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LLM and ML systems that ship to production

AI Software Development

We design and ship production-grade AI systems: LLM-powered applications, retrieval-augmented generation, recommendation and risk models, and the MLOps pipelines that keep them accurate, fast and cost-efficient.

Key capabilities

  • LLM apps & RAG systems
  • Recommendation & personalization
  • Fraud & risk models
  • MLOps & evaluation

From prototype to dependable production AI

Most AI projects stall between a promising demo and a reliable product. We specialize in crossing that gap — building LLM applications with grounded retrieval, guardrails and evaluation; recommendation and personalization engines; and fraud and risk models — wrapped in the MLOps needed to monitor quality, control cost and iterate safely. For the fuller picture, see our complete guide to AI software.

Capabilities

What our ai software platform delivers

LLM applications & RAG

Grounded assistants, search and automation with retrieval, guardrails and evaluation harnesses.

Recommendation engines

Personalization that lifts engagement and lifetime value across products and content.

Fraud & anomaly detection

Real-time models that flag suspicious behavior in payments and gameplay.

MLOps & evaluation

Pipelines, monitoring and automated evaluation that keep models accurate and cost-effective.

What's included

  • AI/LLM application or model
  • Data & retrieval pipeline
  • Evaluation & guardrail harness
  • MLOps deployment & monitoring

Technology

A modern, proven stack selected for performance and reliability.

PythonPyTorchTensorFlowVector databasesLLM orchestrationKubernetes
Process

How we build your ai software

A transparent, proven delivery process from strategy to launch and beyond.

01

Discovery & market strategy

We map your target markets, payment rails, regulatory obligations and competitive landscape into a concrete product and compliance roadmap.

02

Architecture & UX design

Solution architects and product designers define a scalable, API-first architecture and a conversion-optimized player experience.

03

Agile engineering

Cross-functional squads build in two-week sprints with continuous integration, automated testing and transparent delivery tracking.

04

Integration & certification

We integrate odds, casino, payment and KYC providers, then drive certification and load-testing to production-grade thresholds.

05

Launch & growth

We deploy, monitor and optimize — with 24/7 support, observability dashboards and a roadmap for new markets and verticals.

Why us

Why operators choose Madhava for ai software

Launch in weeks, not years

Our white-label cores and pre-integrated provider library compress time-to-market from 18 months to as little as 1 week.

Built for emerging markets

Deep expertise in South Asian, African and Gulf markets — local payments, languages, currencies and regulatory nuance.

Own your platform

Custom builds with full source-code ownership and zero revenue-share lock-in. Your IP, your roadmap.

Data-driven retention

Built-in CRM, bonus engine, segmentation and analytics to grow lifetime value from the first deposit.

FAQ

AI Software Development — FAQs

Build your ai software with Madhava

Share your goals and target markets and we'll respond with a tailored proposal, technical roadmap and timeline.