BIX Tech

Case studyAI & Machine LearningRetail

LLM Cost Reduction and Observability for Grupo Soma

How BIX Tech brought observability to the MCP layer of Grupo Soma's AI products and optimized LLM usage, reducing token consumption and LLM costs by more than 70%.

lower token consumption and LLM costs in IAzzas
70%+
of MCP servers with observability
100%

The Challenge

Grupo Soma, one of Brazil's largest fashion and lifestyle groups, runs AI products on top of LLM APIs. The team needed:

  • Observability on the MCP (Model Context Protocol) layer of its products
  • Lower token consumption on LLM APIs
  • Better governance over AI usage
  • A senior AI reference throughout the engagement
“Decreased token consumption and cost of LLMs in IAzzas in more than 70%, brought governance and reliability to our systems, Implemented observability in 100% of our MCP servers helping us to watch the conversational accuracy of the Model and the MCPs.”
AI Specialist, Grupo SomaVerified review on Clutch

The Solution

Observability and smarter model routing

  • Integrated LangFuse into the client's MCP Server
  • Optimized and routed LLM models in IAzzas and in other products that use AI API keys
  • Focused the work on cost, observability, and governance

Results

LLM costs

Before: Token consumption and LLM costs without optimization

After: More than 70% lower token consumption and LLM costs in IAzzas

Observability

Before: No visibility into the MCP layer

After: 100% of MCP servers observable, making it possible to track the model's conversational accuracy

  • More governance and reliability across AI systems
  • Deliveries always on the agreed dates, with fast responses from the consultant

Get your project off the ground

Client review on Clutch

How the client rated the project

Quality
5.0
Schedule
5.0
Cost
4.0
Willing to refer
4.0

4.5 overallReviewed Sep 2026 · online reviewRead the verified review

More work with Grupo Soma

2 projects delivered for the same client, each with its own review on Clutch.

See case study
Grupo Soma logoFinancial Data Warehouse for Grupo Soma

12–16 h → a few hoursmonthly consolidation, now automated

Related cases

View all cases →
See case study
Women's fashion brandProduct Performance BI for a Fashion Brand

3product tiers: best seller, ok, and slow

See case study
Paraíso FemininoAnalytics Database Design for Paraíso Feminino

Millionsof user–product interactions to analyze

See case study
PatBO logoDiagnosis, Cash Flow and BI for Patricia Bonaldi

4brands in the group

Accelerate Your Project in Just 3 Easy Steps

STEP 1

Share your needs

Tell us about your challenge on a call. We will discuss team structure, success criteria, timeline, budget, and required skills to define how we can help your project.

STEP 2

Define project requirements and team structure

Within days, we will finalize your project specifications, define an engagement model, and select and onboard your team.

STEP 3

Start the project and track the results

Together, we will set the milestones and kick off the project. We will closely monitor progress, report updates, and continuously adapt to your needs.

Want better software delivery?

See how we can make it happen.

Talk to our experts

No upfront fees. Start your project risk-free. No payment if unsatisfied with the first sprint.

Time BIX