Case Studies

Realistic paths from idea to production agents

These examples illustrate how Bacha AI thinks about scope, integration, and measurable impact.

Feature Testing Agent for a SaaS Platform

B2B SaaS
Problem

Manual regression for each feature release was slowing down the pipeline and still missing edge cases.

Solution

We deployed a feature-testing agent connected to logs and CI, auto-generating smoke tests and test charters for risky areas.

Impact
  • 30–40% reduction in manual regression time per release.
  • Faster feedback on newly deployed features through log-based anomaly hints.
  • Reusable agent patterns for other services in the same org.

Agri-Insights Agent for Smallholder Farmers

Agriculture
Problem

Small teams needed to support hundreds of farmers with irrigation and input decisions across regions.

Solution

A WhatsApp-style interface backed by an agent that pulls weather, soil, and advisory content, responding in local languages.

Impact
  • Higher adoption of recommended irrigation schedules.
  • More structured data on crop issues across geography.
  • Foundation for yield prediction and risk scoring.

Credit Card Advisor Agent for a Financial Services Pilot

Financial Services
Problem

Customers struggled to map their spend profile to the right card, leading to confusion and low conversion.

Solution

An agentic advisor that collects a short profile (spend categories, travel patterns, fees tolerance) and ranks suitable cards.

Impact
  • Clearer explainability for why a card is recommended.
  • Better mapping of lifestyle patterns to product features.
  • Pilot-ready architecture for future bank integrations.