Solutions
What We Can Build
We turn a conversation into a written spec, then into working, tested software, using an AI engineering pipeline we run in-house. You never have to write a line of code or a technical document.
Pick a tier to see everything we build at that level.
Tier 1
Fixes and add-ons
Work on software you already use: fix what is broken, connect two tools, automate a chore, add the one piece that is missing. No new system to learn, and often the first thing a new customer asks us for.
- Website fix or refresh
- Your existing site gets a working contact form, current hours, new photos, and a phone layout that does not break
- Connect two tools
- New leads from the website form land in the CRM and the office inbox, with no copy-and-paste
- Automated chore
- Every Friday, last week’s invoices are pulled from QuickBooks into a one-page summary in the owner’s inbox
- Form that files itself
- A job-intake form whose answers drop into a spreadsheet and text the office
- Review request automation
- When an invoice is marked paid, every customer who agreed to texts gets the same text asking for a Google review
- Booking and calendar cleanup
- The booking link, the calendar and the reminder texts finally agree with each other
- Email templates and signatures
- Branded quote, follow-up and thank-you emails the team sends from the tools they already use
- Spreadsheet upgrade
- The job-tracker spreadsheet gets drop-downs, totals, color coding and a view the field crew can read on a phone
- Domain and email fix
- Mail that reaches inboxes, one domain for the website and the mailboxes, and forwarding that works
- Data cleanup and import
- Customer records from an old system de-duplicated, standardized and loaded into the new one
- Phone and text setup
- A business number that rings the right people, with an automatic text back when nobody answers
- New page on an existing site
- A service page or a seasonal offer added to the current site, matching its look
| What | Example |
|---|---|
| Website fix or refresh | Your existing site gets a working contact form, current hours, new photos, and a phone layout that does not break |
| Connect two tools | New leads from the website form land in the CRM and the office inbox, with no copy-and-paste |
| Automated chore | Every Friday, last week’s invoices are pulled from QuickBooks into a one-page summary in the owner’s inbox |
| Form that files itself | A job-intake form whose answers drop into a spreadsheet and text the office |
| Review request automation | When an invoice is marked paid, every customer who agreed to texts gets the same text asking for a Google review |
| Booking and calendar cleanup | The booking link, the calendar and the reminder texts finally agree with each other |
| Email templates and signatures | Branded quote, follow-up and thank-you emails the team sends from the tools they already use |
| Spreadsheet upgrade | The job-tracker spreadsheet gets drop-downs, totals, color coding and a view the field crew can read on a phone |
| Domain and email fix | Mail that reaches inboxes, one domain for the website and the mailboxes, and forwarding that works |
| Data cleanup and import | Customer records from an old system de-duplicated, standardized and loaded into the new one |
| Phone and text setup | A business number that rings the right people, with an automatic text back when nobody answers |
| New page on an existing site | A service page or a seasonal offer added to the current site, matching its look |
Software you already know at this level: a Zapier or Make automation, a Google Form feeding a Google Sheet, a Mailchimp template, a Calendly link, a Squarespace or WordPress edit, a Google Workspace or Microsoft 365 setup.
Names belong to their owners and are used only to show the size of each tier. We are not affiliated with them.
Tier 2
Basic
Single-purpose pages and tools with no login and no database, or a very simple one. These are the fastest wins and the easiest way to see the process end to end.
- Business website
- A 5-page site for an HVAC company with services, service area, reviews, and a “request a quote” form that emails the owner
- Landing page + lead capture
- A single page for a seasonal promotion that collects name, phone, and address and drops it into a spreadsheet
- Calculator or estimator
- A roofing square-footage and price estimator a customer fills out before calling
- Simple booking or intake form
- An appointment request page that checks available days and sends a confirmation text
- Internal one-screen tool
- A job-site checklist crews fill out on a phone, saved as a PDF
- Document and copy
- Flyers, one-pagers, proposals, and sales scripts written to match the brand
- Online price list or menu
- A lawn-care company’s service menu with prices, a “book this” button on each line
- Before-and-after gallery
- A remodeler’s project gallery with filters by room and budget, and a form under each project
- Event or RSVP page
- A customer-appreciation BBQ page with an RSVP count form and a map
- Job status lookup
- A page where a customer enters a job number and sees “scheduled, in progress, done” and the tech’s name
- Small product store
- A pest-control company selling five DIY products with card checkout, no inventory system needed
- Digital business card and QR sign
- A tap-to-save contact card and a yard-sign QR code that opens the review page
- Job application form
- A hiring page with a short application that lands in the owner’s inbox with a resume attached
| What | Example |
|---|---|
| Business website | A 5-page site for an HVAC company with services, service area, reviews, and a “request a quote” form that emails the owner |
| Landing page + lead capture | A single page for a seasonal promotion that collects name, phone, and address and drops it into a spreadsheet |
| Calculator or estimator | A roofing square-footage and price estimator a customer fills out before calling |
| Simple booking or intake form | An appointment request page that checks available days and sends a confirmation text |
| Internal one-screen tool | A job-site checklist crews fill out on a phone, saved as a PDF |
| Document and copy | Flyers, one-pagers, proposals, and sales scripts written to match the brand |
| Online price list or menu | A lawn-care company’s service menu with prices, a “book this” button on each line |
| Before-and-after gallery | A remodeler’s project gallery with filters by room and budget, and a form under each project |
| Event or RSVP page | A customer-appreciation BBQ page with an RSVP count form and a map |
| Job status lookup | A page where a customer enters a job number and sees “scheduled, in progress, done” and the tech’s name |
| Small product store | A pest-control company selling five DIY products with card checkout, no inventory system needed |
| Digital business card and QR sign | A tap-to-save contact card and a yard-sign QR code that opens the review page |
| Job application form | A hiring page with a short application that lands in the owner’s inbox with a resume attached |
Software you already know at this level: a Squarespace or Wix small-business site, a Linktree page, a Calendly booking link, a Google Form, the mortgage calculator on a bank’s website, a Carrd one-pager, an Eventbrite event page, a Yelp business listing, a Venmo or Stripe payment link, a GoFundMe page, a Jotform or Wufoo form, a Google Sites page.
Names belong to their owners and are used only to show the size of each tier. We are not affiliated with them.
Tier 3
Small-business tools
Tools that take over from spreadsheets, sticky notes, and a shared inbox. They have a database, usually a simple login, and connect to one or two things the business already uses.
- Lead and customer tracker (CRM-lite)
- A pipeline board for a plumbing company: new lead, quoted, scheduled, done, with follow-up reminders
- Scheduling and dispatch board
- A day view of which tech is where, drag jobs between techs, customer gets a text when the tech is on the way
- Dashboard over existing data
- A weekly owner’s view of revenue, jobs completed, and open invoices, pulled from QuickBooks or a spreadsheet
- Assistant trained on the company’s documents
- A chat window that answers staff questions from the employee handbook, price book, and SOPs
- Automated reports and digests
- A Monday-morning email summarizing last week’s leads, jobs, and reviews
- Review and reputation tool
- Sends a review request after each completed job and flags negative responses for a callback
- Time clock and timesheets
- Crews clock in from a phone with GPS, the office approves hours, export goes to payroll
- Maintenance reminder tool
- Tracks each customer’s furnace or water heater and, for customers who agreed to texts, sends one when service is due, with a one-tap booking link
- Warranty and equipment tracker
- Every installed unit with serial number, install date, and warranty end, searchable by address
- Expense and receipt capture
- Techs photograph receipts, the tool reads the total and vendor, the bookkeeper approves in batches
- Vehicle and fleet log
- Mileage, fuel, and maintenance per truck, with alerts when an oil change or inspection is due
- Subcontractor and vendor directory
- Who does what, their rates, insurance expiration dates, and a rating after each job
- Employee onboarding checklist
- New-hire steps with document uploads, sign-offs, and a progress view for the manager
- SOP and knowledge base
- A searchable internal wiki of how-we-do-things with photos and short videos
- Waitlist and cancellation filler
- Customers join a waitlist, a cancellation texts the next person in line automatically
| What | Example |
|---|---|
| Lead and customer tracker (CRM-lite) | A pipeline board for a plumbing company: new lead, quoted, scheduled, done, with follow-up reminders |
| Scheduling and dispatch board | A day view of which tech is where, drag jobs between techs, customer gets a text when the tech is on the way |
| Dashboard over existing data | A weekly owner’s view of revenue, jobs completed, and open invoices, pulled from QuickBooks or a spreadsheet |
| Assistant trained on the company’s documents | A chat window that answers staff questions from the employee handbook, price book, and SOPs |
| Automated reports and digests | A Monday-morning email summarizing last week’s leads, jobs, and reviews |
| Review and reputation tool | Sends a review request after each completed job and flags negative responses for a callback |
| Time clock and timesheets | Crews clock in from a phone with GPS, the office approves hours, export goes to payroll |
| Maintenance reminder tool | Tracks each customer’s furnace or water heater and, for customers who agreed to texts, sends one when service is due, with a one-tap booking link |
| Warranty and equipment tracker | Every installed unit with serial number, install date, and warranty end, searchable by address |
| Expense and receipt capture | Techs photograph receipts, the tool reads the total and vendor, the bookkeeper approves in batches |
| Vehicle and fleet log | Mileage, fuel, and maintenance per truck, with alerts when an oil change or inspection is due |
| Subcontractor and vendor directory | Who does what, their rates, insurance expiration dates, and a rating after each job |
| Employee onboarding checklist | New-hire steps with document uploads, sign-offs, and a progress view for the manager |
| SOP and knowledge base | A searchable internal wiki of how-we-do-things with photos and short videos |
| Waitlist and cancellation filler | Customers join a waitlist, a cancellation texts the next person in line automatically |
Software you already know at this level: a Trello board, Mailchimp for a single newsletter, HubSpot’s free CRM, Typeform, Buffer for scheduling social posts, a simple Zapier automation between two apps, When I Work or Homebase for shift scheduling, an Airtable base, Asana for a small team, Acuity Scheduling, Podium for customer texting, Expensify, a Google Sheet with a few scripts behind it, Later for social posts.
Names belong to their owners and are used only to show the size of each tier. We are not affiliated with them.
Tier 4
Full web applications
Real software products with user accounts, roles, payments, and integrations. This is where most paying customers land: a system their whole team logs into every day.
- Field-service management app
- Office staff create jobs, techs see their route on a phone, photos and signatures attach to the job, invoice goes out on completion
- Customer portal
- Homeowners log in to see quotes, approve work, pay by card, and view service history
- Booking with payments
- A cleaning company takes online bookings with deposits through Stripe, with cancellation rules and reminders
- Inventory and purchasing
- Parts on the truck vs. in the shop, reorder points, and purchase orders to suppliers
- Quoting and proposal engine
- Build a quote from a price book, send it for e-signature, convert it to a job when accepted
- Integrations
- Two-way sync with QuickBooks, Google Calendar, Twilio texting, Gmail, Slack, or an existing CRM
- Email and text automation
- Multi-step follow-up sequences triggered by what a customer does or does not do
- Maintenance plans and subscriptions
- Customers agree to the plan terms and the monthly charge at sign-up, can cancel as easily as they signed up, and their tune-ups schedule themselves
- Property management portal
- Tenants submit maintenance requests and pay rent, owners see statements, vendors get work orders
- Staff training and certification portal
- Courses, quizzes, and certificates, with a manager view of who is current on which skills
- Job costing
- Labor, materials, and subs tracked against each job’s estimate, with margin visible while the job is open
- E-commerce store with inventory
- A supplier’s online store with stock levels, customer accounts, tiered pricing for contractors, and shipping
- Fleet tracking dashboard
- Live truck locations from GPS units, idle time, and drive time per job, on one map
- Referral and rewards program
- Customers get a code, referrals are tracked to the job, and rewards pay out automatically
- Appointment reminders and no-show handling
- Reminders by text and email, confirmations, and automatic rebooking offers for no-shows
| What | Example |
|---|---|
| Field-service management app | Office staff create jobs, techs see their route on a phone, photos and signatures attach to the job, invoice goes out on completion |
| Customer portal | Homeowners log in to see quotes, approve work, pay by card, and view service history |
| Booking with payments | A cleaning company takes online bookings with deposits through Stripe, with cancellation rules and reminders |
| Inventory and purchasing | Parts on the truck vs. in the shop, reorder points, and purchase orders to suppliers |
| Quoting and proposal engine | Build a quote from a price book, send it for e-signature, convert it to a job when accepted |
| Integrations | Two-way sync with QuickBooks, Google Calendar, Twilio texting, Gmail, Slack, or an existing CRM |
| Email and text automation | Multi-step follow-up sequences triggered by what a customer does or does not do |
| Maintenance plans and subscriptions | Customers agree to the plan terms and the monthly charge at sign-up, can cancel as easily as they signed up, and their tune-ups schedule themselves |
| Property management portal | Tenants submit maintenance requests and pay rent, owners see statements, vendors get work orders |
| Staff training and certification portal | Courses, quizzes, and certificates, with a manager view of who is current on which skills |
| Job costing | Labor, materials, and subs tracked against each job’s estimate, with margin visible while the job is open |
| E-commerce store with inventory | A supplier’s online store with stock levels, customer accounts, tiered pricing for contractors, and shipping |
| Fleet tracking dashboard | Live truck locations from GPS units, idle time, and drive time per job, on one map |
| Referral and rewards program | Customers get a code, referrals are tracked to the job, and rewards pay out automatically |
| Appointment reminders and no-show handling | Reminders by text and email, confirmations, and automatic rebooking offers for no-shows |
Software you already know at this level: Jobber or Housecall Pro for a contractor, a single merchant’s Shopify store, Square Appointments, FreshBooks, Basecamp, Mindbody for a gym or salon, ServiceM8, Buildium for a small landlord, Teachable for an online course, Wave accounting, Zenbooker, Gusto for payroll, the Thumbtack Pro app, Squarespace Commerce.
Names belong to their owners and are used only to show the size of each tier. We are not affiliated with them.
Tier 5
Multi-feature platforms and AI agents
Systems built from a full written spec with a dozen or more features, background jobs that run on their own, AI agents that do work rather than answer questions, and rules the business has to follow. The pipeline was designed for this tier: features build in parallel and every one is audited against the spec before it ships.
- AI agent team for an owner
- Agents that read the inbox, draft replies, schedule jobs, chase unpaid invoices, and send the owner a daily digest, with a confirm-before-send safety net
- Deal desk with compliance rules
- A real-estate wholesaling platform that tracks deals, generates contracts, and enforces state-by-state rules on what can be assigned and disclosed
- Operations platform
- Dispatch, quoting, invoicing, payroll hours, and reporting in one system, in place of four separate subscriptions
- Multi-location franchise system
- One admin view across locations, each location with its own staff, pricing, and reporting
- Document-heavy workflows
- Intake packets, approvals, e-signatures, and audit logs for lending, insurance, or property management
- Data pipelines and analytics
- Pull data from several tools nightly, clean it, and serve forecasts and KPIs to a dashboard
- AI phone and text intake
- Answers calls and texts, qualifies the lead, books the job on the real calendar, and hands off to a human when it should
- Estimates from photos
- Customer uploads photos of the roof or the panel, AI drafts a scoped estimate from the price book, estimator approves
- Insurance claims workflow
- For roofers and restoration: claim intake, adjuster documents, supplements, and payment tracking per claim
- Bid and procurement management
- A general contractor sends bid packages to subs, compares bids side by side, and awards with a contract
- Route optimization
- Daily routes built from job locations, time windows, and live traffic, re-planned when a job runs long
- Multi-location inventory with barcodes
- Warehouse, trucks, and branches with scan-in scan-out, transfers, and shrinkage reports
- Subcontractor compliance
- Collects and tracks insurance certificates, W-9s, licenses, and blocks assignment when one expires
- Permit and inspection tracker
- Permits per job by jurisdiction, inspection scheduling, and pass or fail history
- Hiring pipeline
- Applications organized against the job’s requirements for a person to review, interview scheduling, and offer letters, all in one flow
- Revenue and cash forecasting
- Projects cash by week from the schedule, open quotes, and invoice aging
| What | Example |
|---|---|
| AI agent team for an owner | Agents that read the inbox, draft replies, schedule jobs, chase unpaid invoices, and send the owner a daily digest, with a confirm-before-send safety net |
| Deal desk with compliance rules | A real-estate wholesaling platform that tracks deals, generates contracts, and enforces state-by-state rules on what can be assigned and disclosed |
| Operations platform | Dispatch, quoting, invoicing, payroll hours, and reporting in one system, in place of four separate subscriptions |
| Multi-location franchise system | One admin view across locations, each location with its own staff, pricing, and reporting |
| Document-heavy workflows | Intake packets, approvals, e-signatures, and audit logs for lending, insurance, or property management |
| Data pipelines and analytics | Pull data from several tools nightly, clean it, and serve forecasts and KPIs to a dashboard |
| AI phone and text intake | Answers calls and texts, qualifies the lead, books the job on the real calendar, and hands off to a human when it should |
| Estimates from photos | Customer uploads photos of the roof or the panel, AI drafts a scoped estimate from the price book, estimator approves |
| Insurance claims workflow | For roofers and restoration: claim intake, adjuster documents, supplements, and payment tracking per claim |
| Bid and procurement management | A general contractor sends bid packages to subs, compares bids side by side, and awards with a contract |
| Route optimization | Daily routes built from job locations, time windows, and live traffic, re-planned when a job runs long |
| Multi-location inventory with barcodes | Warehouse, trucks, and branches with scan-in scan-out, transfers, and shrinkage reports |
| Subcontractor compliance | Collects and tracks insurance certificates, W-9s, licenses, and blocks assignment when one expires |
| Permit and inspection tracker | Permits per job by jurisdiction, inspection scheduling, and pass or fail history |
| Hiring pipeline | Applications organized against the job’s requirements for a person to review, interview scheduling, and offer letters, all in one flow |
| Revenue and cash forecasting | Projects cash by week from the schedule, open quotes, and invoice aging |
Software you already know at this level: ServiceTitan, the full HubSpot suite, Monday.com, Notion, Toast for restaurants, Intercom’s AI support agent, QuickBooks Online with payroll and time tracking turned on, Procore, Buildertrend, Rippling, Zendesk, Klaviyo, Samsara, AppFolio, Xero, the full Podium suite, Yardi for property management.
Names belong to their owners and are used only to show the size of each tier. We are not affiliated with them.
Tier 6
Advanced systems
Products that could be sold as a company of their own. Many customers on one system, real-time behavior, money moving between parties, and AI running the operation rather than assisting it.
- Multi-tenant SaaS
- A field-service platform sold by subscription to hundreds of contractors, each with isolated data, billing, and branding
- Marketplace with payouts
- Homeowners post jobs, vetted contractors bid, escrow holds the payment, the platform takes a fee and pays out
- Real-time multi-user apps
- A live poker room or an auction floor where every player sees the same state within a fraction of a second
- AI agent fleets
- Dozens of agents handling intake, scheduling, payment reminders, and reporting across many client businesses, with human review queues and full audit logs
- API platform
- A service other software companies plug into, with keys, rate limits, usage billing, and developer docs
- Legacy rebuild
- Rebuild a 15-year-old desktop or Access-based system as a modern web app, migrating all the historical data
- Voice and phone AI
- An after-hours receptionist that answers calls, books jobs, and escalates emergencies to an on-call tech
- Franchise-in-a-box platform
- Everything a new franchisee needs on day one: site, CRM, dispatch, marketing, and royalty reporting to the franchisor
- Embedded payments and lending
- Contractors offer customer financing at the point of quote, with underwriting, funding, and servicing built into the platform
- On-demand labor marketplace
- Techs set availability, companies request help by skill and location, the platform matches, tracks hours, and pays out
- Telematics and IoT platform
- Sensors on equipment, trucks, or buildings report in, the platform alerts, predicts failures, and opens work orders
- Warranty and service-contract product
- A company sells its own extended warranties: pricing, claims, reserves, and reporting to underwriters
- White-label platform
- One codebase sold under different brands to different industries, each with its own domain, look, and feature set
- Remote inspection and video platform
- Live video sessions with recording, annotation, and AI-generated inspection reports
- Training and certification marketplace
- Instructors publish courses, companies buy seats, certificates verify publicly, and the platform takes a cut
| What | Example |
|---|---|
| Multi-tenant SaaS | A field-service platform sold by subscription to hundreds of contractors, each with isolated data, billing, and branding |
| Marketplace with payouts | Homeowners post jobs, vetted contractors bid, escrow holds the payment, the platform takes a fee and pays out |
| Real-time multi-user apps | A live poker room or an auction floor where every player sees the same state within a fraction of a second |
| AI agent fleets | Dozens of agents handling intake, scheduling, payment reminders, and reporting across many client businesses, with human review queues and full audit logs |
| API platform | A service other software companies plug into, with keys, rate limits, usage billing, and developer docs |
| Legacy rebuild | Rebuild a 15-year-old desktop or Access-based system as a modern web app, migrating all the historical data |
| Voice and phone AI | An after-hours receptionist that answers calls, books jobs, and escalates emergencies to an on-call tech |
| Franchise-in-a-box platform | Everything a new franchisee needs on day one: site, CRM, dispatch, marketing, and royalty reporting to the franchisor |
| Embedded payments and lending | Contractors offer customer financing at the point of quote, with underwriting, funding, and servicing built into the platform |
| On-demand labor marketplace | Techs set availability, companies request help by skill and location, the platform matches, tracks hours, and pays out |
| Telematics and IoT platform | Sensors on equipment, trucks, or buildings report in, the platform alerts, predicts failures, and opens work orders |
| Warranty and service-contract product | A company sells its own extended warranties: pricing, claims, reserves, and reporting to underwriters |
| White-label platform | One codebase sold under different brands to different industries, each with its own domain, look, and feature set |
| Remote inspection and video platform | Live video sessions with recording, annotation, and AI-generated inspection reports |
| Training and certification marketplace | Instructors publish courses, companies buy seats, certificates verify publicly, and the platform takes a cut |
Software you already know at this level: Airbnb, Uber, DoorDash, Shopify as a platform for a million merchants, Stripe, Zoom, Salesforce, Twilio, Angi, Thumbtack, Instacart, Etsy, Slack, Dropbox, Brex, Samsara as a platform, Nextdoor, Zillow, Robinhood, and Facebook as it was in its first few years: a social network with profiles, friends, and a live feed shared by everyone on it.
Names belong to their owners and are used only to show the size of each tier. We are not affiliated with them.
Tier 7
Frontier systems
The hardest things we build: software that builds, checks, or runs other software, and systems where many businesses, many AI models, and real money all interact at once. Our own build pipeline is the proof, and it is the reference example we can point to. It is a Tier 7 system that we use every day to ship everything in the tiers before it.
- Autonomous software factory
- A system that takes a written spec, splits it into features, builds each one with parallel AI engineers, has separate AI reviewers attack the result, keeps a tamper-evident ledger of every check, and lands the finished product on its own. This is what we run internally
- Multi-project batch delivery
- Point the factory at a portfolio of related products and it builds all of them in one run, each in isolation, with one consolidated quality gate at the end
- Multi-model AI systems with adversarial review
- Several different AI models in defined roles: builders, reviewers, and adversaries whose only job is to find where the work falls short, with machine gates that decide, not the AI’s own opinion
- Audit record infrastructure
- Hash-chained, append-only ledgers that show after the fact what was built, tested, reviewed, and by whom, designed for regulated industries and due diligence
- Enterprise integration platform
- One system that sits across a company’s CRM, accounting, dispatch, payroll, and phone system, with event-driven sync, conflict resolution, and a full change history
- Vision and document AI at scale
- Reading thousands of photos, invoices, contracts, or inspection reports a day and turning them into structured data with a human review queue for the uncertain cases
- Decision engines
- Underwriting, pricing, or scheduling engines that combine business rules, historical data, and AI judgment, with every decision explainable and reversible
- Custom internal AI platforms
- A company’s own private version of the factory above: its agents, its review gates, its documentation, running on its own infrastructure
- Agent-run daily operations
- Agents handle most of a business’s daily operations, from intake to dispatch to payment reminders, and people approve every exception they flag
- Fraud and anomaly detection across many businesses
- Watches transactions, jobs, and behavior across every client on a platform and catches patterns no single business could see
- Real-time pricing and bidding engine
- Prices quotes, ads, or loads in milliseconds from demand, capacity, and history, and learns from what wins
- Digital twin of an operation
- A live model of a company’s crews, trucks, inventory, and jobs that can be asked “what happens if we add two techs” before doing it
- Cross-company data clean room
- Several companies pool data for benchmarks and forecasting without any of them seeing another’s raw records
- Custom model training pipeline
- Trains and evaluates a company’s own AI models on its own data, with drift monitoring and safe rollout
- National-scale dispatch
- Matching thousands of jobs to thousands of crews across regions every hour, with service-level commitments and live re-planning
| What | Example |
|---|---|
| Autonomous software factory | A system that takes a written spec, splits it into features, builds each one with parallel AI engineers, has separate AI reviewers attack the result, keeps a tamper-evident ledger of every check, and lands the finished product on its own. This is what we run internally |
| Multi-project batch delivery | Point the factory at a portfolio of related products and it builds all of them in one run, each in isolation, with one consolidated quality gate at the end |
| Multi-model AI systems with adversarial review | Several different AI models in defined roles: builders, reviewers, and adversaries whose only job is to find where the work falls short, with machine gates that decide, not the AI’s own opinion |
| Audit record infrastructure | Hash-chained, append-only ledgers that show after the fact what was built, tested, reviewed, and by whom, designed for regulated industries and due diligence |
| Enterprise integration platform | One system that sits across a company’s CRM, accounting, dispatch, payroll, and phone system, with event-driven sync, conflict resolution, and a full change history |
| Vision and document AI at scale | Reading thousands of photos, invoices, contracts, or inspection reports a day and turning them into structured data with a human review queue for the uncertain cases |
| Decision engines | Underwriting, pricing, or scheduling engines that combine business rules, historical data, and AI judgment, with every decision explainable and reversible |
| Custom internal AI platforms | A company’s own private version of the factory above: its agents, its review gates, its documentation, running on its own infrastructure |
| Agent-run daily operations | Agents handle most of a business’s daily operations, from intake to dispatch to payment reminders, and people approve every exception they flag |
| Fraud and anomaly detection across many businesses | Watches transactions, jobs, and behavior across every client on a platform and catches patterns no single business could see |
| Real-time pricing and bidding engine | Prices quotes, ads, or loads in milliseconds from demand, capacity, and history, and learns from what wins |
| Digital twin of an operation | A live model of a company’s crews, trucks, inventory, and jobs that can be asked “what happens if we add two techs” before doing it |
| Cross-company data clean room | Several companies pool data for benchmarks and forecasting without any of them seeing another’s raw records |
| Custom model training pipeline | Trains and evaluates a company’s own AI models on its own data, with drift monitoring and safe rollout |
| National-scale dispatch | Matching thousands of jobs to thousands of crews across regions every hour, with service-level commitments and live re-planning |
Software you already know at this level: Facebook and Instagram as they run today, with feed ranking, ad auctions, and content moderation for billions of people, Google Search, Amazon Web Services and Amazon’s logistics network, Palantir, the Bloomberg Terminal, Stripe’s fraud engine, Tesla’s self-driving software and Waymo, Netflix’s recommendation engine, Uber’s dispatch and surge pricing, and the data platforms Snowflake and Databricks.
Names belong to their owners and are used only to show the size of each tier. We are not affiliated with them.
Ready to see what fits your business?
In a free workflow consult we map how work moves, show where time and revenue leak, and give you a plain-English plan and a written quote.