Services

AI Implementation Services by Tilak Raj

I work with companies and founders to design, build, and deploy AI systems that solve real problems. Every engagement is hands-on — I write the code, configure the models, and work directly with your team.

AI Implementation for SMBs

Go from AI-curious to AI-operational in weeks, not years.

I help small and mid-size businesses identify where AI creates the most leverage, then build and deploy the right tools — workflow automation, intelligent assistants, data pipelines, and custom models. No data science team required.

What you get

  • Reduced manual work across operations, finance, and customer support
  • Working AI systems integrated into your existing tools (CRMs, ERPs, data stores)
  • Clear ROI framework and measurement from day one
  • Internal playbook so your team can operate and extend it independently
Read: AI Operations Playbook for Small Teams

Vertical AI Product Strategy

Turn an industry problem into a defensible AI product.

For founders and operators building AI products in traditional industries — agriculture, insurance, real estate, logistics, compliance. I help you find the right problem, design the right product, choose the right model architecture, and build to a shippable MVP.

What you get

  • Problem validation and market sizing for your vertical
  • Product architecture designed around real user workflows
  • Model selection framework (open-source vs proprietary, fine-tuned vs RAG)
  • MVP scope, build plan, and launch strategy
Read: Choosing Open-Source vs Proprietary AI Models

AI Operations & Observability

Your AI is live. Now make sure it stays accurate, fast, and trusted.

Production AI breaks in subtle ways: model drift, data quality degradation, latency spikes, silent failures. I help teams build observability systems that catch these issues before users do — covering monitoring, alerting, governance, and incident response.

What you get

  • Monitoring dashboards for model quality, latency, and business impact
  • Data quality checks and drift detection pipelines
  • Alerting and incident runbook tailored to your stack
  • Governance documentation for compliance and audits
Read: AI Observability – Monitoring Models in Production

Back-Office Automation with AI Agents

Automate the repetitive work in finance, HR, and compliance.

AI agents can handle structured tasks — document review, policy lookups, data entry, report generation, compliance checks — at a fraction of the cost of manual labor. I design safe, auditable agentic workflows for your back-office, with human-in-the-loop controls where it matters.

What you get

  • Mapped automation opportunities across finance, HR, and compliance workflows
  • Designed and deployed AI agents with clear guardrails and audit trails
  • Integration with existing document stores, spreadsheets, and line-of-business tools
  • Reduced processing time and error rates on high-volume routine tasks
Read: Automating Back-Office Operations with AI Agents

Who I work with

Founders building AI products

Idea to MVP, or scaling a live product.

SMBs adopting AI

Adding AI to existing operations without a data team.

Tech teams integrating AI

Embedding models into existing SaaS platforms.

Operators in traditional industries

Agriculture, insurance, real estate, logistics, compliance.

All engagements are direct and hands-on. Learn more about Tilak Raj or see the products I've shipped.