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M. Mohsin Ansari

AI Solutions

Practical AI that does real work inside your business.

Most businesses don't need an "AI strategy" deck. They need a few well-chosen automations that save hours every week, and assistants that answer accurately from their own data. I design and build those systems, and connect them to the tools you already use.
Discuss your projectWhat's included

Sound familiar?

  • Your team copies data between tools by hand every day
  • Support questions repeat, but answers live in scattered documents
  • You tried an AI prototype that worked in a demo but not in practice
  • You want to add AI features to your product without rebuilding it

What I offer

How I can help

01

AI agents & assistants

Assistants that can look things up, take actions through your APIs and hand off to a human when they should.

  • Customer support and internal help-desk assistants
  • Agents that work with your CRM, ticketing or ERP systems
  • Multi-step workflows with LangGraph and tool calling
  • Guardrails, logging and human-in-the-loop review
02

RAG & knowledge systems

Answers grounded in your own documents, with sources, so people can trust what the system tells them.

  • Document ingestion pipelines and vector search
  • Retrieval tuned for accuracy, not just similarity
  • Source citations and access control
  • Evaluation sets to measure answer quality over time
03

Workflow automation

Connecting the tools you already pay for, with AI handling the parts that used to need a person reading and typing.

  • Email, document and form processing
  • Data extraction and classification
  • Report generation and summaries
  • Integrations with CRMs, spreadsheets and internal APIs
04

LLM features in your product

Adding AI capabilities to an existing application in a way that is reliable, affordable and maintainable.

  • OpenAI, Anthropic and open-source model integration
  • Prompt design, structured outputs and fallbacks
  • Cost and latency optimization
  • Monitoring and usage analytics

Process

From Understanding the Problem to Delivering the Solution

A clear, predictable way of working — so you always know what's happening, what's next and why.
  1. 01

    Discover

    Understand the business need before touching the code.

    • What problem are we solving, and for whom?
    • Constraints: budget, timeline, existing systems
    • What success looks like in practical terms
  2. 02

    Architect

    Design the technical solution and a realistic roadmap.

    • System and data design sized to your stage
    • Technology choices with clear trade-offs
    • Milestones you can review and approve
  3. 03

    Build

    Develop, integrate and test in short, visible iterations.

    • Working software you can try early
    • Clean, documented, maintainable code
    • Testing built into the process, not bolted on
  4. 04

    Launch & Improve

    Deploy with confidence, then keep improving.

    • Production deployment and monitoring
    • Performance and cost optimization
    • Ongoing support as your product grows

FAQ

Common questions

Do I need a lot of data to get started?

Usually not. Many useful automations work with the documents and systems you already have. We start by identifying one process where AI can clearly save time, and build from there.

Which AI models do you work with?

I choose based on the task, budget and privacy requirements — commonly OpenAI and Anthropic models, and open-source models where data needs to stay in your own infrastructure.

How do you keep AI answers accurate?

By grounding answers in your own data (RAG), showing sources, limiting what the system is allowed to do, and testing it against real questions before and after launch.

Have an Idea, a Challenge, or a Project That's Stuck?

Whether you're building something new, improving an existing application, or exploring how AI can help your business, let's discuss your goals.

Let's Build Something Valuablehello@mohxinmuhammad.com