Industries
AI that moves leads, sales, and revenue.
Production AI for the operator workflows people search: submission intake, lease abstraction, freight invoice audit, BSA/AML, prior auth, submittals, and more. Principal-led. KPIs locked in discovery.
High-intent workflows
What operators actually search
Niche queries beat generic “AI consulting.” Start here if you already know the bottleneck.
Universal funnel
Every industry runs the same economics
AI boosts revenue when it removes friction in the workflows that already drive your P&L, not when it's bolted on as a chatbot.
Attract
Revenue
Lead scoring, intent signals, and outbound personalization to fill the pipeline with qualified prospects.
Convert
Revenue
Sales research agents, proposal automation, and faster quoting to raise close rates.
Expand
Revenue
Upsell models, pricing optimization, and cross-sell intelligence to grow revenue per account.
Retain
Revenue
Churn prediction, proactive outreach, and support automation to protect lifetime value.
Operate
Cost
Document intelligence, workflow agents, and forecasting to cut cost and cycle time at scale.
Operator verticals
One level below the category pages. These are the workflows operators actually type into Google.
Operator vertical
MGAs & Specialty P&C
Submission intake, ACORD extraction, claims fraud, and quote-to-bind acceleration for $30–200M GWP MGAs, without replacing the policy admin system.
- Decline junk submissions before underwriter hours are spent
- Cut quote-to-bind cycle time on surplus and specialty lines
Operator vertical
Credit Unions & Community Banks
Card and ACH fraud, BSA/AML alert triage, and KYC document intelligence for $200M–$5B asset credit unions, built to survive a NCUA exam.
- Cut fraud losses without flooding the review queue
- Reduce BSA analyst hours per true-positive alert
Operator vertical
CRE Operators & Property Managers
Lease abstraction into Yardi or MRI, tenant-churn models, and acquisition DD extraction for 5k–50k unit operators, not listing-copy chatbots.
- Cut hours per lease abstract from days to a reviewed draft
- Protect occupancy with earlier renewal outreach
Operator vertical
3PL & Freight Brokerages
Freight bill audit, accessorial anomaly detection, and BOL/POD extraction for 50–500 person 3PLs and brokers. Document intelligence plus fraud-style scoring on invoices.
- Recover overcharges without hiring another audit desk
- Auto-approve clean invoices and escalate only material exceptions
Operator vertical
Title, Escrow & Mortgage Ops
Commitment exception extraction, closing-package completeness, and stacking-order document intelligence for regional title companies and correspondent lenders.
- Shorten exam-to-commitment cycle time
- Catch missing trailing docs before funding
Operator vertical
Wholesale Distribution
Demand forecasting, fill-rate versus inventory tradeoffs, and EDI exception agents for $50–500M wholesale distributors still running ERP plus spreadsheets.
- Raise fill rate without adding a warehouse of safety stock
- Cut excess inventory on the long tail
Operator vertical
RCM & Prior Authorization
Denial prediction, prior-auth packet assembly, and payer-policy RAG for billing companies, DSOs, and specialty groups. Ops AI, not clinical diagnosis.
- Prevent denials before the claim drops
- Cut days in A/R on prior-auth heavy specialties
Operator vertical
Staffing Firms & PEOs
Resume and credential extraction, req-to-candidate ranking, and recruiter research agents for $20–200M staffing firms and PEOs, implemented in your ATS.
- Fill reqs faster with ranked shortlists, not keyword search
- Cut recruiter research hours per submittal
Operator vertical
Licensed iGaming & Sportsbook
Geo-compliance, KYC/AML, bonus-abuse detection, and responsible-gaming retrieval for licensed sportsbook and iGaming operators. Ad channels are limited. Production systems are not.
- Cut bonus leakage from multi-accounting rings
- Clear KYC without adding a review army
Operator vertical
FFL & Firearms Manufacturers
Serialized inventory, ATF recordkeeping support, dealer-portal search, and compliant organic product pages for manufacturers and FFLs. Google will not run the ads. Operations still need systems.
- Reduce allocation errors across the dealer network
- Shorten compliance document cycles
Operator vertical
Specialty GCs & Subcontractors
Submittal review against specs, COI tracking, and RFI/change-order document agents for $50–500M specialty contractors, not takeoff software wars.
- Cut days in submittal review queues
- Catch expired or missing COIs before work starts
Proven depth
Proven depth
Financial Services
Fraud detection, risk modeling, and governed ML at transaction scale.
- Protect revenue from fraud losses and chargebacks
- Reduce manual review cost per flagged transaction
Proven depth
Federal & Public Sector
Federal-scale data systems, compliance posture, and high-throughput pipelines.
- Reduce fraud and improper-payment exposure at program scale
- Cut procurement and compliance documentation cycle time
Proven depth
Real Estate & PropTech
Portfolio analytics, valuation intelligence, and operational automation.
- Accelerate acquisition diligence and deal velocity
- Increase portfolio NOI through better pricing and retention
Proven depth
Location Intelligence
GPS traces, address geocoding, and spatial analytics for product growth and market expansion.
- Prioritize expansion markets with quantified demand and whitespace
- Increase same-store or territory revenue through geo-targeted product and sales focus
Proven depth
Telecommunications
Large-scale data platforms, network analytics, and customer intelligence.
- Reduce subscriber churn and protect recurring revenue
- Increase upsell conversion on existing accounts
Proven depth
Higher Education
Institutional analytics, research computing, and governed campus AI.
- Increase enrollment yield and tuition revenue per cohort
- Reduce student attrition and protect recurring tuition
Growth focus
Growth focus
Insurance
Claims automation, underwriting intelligence, and fraud detection, built on the same real-time fraud and risk-modeling pipelines we shipped at federal financial scale (10TB+/day).
- Reduce loss ratio through faster, higher-recall fraud detection
- Process more claims per adjuster without dropping accuracy
Growth focus
Healthcare & Life Sciences
Production ML and governed Gen AI for regulated health and biotech teams.
- Accelerate trial and regulatory document cycles
- Reduce manual chart review and abstraction cost
Growth focus
Legal & Professional Services
Contract analysis, discovery workflows, and retrieval systems at enterprise scale.
- Increase billable utilization by cutting research time
- Win more matters with faster proposal turnaround
Growth focus
Manufacturing & Supply Chain
Predictive maintenance, demand forecasting, and industrial data platforms.
- Reduce unplanned downtime and lost production revenue
- Improve order fill rate and on-time delivery
Growth focus
Energy & Utilities
Asset optimization, grid analytics, and governed AI in regulated infrastructure.
- Reduce outage cost and regulatory penalty exposure
- Increase asset utilization and throughput revenue
Selective intake · 2026
Your next system shouldship to production.
Agentic development from architecture through deployment, with the Production Standard contracted in writing.