Operator Essays and Practical Guides
Perspectives, frameworks and market guidance for leaders redesigning work and building company-owned India operations.
Three Threads Worth Reading in Order
Most of these articles are part of an argument that runs across several pieces. If you are new to the site, following one thread is more useful than reading the newest thing.
PE Playbook
How sponsors and operating partners use an owned operating layer across a hold period, from pre-close read to exit narrative.
GCC Maturity
Why centers plateau, how to tell which level yours is actually at, and what to do about the level you are on.
AI Operating Model
What changes structurally when repeatable work becomes governed AI roles, and what has to be true before any of it reaches production.
All Articles
Six categories, and a label on every piece saying what kind of thing it is.
- AI OperationsPractical guide
The AI-Native Org Chart: What Actually Changes in the 30→6+14 Redesign
In the illustrative model, a 30-person back-office function becomes 6 senior humans and 14 governed AI roles. Three quarters of the headcount, comparable throughput as the design target, and a different shape underneath.
Veeral LakhaniUpdated 10 min - AI OperationsPractical guide
Token Costs, Governance, Persistent Memory: The Three Scars of Running Virtual Employees
Three failure modes break most AI deployments before they reach scale. We learned each one running a suite of Virtual Employees inside Reliable Group.
Veeral LakhaniUpdated 9 min - Private EquityOpinion
Majority Recap AI Strategy: Revenue Multiple vs. EBITDA Multiple
Whether a buyer reads your business as a services company or as tech-enabled services depends on what is documented, owned and repeatable before the process starts. The operating work is the same either way. How it gets capitalised is not something operating work can promise.
Veeral LakhaniUpdated 10 min - AI OperationsOpinion
Stop Sending People. Send Virtual Employees.
Four operators, sixty days, the same sentence in different words. The unit they want to buy has changed, and most vendors still cannot hear it in the room.
Veeral LakhaniUpdated 6 min - GCC ModelsEvidence
The GCC Maturity Index: Where Does Your Center Stand?
Five levels of GCC maturity. Most centers plateau at Level 2. Here is what it takes to move to Level 4 and 5.
Veeral LakhaniUpdated 9 min - Private EquityOpinion
The Banker Is the New Buying Committee
In mid-market sell-side deals, the M&A advisor is often the decisive voice on whether a pre-transaction diagnostic gets funded. Most founders have never had the banker conversation explicitly.
Veeral LakhaniUpdated 5 min - Private EquityOpinion
The Mid-Market Family Business Is Not a Small PE Deal
A morning on a family-business floor, a two-week silence, a founder text: "still thinking." That is the entire sales cycle of a family business, compressed into two sentences.
Veeral LakhaniUpdated 4 min - Private EquityOpinion
Multiple Arbitrage, Not Cost Arbitrage
For twenty years, offshore was sold as cost arbitrage. In 2026, every serious pre-transaction conversation is about multiple arbitrage. The shift is not subtle.
Veeral LakhaniUpdated 6 min - Industry OperationsOpinion
Hedge Funds Have a GCC Problem Too
The best hedge funds have been running India operations longer than most PE firms. Their India teams are stuck in the same Year-3 governance trap every PE-backed portco hits.
Veeral LakhaniUpdated 5 min - Private EquityOpinion
CEO Peer, Not Vendor
The same offering sold by the same team produces wildly different outcomes depending on who walks into the room. Not because skill varies. Because posture varies.
Veeral LakhaniUpdated 5 min - Private EquityOpinion
Participation Fees Are Not Pricing. They Are Positioning.
A PE managing partner reacted to our pricing slide with "anyone willing to do that really understands what we do." They were not reacting to the number. They were reacting to the model.
Veeral LakhaniUpdated 4 min - Private EquityPractical guide
The PE Operating Partner’s One Conversation
Every PE firm asking us about AI and GCCs this quarter wants the same thing. One playbook, not twelve. Here is what portfolio-wide engagement actually looks like.
Veeral LakhaniUpdated 6 min - Talent & CitiesReference
India Talent Market 2026: How to Read the Numbers
Most India talent reports cannot answer the question you actually have. Here is what to demand of one before you plan a build around it.
Reliable GroupUpdated 7 min - GCC ModelsPractical guide
BOT vs COPO: How to Make the Right Decision
Both models end with you owning a GCC. What differs is when ownership starts, who carries the statutory burden, and what your counsel has to sign off on first.
Reliable GroupUpdated 8 min - Governance & RiskPractical guide
Building HIPAA-Ready Operations in India
Nobody is HIPAA certified, because HIPAA has no certification. Here are the safeguards, contracts and workforce controls that exist instead, and the evidence to ask for.
Reliable GroupUpdated 10 min - GCC ModelsPractical guide
What Happens in Year Three of Your GCC
Year three is when a center stops improving on its own. The symptoms show up before the numbers move, which makes it diagnosable rather than inevitable.
Veeral LakhaniUpdated 8 min
What the Labels Mean
Everything here is labelled, because the weight a reader should give a piece depends on what it rests on. An argued position and a documented method are both useful; conflating them is not.
Opinion
An argued position. Read it as a point of view we hold and will defend, not as a finding.
Practical guide
A method you can apply, with the assumptions and the failure modes stated.
Evidence
Built on observed data or a documented method. Every figure names its basis in the source notes.
Reference
Definitional or market material, maintained and dated.
Evidence and reference pieces
These carry a sources and methodology section naming the basis for every figure and factual claim in them. Where the honest basis is our own judgment rather than a measurement, the note says so.
Subscribe to the GCC Briefing
A weekly email on building and running India operations: operating design, talent, compliance and cost. No fluff, and no marketing enrolment unless you ask for it.
Get More Insights Like This
The GCC Briefing delivers weekly insights on building and running India operations.