AI Automation Case Studies – Workflow Automation, AI Agents, RAG Systems, Custom Integrations, and Intelligent Operations Across Industries

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Explore transformations across industries — powered by ZapWizards. Browse real examples of workflow automation, AI agents, RAG systems, custom internal tools, data processing automation, CRM automation, CRE automation, and intelligent integrations. Use AI to find case studies relevant to your needs.

Explore real-world automation transformations across Commercial Real Estate, SaaS, Finance, Operations, Marketing, Sales, HR, and eCommerce. Discover how companies use AI automation, API integrations, underwriting automation, CRM automation, RAG pipelines, AI agents, data ingestion systems, and custom workflow automation to scale operations and reduce manual work.

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Flagship

Enterprise Operations OS

Custom backend, RAG, and API-orchestrated infrastructure unifying 20+ systems for a multinational enterprise.

52%

Workload Reduction

8× faster

Cross-Dept Handoffs

95+

Spreadsheets Eliminated

OpenAIRetoolHubSpot+1
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Flagship

Financial Intelligence & Reporting OS

Custom AI ingestion + portfolio analytics layer transforming document processing and regulatory reporting.

14d → 3h

Quarterly Reports

12m → 45s

Doc Processing

2.5×

Scale Without Hiring

OpenAIRetoolMake.com
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Flagship

AI-Powered Marketing Intelligence Platform

Full custom code + API aggregation + autonomous agents unifying paid ads, CRM, and creative performance.

-95%

Reporting Workload

3× faster

Creative Testing

22 → 44

Client Growth

OpenAIHubSpotRetool+1
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Commercial Real Estate

Automated CRE Deal Sourcing & Lead Pipeline

Public listing aggregation for a multi-market CRE acquisitions team across Zillow, LoopNet, MLS, and more.

7

Hours Saved Daily

+42%

More Opportunities

0

Missed Listings

Make.comHubSpotRetool+1
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Commercial Real Estate

First-Pass Underwriting with AI (CRE Quick Qualifier)

AI-assisted deal screening that reduced analyst workload by 70% and cut screening time from 45 minutes to under 3 minutes.

70%

Workload Reduction

<3 min

Screening Time

70+

Deals/Month

OpenAIMake.comHubSpot+1
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Commercial Real Estate

CRE Investor Relations & Reporting Automation

Automated investor communications, distributions, and compliance workflows for a syndicator with 300+ active investors.

-80%

Communication Time

0

Missed Checkpoints

100%

File Traceability

Make.comHubSpotRetool+1
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Commercial Real Estate

Airbnb Automation Without Official API

End-to-end operations automation for 120+ Airbnb listings including messaging, cleaning schedules, and pricing optimization.

+19%

Revenue Increase

-65%

Ops Workload

0

Missed Turnovers

Make.comRetool
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Commercial Real Estate

Real Estate CRM + Lead Assignment Automation

Automated lead → assignment → follow-up → reporting flow for a residential brokerage receiving 150+ leads/week.

<2 min

Response Time

+27%

Lead Conversion

100%

Team Visibility

Make.comHubSpotRetool+1
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SaaS & Technology

AI-Powered Lead Qualification & Sales Automation

AI-driven inbound lead triage and CRM automation for a SaaS platform receiving thousands of leads monthly.

3 min

Response Time

+22%

Lead-to-Demo Rate

-40%

Sales Workload

OpenAIMake.comHubSpot+1
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SaaS & Technology

Automated SaaS Onboarding Pipeline & User Activation

A complete onboarding workflow designed to activate users faster and boost freemium-to-paid conversion.

+18%

Activation Rate

+12%

Paid Conversion

-30%

Support Tickets

Make.comHubSpotRetool+1
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SaaS & Technology

Usage Analytics Dashboard for SaaS Platform

Real-time product usage, cohorts, retention, and feature adoption metrics for data-driven product decisions.

100%

Data-Driven Decisions

+9%

Retention Improvement

Full

Feature Visibility

RetoolMake.comHubSpot
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SaaS & Technology

Automated Billing, Subscription & Dunning Flows

Stripe automation engine to reduce payment failures and improve MRR reliability through smart recovery.

+35%

Payment Recovery

14%

Churn Reduction

10

Hours Saved/Week

Make.comHubSpotRetool+1
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SaaS & Technology

AI Customer Support Assistant & Ticket Routing

Reducing support load while improving response quality through AI-powered ticket classification and drafting.

50%

Workload Reduction

3× faster

Response Time

100%

Ticket Accuracy

OpenAIMake.comRetool
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eCommerce

Automated Shopify → 3PL Fulfillment Pipeline

Zero-touch fulfillment automation for a growing D2C brand fulfilling 300–1,500 orders/day.

0

Overselling

-70%

Ship Time

Eliminated

Manual Work

Make.comRetool
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eCommerce

Automated TikTok Shop Creator Outreach Engine

Scaling creator outreach for a marketplace seller using AI and automated product analysis.

20+ hrs

Time Saved/Week

Creator Conversations

Higher

Conversion Rate

Make.comOpenAIAirtable+1
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eCommerce

Multi-Store Amazon Seller Operations Hub

A central command center for Amazon sellers with multiple brands and marketplaces across EU & US.

100%

Visibility

-85%

Stockouts

0 min

Reporting Time

Make.comRetool
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eCommerce

Subscription eCommerce Billing + Retention Flows

Automated renewal, dunning, and customer retention system for a health products subscription brand.

+27%

Retention

+40%

Payment Recovery

-45%

Support Load

Make.comOpenAIRetool
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eCommerce

Marketplace Vendor Matching Engine

Automated matching of buyers and sellers for a B2B online marketplace with attribute-based scoring.

10×

Matching Speed

+35%

Vendor Engagement

-97%

Admin Work

Make.comAirtableOpenAI+2
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Finance

Loan Origination OS for Private Lending

Complete underwriting, document ingestion, and approval system for a private lending firm.

4h → 25m

Underwriting Time

0

Compliance Errors

2.4×

Deal Velocity

OpenAIRetool
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Finance

KYC/AML Compliance Automation

Automated onboarding, identity verification, risk scoring, and compliance documentation for wealth management.

9d → 1.8d

KYC Completion

100%

Compliance Steps

Significant

Advisor Time Saved

OpenAIRetool
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Finance

Automated Quarterly Reporting Engine

Zero-touch preparation of investor reports with automated data ingestion and AI narrative generation.

3w → 4h

Report Production

Audit-Ready

Quality

Strategy

Advisor Focus

OpenAIRetool
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Professional Services

Document AI Engine for Accounting Firm

Intelligent automation of invoice processing, categorization, and reconciliation for accounting.

-6 days

Month-End Close

-80%

Manual Entry

-30%

Categorization Errors

OpenAIMake.com
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Professional Services

Professional Services Workflow OS

System coordinating tasks, contracts, invoicing, and client communication for consulting firms.

+23%

Billable Hours

Reduced

Deliverable Delays

Real-Time

Partner Visibility

OpenAIRetoolMake.com
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Professional Services

Estate Planning Document Intelligence

Automated document extraction and structure mapping for complex family entities and trusts.

-70%

Review Time

99%

Clause Accuracy

Weeks faster

Restructuring Speed

OpenAIRetool
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Finance

Financial Advisor CRM + Task OS

Complete operational system for managing leads, clients, compliance tasks, and follow-up cadences.

Follow-Up Consistency

Never Missed

Compliance Tasks

10h/week

Advisor Time Saved

OpenAIRetoolHubSpot
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Operations

Inventory & Production OS for Manufacturing

Real-time inventory tracking, production forecasting, and compliance automation for multi-plant manufacturing.

78% → 99%

Inventory Accuracy

-40%

Production Delays

-85%

Compliance Reporting

RetoolMake.com
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Operations

Workforce Management OS

Unified platform for scheduling, shift management, time tracking, and payroll validation for 1,000+ employees.

-70%

Scheduling Time

-92%

Payroll Errors

-12-18%

Labor Costs

RetoolMake.com
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Operations

Logistics Intelligence Hub

Real-time operational intelligence for shipment tracking, delay detection, and carrier performance optimization.

2-6h earlier

Delay Detection

-20%

SLA Breaches

Full

Visibility

Make.comRetool
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Operations

Knowledge & Process OS with RAG

Centralized platform for SOPs, process execution, employee onboarding, and AI-powered knowledge retrieval.

-50%

Onboarding Time

3w → 3d

SOP Update Cycle

+30%

Process Adherence

OpenAIRetool
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HR

Employee Onboarding OS

Standardized and automated onboarding for new hires across multiple departments and locations.

-60%

Onboarding Time

Zero

Provisioning Errors

Achieved

Day 1 Productivity

OpenAIMake.com
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HR

PTO & Leave Management System

Structured system to request, approve, and track PTO and leave across offices and time zones.

-80%

HR Reconciliation

Eliminated

PTO Errors

Full

Compliance

Make.comRetool
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HR

Skills Tracking & Training Recommendation Engine

Understand employee skills, identify gaps, and recommend internal training paths.

Improved

Team Allocation

Reduced

External Hiring

Achieved

Career Clarity

OpenAIRetool
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HR

Internal HR Knowledge Base with RAG

Searchable, AI-powered HR knowledge base handling common employee questions instantly.

-55%

HR Ticket Volume

90%

Instant Answers

Minutes

Policy Updates

OpenAIRetool
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Marketing

Multi-Channel Attribution & Marketing Intelligence OS

Unified attribution model reflecting real buyer journeys across Meta, Google, TikTok, LinkedIn, and email.

-21%

CAC Reduction

Dynamic

Budget Optimization

First Time

Reporting Accuracy

OpenAIRetoolMake.com
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Marketing

Content Production Pipeline OS

Scale blog articles, email sequences, LinkedIn posts, and case studies consistently across stakeholders.

3.2×

Content Throughput

-60%

Editing Time

Improved

SEO Rankings

OpenAIAirtableMake.com
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Marketing

Ad Creative Intelligence & Fatigue Detection

Detect creative fatigue, identify winning themes, and optimize ad performance across platforms.

+27%

Performance

Shortened

Testing Cycles

Reduced

Wasteful Spend

OpenAIMake.comRetool
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Marketing

Marketing Ops OS (Campaign Planning → Execution → Reporting)

Unified system to plan campaigns, coordinate assets, brief agencies, sync with sales, and measure ROI.

-40%

Campaign Delays

Improved

Cross-Team Communication

Standardized

Reporting

Make.comAirtableHubSpot
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Marketing

SEO Intelligence & Opportunity OS

Automated SEO engine that prioritizes opportunities and monitors ranking decay.

+28% in 90d

Search Traffic

-70%

Decay Incidents

Achieved

Editorial Clarity

OpenAIRetoolMake.com
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Sales

AI-Powered Sales Email OS

Drastically improve outbound quality, personalization, and conversion rates at scale.

+34%

Reply Rates

SDR Output

Increased

AE Time on Closing

OpenAIHubSpotMake.com
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Sales

Sales Intelligence Hub

Unified view of customer activity combining CRM, billing, support, and product usage.

-18%

Churn

+22%

Upsell Conversions

Within 7%

Forecast Accuracy

RetoolHubSpotMake.com
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Sales

Lead Qualification & Instant Routing OS

Instant qualification and routing of inbound leads to the right reps.

<1 min

Response Time

+27%

Conversion

Increased

Rep Accountability

Make.comHubSpotRetool
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Sales

Proposal & Contract Generation Automation

Automated proposal generation with dynamic pricing, scope builders, and eSignature.

5h → 20m

Proposal Turnaround

Near Zero

Error Rate

+11%

Close Rates

OpenAIMake.comRetool
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