Case Study

Automating Coffee Shop Operations: A Case Study in AI-Driven Growth

Business Type

Multi-Unit Coffee Roastery & Cafe

Location

Thousand Oaks, CA

Size

4 locations with a centralized roasting facility

Challenge

Inefficient manual management of $500+ catering orders and wholesale partnership requests.

The Challenge

The client was managing a growing catering business and wholesale wing entirely through manual email threads and Instagram DMs. This led to a 15% leakage rate where high-value inquiries—such as office holiday parties and local grocers—were missed or responded to too late. Staff spent over 3 hours daily just cross-referencing availability between the main roastery production schedule and the delivery van's route.

Furthermore, their loyalty program data from Toast was not being utilized to drive seasonal menu promotions. They had over 8,000 members but were only sending generic monthly newsletters, missing the opportunity to target high-frequency customers who visit 3-5 times per week with personalized offers based on their specific drink preferences (e.g., oat milk substitutions or cold brew regulars).

The Solution

Services Used

  • AI Operations Audit
  • Automated Intake Systems
  • Loyalty Data Integration

Timeline

6 weeks

Integrations

  • Toast POS
  • Square
  • Zapier
  • OpenAI API
  • Google Calendar

The Results

18 hours/week

Time Saved

$2,400/month in admin labor

Cost Saved

32% increase in catering bookings

Revenue Impact

< 2 minutes

Lead Response Time

22% improvement

Wholesale Conversion

"Before Read Laboratories, we were drowning in DMs and emails for catering. Now, the AI handles the initial vetting and scheduling, allowing us to focus on roasting quality beans."

Founder & Head Roaster

"The integration between our Toast loyalty data and our marketing stack has effectively doubled our seasonal drink sales through targeted SMS alerts."

Operations Manager

Implementation Timeline

The project began with a 1-week audit of the existing manual workflow and inquiry volume. In weeks 2-3, we deployed a custom AI-agent on the website to qualify wholesale leads and process catering requests directly into the roastery's Google Calendar. By week 5, we integrated Toast loyalty data to trigger automated, personalized SMS campaigns. Final hand-off and staff training were completed by week 6.

FAQ

Can this work with my existing POS like Square or Toast?

Yes. We specialize in building middleware and automated workflows that sync directly with Square, Toast, and Dripos to ensure your inventory and sales data remain the single source of truth.

How does the AI handle specific catering dietary requests?

The system is trained on your specific menu and ingredient list. It can automatically flag gluten-free or vegan requests during the intake process and add them as internal notes for your kitchen team.

Does this replace my shop manager's role?

Not at all. It removes the 'copy-paste' admin work and data entry, allowing your manager to focus on staff training, quality control, and the in-store customer experience.

Is it expensive to maintain these AI systems?

We build on low-code/no-code platforms where the monthly API costs are typically under $50. Once the system is built, it is highly sustainable and cost-effective for small to mid-sized coffee businesses.

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Serving Coffee Shops & Cafes businesses nationwide. Based in Westlake Village, CA.

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Contact Details

jake@readlaboratories.com(805) 390-8416

Service Area

Headquartered in Westlake Village, CA. Serving Ventura County and Los Angeles County. Remote available upon request.