coordinate your vendors. We talk to your MSPs, your IT consultants, your software partners. We speak their language. We make them look good by handling the tricky parts.
We show up when needed. On-site meetings. Virtual calls. Whatever it takes. We're on your team — not hiding behind a ticketing system.
We deliver — every time. If a vendor fails, we work around them. If a system breaks, we fix it. If a migration goes sideways, we stabilize it. We take responsibility for the outcome.
27 years of cleaning up other people's messes. We know how this game works. And we know how to win it — for you.
THE PRODUCT
Live Demo. Real Product.
Actual screenshots of our live software. Zero mockups—just fully functional features that are available the moment you sign up.
1-pager
DOWNLOAD PDF BOOK DEMO
THE PLATFORM
One system runs the district
Billing, field work, payments and the map — one platform, not four systems taped together. Every screenshot below is the live software running a district: real parcels, real work orders, a real billing run.
01 · THE DISTRICT MAP
Every connection on its real parcel
Your district is not a spreadsheet — it is land. Invoice Maps draws every service connection on its actual assessor parcel, live and interactive. Click any parcel and the account, the balance, the invoice history and the open work are one click away.
— Real parcel polygons from your GIS data — not pins on a generic map
— Three views everywhere: dot maps for density, parcel outlines for ground truth, fit-to-parcel on every card
— Color-coded by account, status or open work
— Search, filter and click through to any account card
— Scales to hundreds of thousands of properties
02 · PARCEL INTELLIGENCE
The account card knows its ground
Every account card carries its mapped parcel straight from the GIS engine — outlines, dots or fit-to-parcel views. Field crews see exactly which lot they are rolling to before they leave the yard.
— Assessor parcel outline on every location card
— One record = one identity: account, parcel and invoices never drift apart
— Addresses geocoded and verified on import
03 · WORK ORDERS
Report it. Dispatch it. Close it. Bill it.
A leak becomes a work order on the parcel in seconds. Assign the crew, set the priority, photograph the fix, close it with resolution notes — and the invoice writes itself from the completed job. The queue, the calendar and the map stay in step automatically.
— Status board: OPEN → ASSIGNED → IN PROGRESS → COMPLETE → BILLED
— Every order on the map and on the day-based calendar — move it to another day in one click
— Crew photos attach straight to the order from any phone
— MY WORK ORDERS filter — each crew member sees their own queue
— COMPLETE → one click generates the invoice, linked to the account
04 · CYCLE BILLING
One click bills the whole district
Set your rate schedule once — base charge, usage tiers, flat services, per account class. Preview the entire cycle down to every connection and every dollar, then APPLY mints each bill. A full district cycle — 299 connections, $34,667.85 — previews and issues in under a minute.
— Residential and commercial rate schedules with tiered usage
— Full-cycle preview before anything is committed — APPLY stays locked until you have seen the run
— Every invoice numbered, dated, NET-30 due and mapped to its parcel
— District-branded PDF for every bill, rendered and filed automatically
05 · RESIDENT PAYMENTS
The bill carries its own pay link
Every invoice ships with a secure signed payment link — print it on the bill, text it, email it. Residents see their balance and full history and pay by card in seconds. No resident portal, no passwords, no reset calls to your office.
— Secure card payments powered by Stripe
— The invoice reconciles itself to PAID the moment the charge clears
— Balance + complete invoice history on one clean page
— Check payments recorded right on the account
06 · COLLECTIONS & SHUT-OFF
Every unpaid dollar, aged and actionable
Balances age into current, 31–60 and 61+ buckets automatically, with district totals at a glance. When policy says disconnect, one click turns a past-due account into a high-priority shut-off work order — on the parcel, on the calendar, with door-tag instructions attached.
— Automatic aging with dollar totals per bucket
— Pay link on every delinquent row — collection is one click for the resident too
— MINT SHUT-OFF WO: delinquency to dispatched field work in one action
— The whole loop closes: bill → collect → dispatch → resolve → re-bill
07 · BILL TEMPLATE BUILDER
Your bill, your brand — down to the fold lines
Design the district’s own bill in the built-in template builder: logo, colors, fonts, line items, payment stub, wire instructions — even the envelope-window alignment and tri-fold guides. Every bill renders from your template automatically, with the scan-to-pay QR printed on.
— Live preview — what you see is the PDF the resident gets
— Sectioned controls: header, customer, line items, summary, stub, notes
— Envelope-window and fold-line guides for real mail-outs
— Scan-to-pay QR on every printed bill
FOR THE GENERAL MANAGER
The whole district on one screen — billed revenue, outstanding balances, open work and crew load. One flat price for the district, not per-seat math. Every record exportable, always.
FOR THE BILLING CLERK
The monthly run drops from days to minutes: preview the cycle, apply, done. Payments reconcile themselves, delinquency ages itself, and the PDF filing you used to do by hand simply happens.
FOR THE FIELD CREW
Open your orders on your phone, see the exact parcel, photograph the fix, close with notes. No paper tickets, no radio round-trips, no lost work.
HOW IT RUNS A DISTRICT
BILL → COLLECT → DISPATCH → RESOLVE → RE-BILL
One loop, one map, zero re-keying between systems. Everything above is the live software photographed running a real district — no mockups, no slideware.
Everything included. No modules to buy, no per-seat pricing.
✓ GIS parcel mapping for every connection
✓ Work orders with photos, calendar and crews
✓ Cycle billing with tiered rate schedules
✓ Online resident payments (card, via Stripe)
✓ Delinquency aging and shut-off worklists
✓ District-branded PDF invoices, auto-filed
✓ Contact, location, invoice and operations records
✓ Document storage with encrypted integrity checks
✓ Free migration from your current billing export
✓ Seven interface languages, light and dark themes
✓ FROST encryption, automatic backups, full export anytime
✓ Live support 7 days a week, 7 AM to 10 PM ET
AI-POWERED CRM
Every name in the district, one book
Customers, businesses, vendors and your own crews — every contact lives in one AI-managed record
ACCOUNT HOLDERS
Every customer, whole
Every service customer on one card — address, parcel, balance, invoice history, photos and notes. Open the card and the whole relationship is in front of you.
BUSINESSES & VENDORS
The market and the contractor too
The store on the corner and the contractor who fixes your pumps live in the same book, tagged EXTERNAL — so a vendor is one search away, never a sticky note.
YOUR OWN PEOPLE
Internal employees and crews
Your staff carry the same cards, tagged INTERNAL. Work orders, calendars and dispatch point at real people — one flip of the source filter separates residents from crew.
The AI keeps the book clean: one record per person, everything that person touches — invoices, parcels, work orders, files — tied to them by identity instead of retyping, and AI-generated filters that act as automated, saved views of your data.
GROUP CALENDAR
The district's month on one page
Work orders, billing runs and payments land on the day they happen — and the same calendar schedules your people. One page answers what happened, what is due and who is meeting.
ONE CALENDAR, WHOLE TEAM
Scheduling for group meetings — with Zoom
Book the board call, the crew huddle or a customer walkthrough straight on the calendar. Every group meeting carries its Zoom link on the invite, so joining is one click for everyone — office, field or home.
— Group meeting slots with times shown in Eastern and Pacific — no time-zone math
— The Zoom link lives on the meeting itself — no hunting through email
— Work orders sit on their day; a day can carry a whole crew's worth, and moving a job to tomorrow is one action
— Billing days show what was minted and what got paid
— Every day opens a full day card — the story of that day in one place
Talk to sales | support
LARRY Client Care is available Monday to Sunday, 7 AM to 10 PM ET to answer all your questions. Please email for consultations, support inquiries, or partnerships.
Phone +1 (707) 569-6528
larry (at) positivefeedback (dot) ai
PF University
Sign up for our next PF University session — hands-on training to build, train, and ship your own frontier AI models with the team behind LARRY.
Responsible Innovation
Our commitment to ethical AI development ensures sustainable, transparent, and socially responsible artificial intelligence solutions.
SECURITY
Built like the records are yours — because they are
A district holds residents’ names, addresses and balances. That is not marketing data — it is a public trust. Security is not a module here; it is the foundation the platform stands on.
FROST encryption
Every record is protected by FROST, our own security layer — encrypted, ownership-stamped, and continuously monitored for tampering.
One district, one vault
Your data is isolated at the account level. Every table, every file, every record carries the district’s own key — no shared pools, no cross-tenant leaks.
Payments never touch us
Card processing runs entirely on Stripe — PCI-DSS Level 1 — and pay links are single-invoice, cryptographically signed URLs. There are no resident passwords to breach, because there are no resident accounts.
Tamper-evident history
Every change to every record lands in an append-only change log — who, when, what, from which value to which. Auditors love it; so do GMs.
Sealed documents
Bills, receipts and work-order photos live in a content-addressed store — each file named by its own cryptographic hash, so silent alteration is impossible.
Backups and the exit door
Automatic backups run without anyone remembering to press a button — and the full export is one click, always. The strongest security promise is the freedom to leave.
LARRY
Perfectly connected
The AI that instantly turns complex data into major savings
LARRY LLM Mxc Stxdxx
frontier data model
MEET US IN PERSON
Talk to us at events
In this industry, software gets chosen face to face — and everyone goes to the conferences. So do we. Fifteen minutes at a table beats any web demo: bring your worst spreadsheet and we will put your district on the map right in front of you.
If you run water in California you already know ACWA — the Association of California Water Agencies, the largest statewide coalition of public water agencies in the country, whose members deliver about ninety percent of the water this state uses. Its conferences bring hundreds of districts together twice a year, and your state's rural water association show does the same job everywhere else.
New to ACWA? Watch their ACWA 101 video
Headed to an ACWA conference or your state's rural water show? Tell us which one — we'll meet you there.
SET A MEETING
SWITCHING
Switching is our job, not yours
The reason districts stay on 20-year-old software is the fear of the move. We removed the fear: migration is free, fast, and verified before you go live.
01
Send your billing export
A CSV or a report from your current system is all we need — accounts, service addresses, balances. Any format, even the 20-year-old one.
02
We migrate it — free
Accounts, service locations, parcels and open balances land in Invoice Maps, verified and geocoded. You review everything before anyone goes live.
03
A live walkthrough
One session with your clerk and your crew. The queue is a status board and billing is preview-then-apply — most teams run it the same day.
04
Run your first cycle with us
We stay on the line for your first billing run and your first work orders. Zero missed cycles is the standard, not the goal.
PRICING
One flat price. The whole district.
✓ Every feature and every user included — the entire platform you saw above
✓ No per-seat licenses, no modules, no implementation fee
✓ Free migration from your current system
✓ Sized by connection count — quoted in one call
✓ Support included, 7 days a week
✓ Cancel anytime and take every record with you
QUESTIONS DISTRICTS ASK
What does it cost?
One flat annual price for the whole district — every feature, every user, every module you saw above. No per-seat licenses, no add-on modules, no surprise invoices. Sized by connection count and quoted in one call.
How long does switching take?
Most districts are live in under a week. You send your billing export, we migrate accounts, service locations and balances free of charge, and your first cycle runs on schedule — zero missed cycles.
Do we need new hardware or a GIS department?
No. Invoice Maps runs in the browser on the machines you already have. Parcels come from your county GIS data or our geocoding — crews use their own phones for work orders and photos.
Can residents really pay online?
Yes. Every bill carries a secure signed payment link — card payments are processed by Stripe and the invoice reconciles itself to PAID the moment the charge clears. Check payments are recorded on the account in two clicks.
Who owns our data?
You do — completely. Every record is exportable at any time in open formats, protected by FROST encryption, and backed up automatically. If you ever leave, your data leaves with you.
How much training do crews need?
Almost none. The work-order queue is a status board — open it on a phone, see your own orders, photograph the fix, close it. We do one live walkthrough at onboarding and stay available after.
Which utilities does it fit?
Water and wastewater districts, small municipal electrics and co-ops, and refuse/garbage service — rate schedules handle tiered usage, flat services and mixed residential/commercial classes.
Is support a phone tree?
No — real people, seven days a week, 7 AM to 10 PM ET, by phone and email. The people who answer are the people who built it.
See your district on one map.
Fifteen minutes, live software, your questions — no slideware, no pressure. Tuesday 2pm EST is the next open slot.
BOOK THE DEMO
INFRASTRUCTURE
Our Own Frontier Servers
Built to Run Every Frontier Model at Once
We run our own custom-built servers that can run all the major full models at once for testing — DeepSeek, Claude, and Qwen — and we host our own streaming and VDM video delivery network supporting 12K video. Ranked 4th in the world for intelligence. Valuation: $1.4B USD.
We designed the server architecture in-house and contracted Exxact Corporation (Fremont, CA) to build it.

LARRY, the Core Engine — WID (PORT) — the full engine for local development with all blueprints loaded.

CPU
Threadripper PRO 7955WX
STORAGE
20G/49G 40%
RAM
503 GB
NVIDIA GPU 1
RTX 6000 PRO
NVIDIA GPU 2
RTX 6000 PRO
ARCHITECTURE
Blackwell
VRAM
196GB GDDR7
CUDA
13.1
VERIFIED HARDWARE

CPU — AMD Ryzen Threadripper PRO 7955WX: 16 cores, 32 threads, 4.5 GHz base / up to 5.3 GHz boost, 64 MB L3 cache, 350W TDP. AMD official specifications.

GPU — 2× NVIDIA RTX PRO 6000 Blackwell (Server Edition): 96 GB GDDR7 with ECC per card, 192 GB pooled VRAM. NVIDIA Server Edition · RTX PRO 6000 family.