← All outcome clusters

Outcome cluster

AI-Native Customer Experience

Customer journey and support workflows where AI handles volume and humans handle trust.

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 customer-facing layer: service automation, personalized onboarding, retention workflows, churn prediction. Tone and escalation calibrated with your CX leaders. Low-confidence interactions always route to humans.

Outcomes we target

First-contact resolution lifted 20-40%

Support cost per case down 30-60%

Onboarding time-to-value compressed 40-70%

CSAT maintained or improved while volume grows

Pricing for this cluster

Three phases, billed separately. You commit one phase at a time.

Phase 1 · Discovery

$5k

2-week sprint

Phase 2 · Build

$18k–$25k

6-9 weeks

Phase 3 · Run

$2k–$3k / mo

optional, hourly bank also available

~$28k–$48k typical year 1 (60% take the run option for ~6 months)

Reference architecture

The 4-layer AI-native workflow we ship in every customer experience engagement. Node names adapt to your stack during Discovery.

IntakeTicketsChatEmailVoice transcriptAI orchestrationIntent classifierContext retrievalTone calibrationActionAuto-resolvedAgent draftEscalation surfacedHuman + qualitySenior agentQA reviewerCSAT loop
Reference architecture for the customer experience cluster — 4 layers from intake to human review. Each engagement adapts node names and integration points to your stack.

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.

Customer Experience engagements by industry

126 scoped engagements across 42 industries. Use the filter to narrow by company size.

Filter by company size:

126 engagements

Airlines

Customer Service Automation

reduce support volume while improving response quality for airlines.

Airlines

Field Service

increase field productivity and reduce repeat visits for airlines.

Airlines

Personalized Onboarding

help new customers reach value faster for airlines.

Airports

Customer Service Automation

reduce support volume while improving response quality for airports.

Airports

Field Service

increase field productivity and reduce repeat visits for airports.

Airports

Personalized Onboarding

help new customers reach value faster for airports.

Hotels

Customer Service Automation

reduce support volume while improving response quality for hotels.

Hotels

Field Service

increase field productivity and reduce repeat visits for hotels.

Hotels

Personalized Onboarding

help new customers reach value faster for hotels.

Travel Agencies

Customer Service Automation

reduce support volume while improving response quality for travel agencies.

Travel Agencies

Field Service

increase field productivity and reduce repeat visits for travel agencies.

Travel Agencies

Personalized Onboarding

help new customers reach value faster for travel agencies.

Banking

Customer Service Automation

reduce support volume while improving response quality for banking.

Banking

Field Service

increase field productivity and reduce repeat visits for banking.

Banking

Personalized Onboarding

help new customers reach value faster for banking.

Insurance

Customer Service Automation

reduce support volume while improving response quality for insurance.

Insurance

Field Service

increase field productivity and reduce repeat visits for insurance.

Insurance

Personalized Onboarding

help new customers reach value faster for insurance.

Wealth Management

Customer Service Automation

reduce support volume while improving response quality for wealth management.

Wealth Management

Field Service

increase field productivity and reduce repeat visits for wealth management.

Wealth Management

Personalized Onboarding

help new customers reach value faster for wealth management.

Payments

Customer Service Automation

reduce support volume while improving response quality for payments.

Payments

Field Service

increase field productivity and reduce repeat visits for payments.

Payments

Personalized Onboarding

help new customers reach value faster for payments.

Healthcare Providers

Customer Service Automation

reduce support volume while improving response quality for healthcare providers.

Healthcare Providers

Field Service

increase field productivity and reduce repeat visits for healthcare providers.

Healthcare Providers

Personalized Onboarding

help new customers reach value faster for healthcare providers.

Pharmaceuticals

Customer Service Automation

reduce support volume while improving response quality for pharmaceuticals.

Pharmaceuticals

Field Service

increase field productivity and reduce repeat visits for pharmaceuticals.

Pharmaceuticals

Personalized Onboarding

help new customers reach value faster for pharmaceuticals.

Medical Devices

Customer Service Automation

reduce support volume while improving response quality for medical devices.

Medical Devices

Field Service

increase field productivity and reduce repeat visits for medical devices.

Medical Devices

Personalized Onboarding

help new customers reach value faster for medical devices.

Biotechnology

Customer Service Automation

reduce support volume while improving response quality for biotechnology.

Biotechnology

Field Service

increase field productivity and reduce repeat visits for biotechnology.

Biotechnology

Personalized Onboarding

help new customers reach value faster for biotechnology.

Retail

Customer Service Automation

reduce support volume while improving response quality for retail.

Retail

Field Service

increase field productivity and reduce repeat visits for retail.

Retail

Personalized Onboarding

help new customers reach value faster for retail.

Ecommerce

Customer Service Automation

reduce support volume while improving response quality for ecommerce.

Ecommerce

Field Service

increase field productivity and reduce repeat visits for ecommerce.

Ecommerce

Personalized Onboarding

help new customers reach value faster for ecommerce.

Consumer Packaged Goods

Customer Service Automation

reduce support volume while improving response quality for consumer packaged goods.

Consumer Packaged Goods

Field Service

increase field productivity and reduce repeat visits for consumer packaged goods.

Consumer Packaged Goods

Personalized Onboarding

help new customers reach value faster for consumer packaged goods.

Fashion

Customer Service Automation

reduce support volume while improving response quality for fashion.

Fashion

Field Service

increase field productivity and reduce repeat visits for fashion.

Fashion

Personalized Onboarding

help new customers reach value faster for fashion.

Automotive

Customer Service Automation

reduce support volume while improving response quality for automotive.

Automotive

Field Service

increase field productivity and reduce repeat visits for automotive.

Automotive

Personalized Onboarding

help new customers reach value faster for automotive.

Manufacturing

Customer Service Automation

reduce support volume while improving response quality for manufacturing.

Manufacturing

Field Service

increase field productivity and reduce repeat visits for manufacturing.

Manufacturing

Personalized Onboarding

help new customers reach value faster for manufacturing.

Aerospace and Defense

Customer Service Automation

reduce support volume while improving response quality for aerospace and defense.

Aerospace and Defense

Field Service

increase field productivity and reduce repeat visits for aerospace and defense.

Aerospace and Defense

Personalized Onboarding

help new customers reach value faster for aerospace and defense.

Construction

Customer Service Automation

reduce support volume while improving response quality for construction.

Construction

Field Service

increase field productivity and reduce repeat visits for construction.

Construction

Personalized Onboarding

help new customers reach value faster for construction.

Real Estate

Customer Service Automation

reduce support volume while improving response quality for real estate.

Real Estate

Field Service

increase field productivity and reduce repeat visits for real estate.

Real Estate

Personalized Onboarding

help new customers reach value faster for real estate.

Logistics

Customer Service Automation

reduce support volume while improving response quality for logistics.

Logistics

Field Service

increase field productivity and reduce repeat visits for logistics.

Logistics

Personalized Onboarding

help new customers reach value faster for logistics.

Shipping

Customer Service Automation

reduce support volume while improving response quality for shipping.

Shipping

Field Service

increase field productivity and reduce repeat visits for shipping.

Shipping

Personalized Onboarding

help new customers reach value faster for shipping.

Energy Utilities

Customer Service Automation

reduce support volume while improving response quality for energy utilities.

Energy Utilities

Field Service

increase field productivity and reduce repeat visits for energy utilities.

Energy Utilities

Personalized Onboarding

help new customers reach value faster for energy utilities.

Oil and Gas

Customer Service Automation

reduce support volume while improving response quality for oil and gas.

Oil and Gas

Field Service

increase field productivity and reduce repeat visits for oil and gas.

Oil and Gas

Personalized Onboarding

help new customers reach value faster for oil and gas.

Renewable Energy

Customer Service Automation

reduce support volume while improving response quality for renewable energy.

Renewable Energy

Field Service

increase field productivity and reduce repeat visits for renewable energy.

Renewable Energy

Personalized Onboarding

help new customers reach value faster for renewable energy.

Telecommunications

Customer Service Automation

reduce support volume while improving response quality for telecommunications.

Telecommunications

Field Service

increase field productivity and reduce repeat visits for telecommunications.

Telecommunications

Personalized Onboarding

help new customers reach value faster for telecommunications.

SaaS

Customer Service Automation

reduce support volume while improving response quality for saas.

SaaS

Field Service

increase field productivity and reduce repeat visits for saas.

SaaS

Personalized Onboarding

help new customers reach value faster for saas.

Cybersecurity

Customer Service Automation

reduce support volume while improving response quality for cybersecurity.

Cybersecurity

Field Service

increase field productivity and reduce repeat visits for cybersecurity.

Cybersecurity

Personalized Onboarding

help new customers reach value faster for cybersecurity.

Education

Customer Service Automation

reduce support volume while improving response quality for education.

Education

Field Service

increase field productivity and reduce repeat visits for education.

Education

Personalized Onboarding

help new customers reach value faster for education.

Legal Services

Customer Service Automation

reduce support volume while improving response quality for legal services.

Legal Services

Field Service

increase field productivity and reduce repeat visits for legal services.

Legal Services

Personalized Onboarding

help new customers reach value faster for legal services.

Accounting

Customer Service Automation

reduce support volume while improving response quality for accounting.

Accounting

Field Service

increase field productivity and reduce repeat visits for accounting.

Accounting

Personalized Onboarding

help new customers reach value faster for accounting.

Consulting

Customer Service Automation

reduce support volume while improving response quality for consulting.

Consulting

Field Service

increase field productivity and reduce repeat visits for consulting.

Consulting

Personalized Onboarding

help new customers reach value faster for consulting.

Marketing Agencies

Customer Service Automation

reduce support volume while improving response quality for marketing agencies.

Marketing Agencies

Field Service

increase field productivity and reduce repeat visits for marketing agencies.

Marketing Agencies

Personalized Onboarding

help new customers reach value faster for marketing agencies.

Human Resources

Customer Service Automation

reduce support volume while improving response quality for human resources.

Human Resources

Field Service

increase field productivity and reduce repeat visits for human resources.

Human Resources

Personalized Onboarding

help new customers reach value faster for human resources.

Recruiting

Customer Service Automation

reduce support volume while improving response quality for recruiting.

Recruiting

Field Service

increase field productivity and reduce repeat visits for recruiting.

Recruiting

Personalized Onboarding

help new customers reach value faster for recruiting.

Government Services

Customer Service Automation

reduce support volume while improving response quality for government services.

Government Services

Field Service

increase field productivity and reduce repeat visits for government services.

Government Services

Personalized Onboarding

help new customers reach value faster for government services.

Nonprofits

Customer Service Automation

reduce support volume while improving response quality for nonprofits.

Nonprofits

Field Service

increase field productivity and reduce repeat visits for nonprofits.

Nonprofits

Personalized Onboarding

help new customers reach value faster for nonprofits.

Media and Entertainment

Customer Service Automation

reduce support volume while improving response quality for media and entertainment.

Media and Entertainment

Field Service

increase field productivity and reduce repeat visits for media and entertainment.

Media and Entertainment

Personalized Onboarding

help new customers reach value faster for media and entertainment.

Gaming

Customer Service Automation

reduce support volume while improving response quality for gaming.

Gaming

Field Service

increase field productivity and reduce repeat visits for gaming.

Gaming

Personalized Onboarding

help new customers reach value faster for gaming.

Agriculture

Customer Service Automation

reduce support volume while improving response quality for agriculture.

Agriculture

Field Service

increase field productivity and reduce repeat visits for agriculture.

Agriculture

Personalized Onboarding

help new customers reach value faster for agriculture.

Food Service

Customer Service Automation

reduce support volume while improving response quality for food service.

Food Service

Field Service

increase field productivity and reduce repeat visits for food service.

Food Service

Personalized Onboarding

help new customers reach value faster 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 Customer Experience

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.