Forward-deployed AI consulting in Bengaluru
Bengaluru is the largest home for global capability centres in India. The centres here build technology for parent organisations, and many now move from pilots to systems that the parent expects to run. The question for a centre is usually not whether to build an agent, but who will own it after the build, and how the parent can inspect it.
I am Mayur Patil, based in Nashik, India. I work with Bengaluru capability centres on forward-deployed AI consulting, and I am in Bengaluru often for engagements.
Why AI pilots stall in Bengaluru
Three reasons come up most often. The first is that the parent's business unit owns the outcome but the centre owns the build, and no one has written the handover. The second is that the evidence is a demonstration rather than an agreed evaluation set. The third is that the agent can act, but the centre has not defined which actions need a person to approve them.
The scale of the centres makes these gaps expensive. Bengaluru is home to more than 880 GCCs, and it hosts one in three of the new GCCs added in FY24.
What the rules mean for the build
Most agents built in a capability centre process personal data, so the Digital Personal Data Protection Act applies. The Rules were notified on 13 November 2025, and most obligations apply from 13 May 2027. The India AI Governance Guidelines, released on 5 November 2025, are non-legislative. They set seven principles and six pillars, and the India pillar summarises them with their sources.
Industries I work with
I work in banking, fintech, consulting and IT services, manufacturing and capability centres. The engagements I can describe include Tredence, which I have worked with on building forward-deployed teams for its clients, and Walmart, where I have worked on generative and agentic AI enablement inside procurement, cataloguing and accounts payable. Novo Nordisk India is listed among the organisations I have trained.
Capability centres in Bengaluru
Bengaluru hosts about 40 per cent of India's GCC research and development talent, and the six cities that host most of the country's GCCs include Bengaluru. The global capability centres page describes the three operating models a centre can choose between, and the article on operating models for Indian GCCs sets out how I see them.
How an engagement runs in Bengaluru
An engagement starts with a two-week readiness review on one workflow in the centre. It ends with a written recommendation to proceed, reframe or pause. If the work proceeds, an architecture sprint decides the operating model for the first system, and a forward-deployed delivery engagement builds it with the centre's engineers.
Bengaluru is on India time, so there is no offset to manage. I run back-to-back full-day corporate trainings, mostly in IST, and some programmes in US Pacific time for teams in the Bay Area.
Three ways to start
AI Delivery Readiness Review. Two weeks on one workflow, with a readout and a recommendation.
Architecture Sprint. Two to four weeks on one use case, with the architecture, recorded decisions and a backlog.
Forward-deployed AI delivery. One bounded use case, built with the centre's engineers, with a runbook and a named owner.
Each is quoted on its scope. The engagements page describes what each includes. I do not publish prices.
Relevant work
The organisations I have worked with and can name are listed on the about page.
Where to go next
The FDE consulting hub covers the three ways to engage. For training for the centre's own engineers, see the FDE training page for Bengaluru. For the rules, read the India pillar.
Common questions
Can a capability centre in Bengaluru run forward-deployed work for its parent's business units?
Yes. The operating model decides who owns each system. A centre can work with one business unit at a time, with a named owner in the business and a runbook the centre keeps.
Does the DPDP Act apply to our agents?
The DPDP Rules were notified on 13 November 2025. Most obligations apply eighteen months later, which is 13 May 2027. The agents' inputs, outputs and logs that contain personal data fall under the Act.
Do we need the India AI Governance Guidelines?
The guidelines are non-legislative. Released on 5 November 2025, they set seven principles and six pillars. They shape what your parent's risk and procurement teams will ask for.
Can you work on site in Bengaluru?
Yes. I am in Bengaluru often for engagements. Discovery and the handover can be on site, with the build running from the centre.
Sources
- Zinnov, five shifts defining India's GCC story in 2025 (880+ GCCs in Bengaluru; one in three new GCCs in FY24)
- Zinnov, the role of six cities in India's GCC growth (about 40 per cent of GCC R&D talent; six cities host 92 per cent of GCCs)
- PIB, Digital Personal Data Protection Rules notified (November 2025)
- PIB, India AI Governance Guidelines (5 November 2025)