Outcome cluster
AI-Native Operations & Throughput
Back-office and throughput workflows redesigned around AI as the operating layer.
Early access: we work with a small first cohort. Engagements are scoped, priced, and shipped end-to-end by our team — not referred to third parties.
What we build in this cluster
We design and ship the operating layer: back-office automation, finance workflows, supply chain, procurement, and the workflows your team runs every day. Built with governance from week one — versioned prompts, audit logs, reviewer queues.
Outcomes we target
Workflow throughput per operator × 3-5
Error rate cut 40-70% on repeatable steps
Cycle time compressed 50-80%
Operating cost per transaction down 30-50%
Pricing for this cluster
Three phases, billed separately. You commit one phase at a time.
Phase 1 · Discovery
$6k
2-week sprint
Phase 2 · Build
$20k–$28k
6-10 weeks
Phase 3 · Run
$2.5k–$4k / mo
optional, hourly bank also available
~$32k–$58k typical year 1 (60% take the run option for ~6 months)
Reference architecture
The 4-layer AI-native workflow we ship in every operations & throughput engagement. Node names adapt to your stack during Discovery.
How we deliver
Phase 1 · Weeks 1–2
Discovery
We map the workflow, the systems, the decisions, and the baseline metrics. Output: a scoped statement of work.
Phase 2 · Weeks 2–4
Design
We design the operating model: data access, retrieval, prompts, review queues, controls, and the KPI dashboard.
Phase 3 · Weeks 4–8
Build
We ship a production thin slice on real data, with versioned prompts, evaluation harness, and human review.
Phase 4 · Weeks 8+
Run
We run the workflow with you weekly, expand into adjacent work, and report against baseline.
Operations & Throughput engagements by industry
252 scoped engagements across 42 industries. Use the filter to narrow by company size.
252 engagements
Airlines
Finance Back Office
reduce manual finance work without losing control for airlines.
Airlines
Procurement Automation
buy faster while improving supplier discipline for airlines.
Airlines
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for airlines.
Airlines
Document Processing
extract meaning from documents at scale for airlines.
Airlines
HR Employee Support
answer employee questions consistently and reduce HR ticket load for airlines.
Airlines
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for airlines.
Airports
Finance Back Office
reduce manual finance work without losing control for airports.
Airports
Procurement Automation
buy faster while improving supplier discipline for airports.
Airports
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for airports.
Airports
Document Processing
extract meaning from documents at scale for airports.
Airports
HR Employee Support
answer employee questions consistently and reduce HR ticket load for airports.
Airports
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for airports.
Hotels
Finance Back Office
reduce manual finance work without losing control for hotels.
Hotels
Procurement Automation
buy faster while improving supplier discipline for hotels.
Hotels
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for hotels.
Hotels
Document Processing
extract meaning from documents at scale for hotels.
Hotels
HR Employee Support
answer employee questions consistently and reduce HR ticket load for hotels.
Hotels
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for hotels.
Travel Agencies
Finance Back Office
reduce manual finance work without losing control for travel agencies.
Travel Agencies
Procurement Automation
buy faster while improving supplier discipline for travel agencies.
Travel Agencies
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for travel agencies.
Travel Agencies
Document Processing
extract meaning from documents at scale for travel agencies.
Travel Agencies
HR Employee Support
answer employee questions consistently and reduce HR ticket load for travel agencies.
Travel Agencies
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for travel agencies.
Banking
Finance Back Office
reduce manual finance work without losing control for banking.
Banking
Procurement Automation
buy faster while improving supplier discipline for banking.
Banking
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for banking.
Banking
Document Processing
extract meaning from documents at scale for banking.
Banking
HR Employee Support
answer employee questions consistently and reduce HR ticket load for banking.
Banking
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for banking.
Insurance
Finance Back Office
reduce manual finance work without losing control for insurance.
Insurance
Procurement Automation
buy faster while improving supplier discipline for insurance.
Insurance
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for insurance.
Insurance
Document Processing
extract meaning from documents at scale for insurance.
Insurance
HR Employee Support
answer employee questions consistently and reduce HR ticket load for insurance.
Insurance
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for insurance.
Wealth Management
Finance Back Office
reduce manual finance work without losing control for wealth management.
Wealth Management
Procurement Automation
buy faster while improving supplier discipline for wealth management.
Wealth Management
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for wealth management.
Wealth Management
Document Processing
extract meaning from documents at scale for wealth management.
Wealth Management
HR Employee Support
answer employee questions consistently and reduce HR ticket load for wealth management.
Wealth Management
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for wealth management.
Payments
Finance Back Office
reduce manual finance work without losing control for payments.
Payments
Procurement Automation
buy faster while improving supplier discipline for payments.
Payments
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for payments.
Payments
Document Processing
extract meaning from documents at scale for payments.
Payments
HR Employee Support
answer employee questions consistently and reduce HR ticket load for payments.
Payments
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for payments.
Healthcare Providers
Finance Back Office
reduce manual finance work without losing control for healthcare providers.
Healthcare Providers
Procurement Automation
buy faster while improving supplier discipline for healthcare providers.
Healthcare Providers
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for healthcare providers.
Healthcare Providers
Document Processing
extract meaning from documents at scale for healthcare providers.
Healthcare Providers
HR Employee Support
answer employee questions consistently and reduce HR ticket load for healthcare providers.
Healthcare Providers
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for healthcare providers.
Pharmaceuticals
Finance Back Office
reduce manual finance work without losing control for pharmaceuticals.
Pharmaceuticals
Procurement Automation
buy faster while improving supplier discipline for pharmaceuticals.
Pharmaceuticals
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for pharmaceuticals.
Pharmaceuticals
Document Processing
extract meaning from documents at scale for pharmaceuticals.
Pharmaceuticals
HR Employee Support
answer employee questions consistently and reduce HR ticket load for pharmaceuticals.
Pharmaceuticals
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for pharmaceuticals.
Medical Devices
Finance Back Office
reduce manual finance work without losing control for medical devices.
Medical Devices
Procurement Automation
buy faster while improving supplier discipline for medical devices.
Medical Devices
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for medical devices.
Medical Devices
Document Processing
extract meaning from documents at scale for medical devices.
Medical Devices
HR Employee Support
answer employee questions consistently and reduce HR ticket load for medical devices.
Medical Devices
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for medical devices.
Biotechnology
Finance Back Office
reduce manual finance work without losing control for biotechnology.
Biotechnology
Procurement Automation
buy faster while improving supplier discipline for biotechnology.
Biotechnology
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for biotechnology.
Biotechnology
Document Processing
extract meaning from documents at scale for biotechnology.
Biotechnology
HR Employee Support
answer employee questions consistently and reduce HR ticket load for biotechnology.
Biotechnology
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for biotechnology.
Retail
Finance Back Office
reduce manual finance work without losing control for retail.
Retail
Procurement Automation
buy faster while improving supplier discipline for retail.
Retail
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for retail.
Retail
Document Processing
extract meaning from documents at scale for retail.
Retail
HR Employee Support
answer employee questions consistently and reduce HR ticket load for retail.
Retail
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for retail.
Ecommerce
Finance Back Office
reduce manual finance work without losing control for ecommerce.
Ecommerce
Procurement Automation
buy faster while improving supplier discipline for ecommerce.
Ecommerce
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for ecommerce.
Ecommerce
Document Processing
extract meaning from documents at scale for ecommerce.
Ecommerce
HR Employee Support
answer employee questions consistently and reduce HR ticket load for ecommerce.
Ecommerce
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for ecommerce.
Consumer Packaged Goods
Finance Back Office
reduce manual finance work without losing control for consumer packaged goods.
Consumer Packaged Goods
Procurement Automation
buy faster while improving supplier discipline for consumer packaged goods.
Consumer Packaged Goods
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for consumer packaged goods.
Consumer Packaged Goods
Document Processing
extract meaning from documents at scale for consumer packaged goods.
Consumer Packaged Goods
HR Employee Support
answer employee questions consistently and reduce HR ticket load for consumer packaged goods.
Consumer Packaged Goods
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for consumer packaged goods.
Fashion
Finance Back Office
reduce manual finance work without losing control for fashion.
Fashion
Procurement Automation
buy faster while improving supplier discipline for fashion.
Fashion
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for fashion.
Fashion
Document Processing
extract meaning from documents at scale for fashion.
Fashion
HR Employee Support
answer employee questions consistently and reduce HR ticket load for fashion.
Fashion
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for fashion.
Automotive
Finance Back Office
reduce manual finance work without losing control for automotive.
Automotive
Procurement Automation
buy faster while improving supplier discipline for automotive.
Automotive
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for automotive.
Automotive
Document Processing
extract meaning from documents at scale for automotive.
Automotive
HR Employee Support
answer employee questions consistently and reduce HR ticket load for automotive.
Automotive
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for automotive.
Manufacturing
Finance Back Office
reduce manual finance work without losing control for manufacturing.
Manufacturing
Procurement Automation
buy faster while improving supplier discipline for manufacturing.
Manufacturing
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for manufacturing.
Manufacturing
Document Processing
extract meaning from documents at scale for manufacturing.
Manufacturing
HR Employee Support
answer employee questions consistently and reduce HR ticket load for manufacturing.
Manufacturing
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for manufacturing.
Aerospace and Defense
Finance Back Office
reduce manual finance work without losing control for aerospace and defense.
Aerospace and Defense
Procurement Automation
buy faster while improving supplier discipline for aerospace and defense.
Aerospace and Defense
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for aerospace and defense.
Aerospace and Defense
Document Processing
extract meaning from documents at scale for aerospace and defense.
Aerospace and Defense
HR Employee Support
answer employee questions consistently and reduce HR ticket load for aerospace and defense.
Aerospace and Defense
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for aerospace and defense.
Construction
Finance Back Office
reduce manual finance work without losing control for construction.
Construction
Procurement Automation
buy faster while improving supplier discipline for construction.
Construction
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for construction.
Construction
Document Processing
extract meaning from documents at scale for construction.
Construction
HR Employee Support
answer employee questions consistently and reduce HR ticket load for construction.
Construction
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for construction.
Real Estate
Finance Back Office
reduce manual finance work without losing control for real estate.
Real Estate
Procurement Automation
buy faster while improving supplier discipline for real estate.
Real Estate
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for real estate.
Real Estate
Document Processing
extract meaning from documents at scale for real estate.
Real Estate
HR Employee Support
answer employee questions consistently and reduce HR ticket load for real estate.
Real Estate
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for real estate.
Logistics
Finance Back Office
reduce manual finance work without losing control for logistics.
Logistics
Procurement Automation
buy faster while improving supplier discipline for logistics.
Logistics
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for logistics.
Logistics
Document Processing
extract meaning from documents at scale for logistics.
Logistics
HR Employee Support
answer employee questions consistently and reduce HR ticket load for logistics.
Logistics
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for logistics.
Shipping
Finance Back Office
reduce manual finance work without losing control for shipping.
Shipping
Procurement Automation
buy faster while improving supplier discipline for shipping.
Shipping
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for shipping.
Shipping
Document Processing
extract meaning from documents at scale for shipping.
Shipping
HR Employee Support
answer employee questions consistently and reduce HR ticket load for shipping.
Shipping
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for shipping.
Energy Utilities
Finance Back Office
reduce manual finance work without losing control for energy utilities.
Energy Utilities
Procurement Automation
buy faster while improving supplier discipline for energy utilities.
Energy Utilities
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for energy utilities.
Energy Utilities
Document Processing
extract meaning from documents at scale for energy utilities.
Energy Utilities
HR Employee Support
answer employee questions consistently and reduce HR ticket load for energy utilities.
Energy Utilities
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for energy utilities.
Oil and Gas
Finance Back Office
reduce manual finance work without losing control for oil and gas.
Oil and Gas
Procurement Automation
buy faster while improving supplier discipline for oil and gas.
Oil and Gas
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for oil and gas.
Oil and Gas
Document Processing
extract meaning from documents at scale for oil and gas.
Oil and Gas
HR Employee Support
answer employee questions consistently and reduce HR ticket load for oil and gas.
Oil and Gas
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for oil and gas.
Renewable Energy
Finance Back Office
reduce manual finance work without losing control for renewable energy.
Renewable Energy
Procurement Automation
buy faster while improving supplier discipline for renewable energy.
Renewable Energy
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for renewable energy.
Renewable Energy
Document Processing
extract meaning from documents at scale for renewable energy.
Renewable Energy
HR Employee Support
answer employee questions consistently and reduce HR ticket load for renewable energy.
Renewable Energy
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for renewable energy.
Telecommunications
Finance Back Office
reduce manual finance work without losing control for telecommunications.
Telecommunications
Procurement Automation
buy faster while improving supplier discipline for telecommunications.
Telecommunications
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for telecommunications.
Telecommunications
Document Processing
extract meaning from documents at scale for telecommunications.
Telecommunications
HR Employee Support
answer employee questions consistently and reduce HR ticket load for telecommunications.
Telecommunications
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for telecommunications.
SaaS
Finance Back Office
reduce manual finance work without losing control for saas.
SaaS
Procurement Automation
buy faster while improving supplier discipline for saas.
SaaS
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for saas.
SaaS
Document Processing
extract meaning from documents at scale for saas.
SaaS
HR Employee Support
answer employee questions consistently and reduce HR ticket load for saas.
SaaS
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for saas.
Cybersecurity
Finance Back Office
reduce manual finance work without losing control for cybersecurity.
Cybersecurity
Procurement Automation
buy faster while improving supplier discipline for cybersecurity.
Cybersecurity
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for cybersecurity.
Cybersecurity
Document Processing
extract meaning from documents at scale for cybersecurity.
Cybersecurity
HR Employee Support
answer employee questions consistently and reduce HR ticket load for cybersecurity.
Cybersecurity
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for cybersecurity.
Education
Finance Back Office
reduce manual finance work without losing control for education.
Education
Procurement Automation
buy faster while improving supplier discipline for education.
Education
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for education.
Education
Document Processing
extract meaning from documents at scale for education.
Education
HR Employee Support
answer employee questions consistently and reduce HR ticket load for education.
Education
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for education.
Legal Services
Finance Back Office
reduce manual finance work without losing control for legal services.
Legal Services
Procurement Automation
buy faster while improving supplier discipline for legal services.
Legal Services
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for legal services.
Legal Services
Document Processing
extract meaning from documents at scale for legal services.
Legal Services
HR Employee Support
answer employee questions consistently and reduce HR ticket load for legal services.
Legal Services
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for legal services.
Accounting
Finance Back Office
reduce manual finance work without losing control for accounting.
Accounting
Procurement Automation
buy faster while improving supplier discipline for accounting.
Accounting
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for accounting.
Accounting
Document Processing
extract meaning from documents at scale for accounting.
Accounting
HR Employee Support
answer employee questions consistently and reduce HR ticket load for accounting.
Accounting
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for accounting.
Consulting
Finance Back Office
reduce manual finance work without losing control for consulting.
Consulting
Procurement Automation
buy faster while improving supplier discipline for consulting.
Consulting
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for consulting.
Consulting
Document Processing
extract meaning from documents at scale for consulting.
Consulting
HR Employee Support
answer employee questions consistently and reduce HR ticket load for consulting.
Consulting
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for consulting.
Marketing Agencies
Finance Back Office
reduce manual finance work without losing control for marketing agencies.
Marketing Agencies
Procurement Automation
buy faster while improving supplier discipline for marketing agencies.
Marketing Agencies
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for marketing agencies.
Marketing Agencies
Document Processing
extract meaning from documents at scale for marketing agencies.
Marketing Agencies
HR Employee Support
answer employee questions consistently and reduce HR ticket load for marketing agencies.
Marketing Agencies
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for marketing agencies.
Human Resources
Finance Back Office
reduce manual finance work without losing control for human resources.
Human Resources
Procurement Automation
buy faster while improving supplier discipline for human resources.
Human Resources
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for human resources.
Human Resources
Document Processing
extract meaning from documents at scale for human resources.
Human Resources
HR Employee Support
answer employee questions consistently and reduce HR ticket load for human resources.
Human Resources
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for human resources.
Recruiting
Finance Back Office
reduce manual finance work without losing control for recruiting.
Recruiting
Procurement Automation
buy faster while improving supplier discipline for recruiting.
Recruiting
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for recruiting.
Recruiting
Document Processing
extract meaning from documents at scale for recruiting.
Recruiting
HR Employee Support
answer employee questions consistently and reduce HR ticket load for recruiting.
Recruiting
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for recruiting.
Government Services
Finance Back Office
reduce manual finance work without losing control for government services.
Government Services
Procurement Automation
buy faster while improving supplier discipline for government services.
Government Services
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for government services.
Government Services
Document Processing
extract meaning from documents at scale for government services.
Government Services
HR Employee Support
answer employee questions consistently and reduce HR ticket load for government services.
Government Services
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for government services.
Nonprofits
Finance Back Office
reduce manual finance work without losing control for nonprofits.
Nonprofits
Procurement Automation
buy faster while improving supplier discipline for nonprofits.
Nonprofits
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for nonprofits.
Nonprofits
Document Processing
extract meaning from documents at scale for nonprofits.
Nonprofits
HR Employee Support
answer employee questions consistently and reduce HR ticket load for nonprofits.
Nonprofits
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for nonprofits.
Media and Entertainment
Finance Back Office
reduce manual finance work without losing control for media and entertainment.
Media and Entertainment
Procurement Automation
buy faster while improving supplier discipline for media and entertainment.
Media and Entertainment
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for media and entertainment.
Media and Entertainment
Document Processing
extract meaning from documents at scale for media and entertainment.
Media and Entertainment
HR Employee Support
answer employee questions consistently and reduce HR ticket load for media and entertainment.
Media and Entertainment
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for media and entertainment.
Gaming
Finance Back Office
reduce manual finance work without losing control for gaming.
Gaming
Procurement Automation
buy faster while improving supplier discipline for gaming.
Gaming
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for gaming.
Gaming
Document Processing
extract meaning from documents at scale for gaming.
Gaming
HR Employee Support
answer employee questions consistently and reduce HR ticket load for gaming.
Gaming
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for gaming.
Agriculture
Finance Back Office
reduce manual finance work without losing control for agriculture.
Agriculture
Procurement Automation
buy faster while improving supplier discipline for agriculture.
Agriculture
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for agriculture.
Agriculture
Document Processing
extract meaning from documents at scale for agriculture.
Agriculture
HR Employee Support
answer employee questions consistently and reduce HR ticket load for agriculture.
Agriculture
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for agriculture.
Food Service
Finance Back Office
reduce manual finance work without losing control for food service.
Food Service
Procurement Automation
buy faster while improving supplier discipline for food service.
Food Service
Supply Chain Planning
make demand, inventory, and exception decisions more proactive for food service.
Food Service
Document Processing
extract meaning from documents at scale for food service.
Food Service
HR Employee Support
answer employee questions consistently and reduce HR ticket load for food service.
Food Service
Recruiting Operations
increase recruiter capacity without sacrificing candidate quality for food service.
Filtering is a guideline based on typical fit, not a hard rule. We ship engagements at every company size.
Other outcome clusters
Start the engagement
Book a discovery call for Operations & Throughput
Tell us the workflow you want to attack first, the systems involved, and the KPI you want to move. We'll send a scoped statement of work within 5 business days.