Industries
AI for businesses that build, serve, and grow.
We work with companies doing $10M–$50M across industries where technology leadership is often absent but where AI can have an outsized impact. If your company doesn’t have a CTO, that’s not a gap. It’s exactly where we start.
01 / Construction & Trades
Every estimate, schedule, and job cost tracked in spreadsheets you don't fully trust.
The challenge
- Project estimation is slow and relies on intuition rather than data
- Job costing is manual and errors compound before anyone notices
- Communication between field crews and the office creates delays
- Scheduling and resource allocation live in spreadsheets or tribal knowledge
Where AI helps
- Automated bid analysis and estimation based on historical project data
- AI scheduling and resource optimization across multiple active jobs
- Field crews log updates via voice or text; AI structures them into reports
- Real-time job costing that flags overruns before they become problems
02 / Professional Services
Your best advisors are writing proposals and reports instead of advising clients.
The challenge
- Consultants and advisors spend too many hours on proposals and reporting
- Client communication is inconsistent and follow-up falls through the cracks
- Knowledge lives in people's heads rather than in accessible systems
- Meeting action items get lost between calls
Where AI helps
- AI-assisted proposal and SOW drafting: hours of writing to minutes
- Automated client reporting that pulls from existing systems
- CRM that logs interactions, generates follow-ups, and surfaces at-risk accounts
- Meeting summarization with automatic action item tracking
03 / Commercial Real Estate
Deals move at the speed of your slowest analysis.
The challenge
- Deal analysis is spreadsheet-heavy and delays decisions on opportunities
- Market research takes too long to be actionable
- Tenant communication and maintenance coordination is repetitive and manual
- Lease administration requires reading hundreds of documents by hand
Where AI helps
- Automated deal underwriting and comparable analysis for faster decisions
- AI-powered market research and trend monitoring for target areas
- Tenant communication automation: routine inquiries and maintenance scheduling
- Lease abstraction: pull key terms from hundreds of documents in minutes
04 / Agriculture
Planning for variables you can't control, with compliance records you can't automate.
The challenge
- Planning is weather-dependent and complex with many variables
- Compliance record-keeping is tedious and time-consuming
- Equipment maintenance is reactive rather than preventive
- Labor coordination across seasonal crews is difficult to optimize
Where AI helps
- AI-driven crop planning and yield forecasting from historical and weather data
- Automated compliance documentation and regulatory reporting
- Predictive maintenance: AI monitors equipment and flags issues before breakdown
- Labor scheduling optimization across crews, locations, and seasons
05 / Manufacturing
Reactive scheduling, manual inspection, and supply disruptions you see too late.
The challenge
- Production scheduling is complex and often reactive to disruptions
- Quality control depends on manual inspection with high variability
- Supply chain disruptions are caught too late to respond effectively
- Maintenance downtime is unplanned and costly
Where AI helps
- AI-optimized production scheduling across capacity, deadlines, and materials
- Automated quality inspection using visual AI and sensor data
- Supply chain monitoring that flags disruptions and surfaces alternatives early
- Predictive maintenance scheduled during planned downtime, not production
06 / Service Businesses
The back office takes as long as the job itself.
The challenge
- Customer scheduling and dispatch are managed manually
- Quoting and invoicing take too much back-office time
- Technicians spend hours on paperwork instead of billable work
- Repeat business depends on someone remembering to follow up
Where AI helps
- Intelligent scheduling and dispatch: routes, availability, and skill matching
- Automated quoting based on service type, history, and materials
- AI invoicing that generates and sends from completed job data
- Automated follow-up sequences: post-service check-ins, review requests, rebooking
Not sure where to start
If your business involves repetitive processes, manual data handling, scheduling complexity, or customer communication, AI can help. The question isn’t whether it’s relevant, but where to start first.