Success story

Cirkula amplifies its impact with AI on AWS

Location

Lima, Peru

Industry

Retail

Solution

Generative AI

Technology(ies)

Amazon Bedrock, Lambda

Share

Company

Cirkula, a Peruvian responsible consumption platform that enables restaurants, stores, and distributors to sell food surpluses at reduced prices. With each purchase, users help prevent waste and reduce CO₂ emissions.

Every saved product is a data point telling its story

Caso de éxito Cirkula con Amber y AWS - automatización ESG con IA generativa

Challenge

More than 10% of products uploaded by suppliers did not include weight data. This was common in categories such as pastries, prepared dishes, or fresh products, where there is no clear standardization.

  • Estimate weight for products without structured data.
  • Complete the catalog with key information for ESG reports.
  • Maintain accuracy in sustainability metrics (CO₂, kilos saved).
  • Visualize impact in real time.

Our proposal

Develop a generative AI-based agent on AWS that automatically estimates the weight of products published on Cirkula, using advanced techniques such as prompt chaining. This enables catalog enrichment in seconds, improved environmental metrics, and a better experience for both suppliers and strategic partners.

Implementation process

In just two months, the project moved agilely through four strategic phases.

Phase 1: Discovery and design

Gap detection, linguistic pattern analysis, pipeline definition, and validation with the Cirkula team.

Phase 2: MVP Development

Training with real data, implementation of step-by-step inference logic, and category-specific adjustments.

Phase 3: Testing and refinement

Inference comparison, manual review, error correction logic, and continuous team feedback.

Phase 4: Launch

Full system automation, monitoring dashboard, alert activation, and support documentation.

Benefits for

Cirkula

  • 100% automated catalog without manual workload.
  • Real accuracy in sustainability metrics.
  • Solid foundation to scale and innovate.
  • Positioning as a Tech + ESG Startup.
  • Time savings and better user experience.
Benefits for

Suppliers and partners

  • Auditable and reliable data for ESG reports.
  • Frictionless publishing ease.
  • Visible environmental impact of each product.

Testimonials

Michelle Gomberoff

Michelle Gomberoff
CEO & Co-Founder of Cirkula

"Our goal is to accurately measure the positive impact we generate. This agent allowed us to close a key information gap."

Cirkula Operations Team

Cirkula Operations Team

"The system understands our suppliers' language. It has saved us a tremendous amount of time."

Other success stories

We drive business efficiency with artificial intelligence agents that automate processes and deliver real results.

Explore success stories