Results

Case Studies

A few examples of what production AI work looks like. Details are anonymized to protect client confidentiality, but the outcomes are real.

Enterprise

Enterprise Forecasting & Decision Support

Context

Large enterprise with complex forecasting needs and high cost of error. Inventory and revenue decisions depended on forecasts that weren't reliable enough.

Challenge

  • Forecast accuracy directly impacted revenue and inventory decisions
  • Existing models lacked transparency and adaptability

Solution

  • Designed ML-driven forecasting pipelines with genetic algorithm optimization
  • Integrated evaluation and monitoring metrics into the pipeline
  • Focused on interpretability and reliability for stakeholder trust

Outcome

18%
Improvement in forecast stability
$100M+
Annual business impact
1000s
SKUs scaled across
LLM Safety

LLM Safety & Evaluation Framework

Context

Organization deploying LLMs in sensitive workflows where errors could have real consequences. Needed a way to trust the outputs.

Challenge

  • Hallucinations and unsafe outputs slipping through
  • No systematic way to measure quality or risk

Solution

  • Designed structured evaluation framework with sensitivity/specificity metrics
  • Built automated testing for edge cases using red-team datasets
  • Deployed as FastAPI microservice with LangSmith tracing

Outcome

96%
Sensitivity in detecting unsafe outputs
~90%
Specificity (low false positives)
$0.0015
Cost per 1K characters
Training

AI Training & Adoption for Cross-Functional Teams

Context

Mixed technical and non-technical teams starting to adopt AI tools. Everyone had different expectations and comfort levels.

Challenge

  • Inconsistent usage across the organization
  • Over-trust in AI outputs without verification
  • No shared standards for when or how to use AI

Solution

  • Delivered hands-on workshops tailored to each role
  • Designed role-specific prompt packs and templates
  • Introduced clear guidelines on verification and safe usage

Outcome

200+
Learners trained
Faster
Adoption with fewer errors
Aligned
Teams know when AI helps — and when it doesn't

Let's discuss your project

Every engagement is different. Book a quick call and let's figure out what you actually need — no sales pitch, just a real conversation.

Book a 15-Minute Intro Call