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Frequently Asked Questions

Find quick answers to the most common questions about our services.

Introduction & Purpose

The Execution Intelligence and Orchestration Platform for Global Operations Aokah is an AI-powered platform that helps enterprises design, build, and scale global capabilities with speed, confidence, and resilience. Unlike traditional consulting models, Aokah fuses execution intelligence, talent planning, risk mitigation, and vendor orchestration into a unified, decision-ready platform which is human-led and AI-powered.

Fundamentals of GCC

A Global Capability Center, also known as a Global In-house Center or Captive Center, is an offshore or nearshore facility fully owned and operated by a multinational organization. These centers deliver a wide range of services and capabilities to the parent organization, including IT, business operations, R&D, analytics, and innovation support. Global Capability Centers act as strategic hubs, combining skilled talent with process optimization and digital transformation to enhance enterprise capabilities.

Organizations establish Global Capability Centers for multiple strategic and operational reasons:

  • Cost Optimization: Reduce operational costs through access to lower-cost talent markets.
  • Access to Talent: Tap into global pools of skilled professionals in areas like engineering, digital, and analytics.
  • Control and Compliance: Maintain full ownership and oversight over operations, data, and processes—unlike third-party outsourcing.
    Innovation & Transformation: Use the center as a hub for digital innovation, automation, and continuous improvement.
  • Scalability & Agility: Enable global scalability while maintaining alignment with enterprise goals.
  • Risk Diversification: Reduce over-dependence on a single geography for critical functions.

Global Capability Centers vary in their scope, function, and strategic focus. Common types include:

Type – Focus

  • Transactional – Back-office functions such as finance, HR, procurement.
  • IT/Technology Centers – Application development, maintenance, infrastructure.
  • R&D / Innovation Centers – Product development, design, and innovation labs.
  • Analytics / Data Centers – Business intelligence, AI/ML, data science.
  • Multi-functional Centers – Combine multiple functions (e.g., finance + IT + analytics).
  • Center of Excellence (CoE) – Specialized hubs for critical capabilities (e.g., cloud, cybersecurity, supply chain).

Most Global Capability Centers incorporate more than one of these types.

There are three main operating models of Global Capability Centers: Traditional (aka Native), BOT (Build, Operate, Transfer), Virtual.

  • Traditional: The Traditional Global Capability Center is created and grown by the company. The company sets up a legal entity in the country of choice, manages renting and building out the space, selects and hires vendors for a variety of jobs (real estate, design construction, physical security, catering, transport, HR services, Finance services, building maintenance, talent acquisition, legal/compliance, audit, etc), and manages the operations. The company may subcontract portions or all of this work to partners, but the company owns the Global Capability Center and its operations.
    • Pros: Strong branding and culture establishment; knowledge retention and control over attrition risk; Strong governance control and risk management; lower total cost of ownership.
    • Cons: Longer time to value (6-24 months); Heavy capital spend; Greater risk to companies without expertise in Global Capability Center creation and maintenance.
  • Traditional models are increasingly supported by AI-powered orchestration platforms like Aokah, that greatly speed up location selection, talent acquisition and vendor orchestration resulting in much faster time to market/value.
  • BOT: The BOT Global Capability Center model is the use of a specialized third-party partner to establish and operate the company’s Global Capability Center. The partner is responsible for creating, growing and operating the Global Capability Center. The partner will operate the Global Capability Center for a specified period of time (typically 3-5 years) after which they will transfer the Global Capability Center over to the company.
    • Pros: Faster time to value; Minimal capital; Provider’s experience reduces startup risk; Ability to leverage the partner’s vendor ecosystem; Option to move to a Traditional Global Capability Center.
    • Cons: Higher TCO; Attrition risk during transfer; Partner may adversely affect attrition rates during operations; Less governance control. (The last two can be mitigated through contract terms)
  • BOT models are increasingly supported by AI-powered orchestration platforms like Aokah, which provide the advanced execution intelligence and greater risk governance required when working with a third-party provider.
  • Virtual: The Virtual Global Capability Center model is a flexible model in which the company creates and grows the Global Capability Center (like a traditional model) but leverages a vendor’s office space and optionally various infrastructure and services. There are many permutations of this approach, including the Landlord model (leasing a partner’s office space) to leveraging additional infrastructure (phones, computers, office equipment) or services (HR, Legal, Compliance, Catering, Transport). The Global Capability Center is “owned” by the company but housed in a partner’s location.
    • Pros: Strong branding and culture establishment; knowledge retention and control over attrition risk; strong governance control and risk management; faster time to value; minimal capital. 
    • Cons: Higher TCO; Greater risk to companies with expertise in Global Capability Center creation and maintenance.
  • Virtual Models are increasingly supported by AI-powered orchestration platforms like Aokah, which allow flexible, low-risk scaling without physical investment. As can be seen, Virtual Global Capability Centers combine the pros and cons of the other two models. Due to their cost, they are often used to house small Global Capability Centers, where the cost of procuring and building out space is prohibitive due to reduced scale, or by companies that wish to test a geography for suitability. The latter are willing to pay a premium for the ability to quickly pivot to a new geography if their assumptions do not hold true.

The scope has evolved significantly from back-office tasks to complex, high-value activities:

  • Technology & IT: App development, infrastructure management, cybersecurity. ·
  • Finance & Accounting: Procure-to-pay, order-to-cash, record-to-report, treasury.
  • Human Resources: Payroll, benefits administration, talent acquisition support. 
  • Procurement & Supply Chain: Sourcing, vendor management, logistics coordination. · Analytics & Data Science: Forecasting, business intelligence, AI/ML models.
  • Product Engineering: R&D, product lifecycle management, testing.
  • Customer Operations: Contact center, tech support, service desk.
  • Supply Chain: Lifecycle from procurement, transportation, warehousing to consumption
  • Industry Specific Functions: Insurance operations, post-trade processing, pharmaceutical testing.

Global Capability Centers are often established in regions with the right blend of cost efficiency, talent availability, infrastructure, geopolitical risk, and business environment. Popular Global Capability Center hubs include:

  • India: Bengaluru, Hyderabad, Pune, Chennai – large talent pool and mature ecosystem.
  • Eastern Europe: Poland, Czech, Romania, Bulgaria – proximity to Western Europe, strong STEM talent.
  • Southeast Asia: Philippines, Malaysia, Vietnam – cost-effective and English-speaking.
  • Latin America: Mexico, Costa Rica, Colombia – nearshore for North America.
  • Africa (emerging): Kenya, South Africa – rising tech talent and interest from Multinational Corporations.

Aokah’s Geo Wisdom can optimize the decision-making process for location from months of research and analysis to minutes of AI-driven results.

A GBS is a company’s shared business service function, including all its locations and operating models. In this context, a Global Capability Center is one component of a GBS.

Organizations face several challenges when setting up and running a Global Capability Center:

  • Talent Scarcity or Attrition: High demand for digital skills can lead to competition and retention issues. 
  • Regulatory & Legal Compliance: Navigating foreign labor laws, tax codes, HR policies, and data privacy. 
  • Cultural & Communication Gaps: Time zone differences, language, and work culture misalignments. 
  • Cost Overruns: Poor planning or scope creep can diminish the cost advantage. 
  • Governance Complexity: Misalignment with the enterprise may lead to inefficiencies or duplication. 
  • Cybersecurity & IP Risks: Especially critical for R&D and technology-focused centers. 
  • Currency/Inflation Risk: Appreciation of the local currency against the dollar and local inflationary pressures can erode savings.

AI-driven platforms like Aokah now enable proactive risk anticipation – tracking regulatory changes, attrition indicators, and vendor risks in real time.

 
 

Building a successful Global Capability Center involves multiple strategic and operational pillars:

  1. Strategic Planning · Define vision and long-term roadmap.
    • Select right location based on strategic fit.
    • Secure executive sponsorship and funding.
  2. Location Selection
    • Consider current and future state plans 
    • Is there already an offshore component?
    • Time zone considerations, e.g. overlap with US time zones
    • Geopolitical risk levels
    • Talent availability
  3. Legal & Infrastructure Setup
    • Incorporate legal entity (if needed), meet regulatory requirements.
    • Setup office, IT infrastructure, security protocols.
  4. Talent Acquisition & Organization Design
    • Build local leadership.
    • Hire initial core team and design scalable org structure.
    • Plan for ongoing skilling and development.
  5. Operational Framework
    • Define scope and operating model.
    • Set up governance (local and global), KPIs, and SLAs.
    • Choose between build-operate-transfer (BOT) or full in-house build.
  6. Integration with Parent Organization ·
    • Ensure alignment with global processes and policies.
    • Set up collaboration tools, communication protocols, and stakeholder management practices.
  7. Scale & Maturity
    • Expand functional scope over time.
    • Evolve into a strategic hub or Center of Excellence.
    • Measure value delivered (cost savings, innovation, business impact).

Strategic Insight Summary

  • Location Volatility – Real-time fallback logic with policy-aware rerouting
  • Talent Risk – Attrition heatmaps, feasibility scoring, gig workforce modeling
  • Vendor Failure – SLA breach alerts, auto-substitution engine, marketplace matching
  • Execution Delay – AI-driven recovery paths, cost-impact simulation, milestone gating
  • Compliance Drift – Policy shift alerts, regulatory threshold monitoring, audit logs
  • Program Visibility – Board-ready PDF exports, RAG status dashboards, exception reports

Origin, Vision & Founding Team

Aokah was founded by Atul Vashistha, a global services pioneer and transformation expert who previously founded Neo Group and Supply Wisdom. Atul’s public service includes advisory roles with the U.S. Department of Defense and authorship of multiple books on globalization, outsourcing, and risk.

Most enterprises lack a resilient, real-time system to de-risk and accelerate global expansion. Aokah was built to fill that gap, transforming Global Capability Center execution from static, consultant-led engagements into software-powered orchestration that scales dynamically.

Aokah is led by a cross-functional team of strategy advisors, technologists, Global Capability Center operators, and AI scientists with collective experience across over 300 Global Capability Center programs.

What Makes Aokah Unique

Traditional consulting: Delivers advice, often in PPT form, with limited ability to adjust post-decision.

Market intelligence: Provides point-in-time benchmarking without execution context.

Aokah: Acts as a living orchestration platform, continuously syncing program data across cities, vendors, talent pools, and compliance layers. It integrates execution, not just insight.

Aokah’s intelligence includes:

  • Dynamic location scoring and fallback logic
  • Real-time risk alerts with mitigation paths
  • Talent readiness and gap analysis
  • Vendor orchestration with SLA monitoring
  • Milestone gating and program health forecasting

All integrated into a single system of execution.

Aokah reduces the time to determine the location(s) of your Global Capability Center(s), based on client-defined criteria, from months to minutes, through execution intelligence.

Aokah reduces the time to create a shortlist of vendors from weeks (or longer) to minutes across various vendor categories, including realtors, legal, compliance, financial services, construction/design firms, caterers, physical security, and transportation.

Aokah leverages AI-powered talent and vendor orchestration to achieve optimal goals.

Aokah provides comprehensive program management across the various program facets within a holistic portal driven by advanced AI and data analysis-driven algorithms.

Aokah provides sophisticated AI-driven talent search, acquisition, growth, and retention capabilities, streamlining the talent management process using AI-powered talent orchestration.

Aokah provides real-time monitoring of internal and external events to ensure optimal operations, warn management of growing risks (e.g., attrition), and provide mitigations allowing management to achieve advanced risk governance over the Global Capability Centers.

Platform Architecture & Intelligence Foundations

Program Wisdom – Tracks and governs execution milestones across discovery, setup, and scale. Provides deviation alerts and fallback triggers.

Geo Wisdom – Ranks cities across talent, cost, ESG, and risk. Suggests alternate locations based on real-time changes.

Talent Wisdom – Maps talent supply, executive shifts, hiring velocity, attrition signals, and skill feasibility by city and function.

Ecosystem Wisdom – Identifies and monitors vendor maturity, SLA compliance, and engagement readiness. Suggests mitigations in case of vendor disruption.

Delivery Wisdom – Integrates with delivery partner(s) to ensure delivery as agreed with continuous focus on value recovery and realization.

Each Foundation is modular yet interconnected. For example:

  • A vendor SLA breach (Ecosystem Wisdom) may auto-trigger a location fallback (Geo Wisdom) and update delivery milestones (Program Wisdom).
  • If talent density drops in a city (Talent Wisdom), it may signal a location risk and prompt program rescheduling.

By embedding the Low Risk Recipe™, a behavioral science-backed model that ensures adoption by reducing perceived and actual risk across:

  • End User Harmony: Design fit, usability, support
  • Vendor Reliability: Performance, domain expertise, fallback options
  • Safety in Numbers: Ecosystem depth, standards, endorsements

When cities become risky or vendors fail mid-rollout, the platform:

  • Triggers fallback city/vendor rerouting
  • Simulates cost, readiness, and delay impact
  • Re-generates executive briefs for decision-making

This self-healing logic ensures execution continues, even under stress.

  • Selecting new Global Capability Center locations
  • Executing a Build-Operate-Transfer (BOT) rollout
  • Creating a run book to establish any of the 3 types of Global Capability Centers (Traditional, BOT, Virtual)
  • Evaluating vendors for real estate, construction design/development, transport HR, facilities, or automation
  • Simulating budget impacts across cities
  • Conducting a performance or compliance audit of existing Global Capability Centers

Product Capability & Exports

All modules support one-click export to executive-ready formats:

  • City scoring decks (PDF, CSV)
  • TCO comparison charts
  • Talent supply heatmaps
  • Program milestone snapshots (RAG format)
  • ESG compliance dashboards
  • Risk event logs

Yes. Engines such as Fit Score, Risk Score, and TCO Simulator support sector-specific weighting and thresholds for BFSI, Life Sciences, Manufacturing, Technology, and more.

How Aokah Helps Enterprises

Aokah combines strategy and execution by using AI-powered insights across talent, location, risk, and vendor orchestration. Enterprises use Aokah to shorten launch timelines, reduce risk exposure, and optimize for resilience and scalability.

Unlike people-only models, Aokah is a Platform-as-a-Service built for global capabilities. We bring live dashboards, predictive risk alerts, AI-enabled talent feasibility, and milestone tracking, transforming complex programs into managed, insight-driven journeys.

Yes. Aokah is vendor-neutral and supports BOT, Virtual, and Traditional setups. Our platform helps clients evaluate models based on TCO, talent viability, infrastructure readiness, and operational risk.

AI powers every layer of the Aokah platform from city selection and hiring feasibility to vendor maturity scoring and risk detection. We embed predictive intelligence into all decision flows to drive speed, clarity, and control.

Aokah supports over 190 cities globally. Our AI-based Geo Wisdom continuously scores cities based on talent supply, cost structures, risk conditions, regulatory dynamics, and ESG readiness.

We monitor talent attrition, wage inflation, vendor SLAs, regulatory volatility, and geopolitical risk in real-time. Our risk-to-recovery engine enables fallback workflows across projects, locations, and vendors.

Through Talent Wisdom, Aokah maps skill density, hiring velocity, attrition risk, and executive movement across global cities, empowering smart workforce planning for high-value functions. Aokah data includes all Global Capability Center leadership, including 3 levels of leadership.

Both. Aokah supports greenfield Global Capability Centers as well as scaling and modernizing existing global capabilities. Our platform seamlessly integrates with existing operations to enhance resilience, talent alignment, and ROI visibility.

Aokah operates with ecosystem neutrality. While we maintain a curated vendor ecosystem, all partner engagements are based on performance, SLA compliance, and client-defined fit, governed transparently by Ecosystem Wisdom

Use Cases & Enterprise Value

By embedding the Low Risk Recipe™, a behavioral science-backed model that ensures adoption by reducing perceived and actual risk across: 

  • End User Harmony: Design fit, usability, support
  • Vendor Reliability: Performance, domain expertise, fallback options
  • Safety in Numbers: Ecosystem depth, standards, endorsements

When cities become risky or vendors fail mid-rollout, the platform:

  • Triggers fallback city/vendor rerouting
  • Simulates cost, readiness, and delay impact
  • Re-generates executive briefs for decision-making

This self-healing logic ensures execution continues, even under stress.

  • Selecting new Global Capability Center locations
  • Executing a Build-Operate-Transfer (BOT) rollout
  • Creating a run book to establish any of the 3 types of Global Capability Centers (Traditional, BOT, Virtual)
  • Evaluating vendors for real estate, construction design/development, transport HR, facilities, or automation
  • Simulating budget impacts across cities 
  • Conducting a performance or compliance audit of existing Global Capability Centers

Clients, Partners & Ecosystem

CFOs – For TCO modeling, cost optimization, and fallback scenario budgeting CHROs – For skill supply, diversity tracking, attrition risk, and vendor comparison

CIOs/CTOs, CISO/Security, Program Managers – For skill supply, new program delivery, program management, risk management and governance

Legal/Compliance Teams – For regulatory alerting and traceable fallback logic Strategy Leads – For expansion planning, executive dashboards, and board-level insights

Partners—including consulting firms, integrators, HR providers, and infrastructure vendors—engage through: 

  • Referral and co-sell models
  • Certified onboarding and demo toolkits
  • Commission-based marketplace or vendor visibility
  • White-label options (by governance review only)

Governance, Security & Compliance

Geo and Ecosystem Wisdom track data handling laws, labor regulations, IP risk, and ESG metrics across locations and vendors. All fallback logic respects:

  • Data residency
  • Tax structure
  • Employment codes
  • Political or legal volatility

Yes. The platform maintains a full decision ledger timestamped records of:

  • Recommendations made
  • Triggers activated
  • Exports generated
  • Fallbacks executed

This ensures compliance with internal audit protocols and regulatory needs.

Pricing, Engagement & Integration

Clients typically follow this path:

  1. Discovery Call
  2. Platform Preview or Guided Simulation
  3. Location/Talent/Vendor input collection
  4. Location(s) selected
  5. Program Foundation establishes the run book and its execution
  6. Orchestration begins via Aokah Foundations
  7. Real-time dashboards, alerts, and governance reporting
  • Freemium: Preview access to Geo Wisdom
  • Growth: Access to all four Foundations (program, geo, talent, ecosystem)
  • Premium: Customizations, white-labeling, partner integration, advanced exports

Yes. The platform supports connectors with tools like:

  • MS Project, Asana, Jira (Program Milestone Sync)
  • Workday, SAP SuccessFactors (Talent Inputs)
  • Salesforce (Pipeline Integration)
  • Risk & ESG engines (Supply Wisdom API-ready)

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