Home
Consulting
Grid Dynamics
Consulting
You can’t brute‑force AI into your hardest technology problems and hope something works. Your business needs more than just execution. It needs a disciplined constraints discovery process and stress-tested strategy that ties architecture, processes, customer experience, and engineering directly to revenue.
Audit my AI investments
Engineering
Platforms
GAIN logo
platforms
Grid Dynamics AI Native (GAIN) platforms are built to accelerate your enterprise AI transformation. Each platform focuses on a critical business domain, purpose-engineered for scale, security, and measurable ROI from day one — delivered by our Forward Deployed Engineers (FDE), embedded inside your team to drive outcomes, not just hand off code.
Explore all platforms
Industries
Insights
Making agentic AI production-ready white paper cover
White paper
Explore frameworks
About us
Let's talk
Home Insights All authors Kingshuk Banerjee
Kingshuk Banerjee

Kingshuk Banerjee

Account Manager (India)

Technology & business professional driving digital transformation and enterprise AI adoption, by partnering with Fortune 500 organizations and GCCs across India & APAC. Alumnus of Indian School of Business Hyderabad | B.Tech Computer Science, Birla Institute of Technology.

Check out the latest insights

White-paper cover for “Governing the variable economics of enterprise AI,” with abstract grayscale architecture representing AI tokenomics
White Paper
How token economics governs the variable cost of enterprise AI
AI and data platforms
Artificial intelligence
Cloud platform and product engineering
Digital engagement
+3
White Paper How token economics governs the variable cost of enterprise AI

An agentic AI initiative can beat every adoption target and still destroy its own margin. Every prompt, model call, tool invocation, and agent decision adds a variable cost that grows with usage. What looked affordable in a pilot can turn into a real P&L exposure within months, once adoption ex...

AI and data platforms
Artificial intelligence
Cloud platform and product engineering
Digital engagement
+3

Let's talk

    This field is required.
    This field is required.
    This field is required.
    By sharing, I consent to the use or processing of my personal information by Grid Dynamics for the purpose of fulfilling this request and in accordance with Grid Dynamics’s Privacy Policy. For more details about how to opt-out, please refer to the Privacy Policy and Terms & Conditions.
    Submitting

    This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

    quote icon

    We consistently turn to Grid Dynamics for our most complex challenges. Their data scientists and AI engineers are top-notch—highly experienced and deeply knowledgeable.

    Sr. Engineering Director, global auto parts retailer

    Geometric composition with teal car wheel

    Thank you!

    It is very important to be in touch with you.
    We will get back to you soon. Have a great day!

    check

    Thank you for reaching out!

    We value your time and our team will be in touch soon.

    check

    Something went wrong...

    There are possible difficulties with connection or other issues.
    Please try again after some time.

    Retry