The language of modern operations.
A 148-term quick-reference guide to the AI, staffing, and outsourcing language you'll hear us use — so every conversation starts on the same page.
148 terms in this guide
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13th-month Pay
A mandatory annual bonus in the Philippines equivalent to one-twelfth of an employee's total basic salary for the year, paid no later than December 24. Required by law for all rank-and-file employees.
A
Agentic AI
AI systems that can plan, use tools, and take multi-step action toward a goal with little ongoing human input.
Agile Outsourcing
An outsourcing arrangement that applies agile principles — short sprints, continuous delivery, and regular feedback loops — to how work is structured and delivered between client and provider.
AI Agent
A software system that perceives its environment, reasons about a goal, and takes actions — often using tools like web search, code execution, or APIs — to complete tasks with minimal human supervision.
AI Hallucination
When an AI model generates output that sounds plausible but is factually wrong or entirely made up, typically because the model is pattern-matching rather than retrieving verified facts.
Artificial Intelligence (AI)
Software built to perform tasks that normally require human intelligence, such as learning, reasoning, and judgment.
Attention Mechanism
The component inside transformer models that lets the network weigh how relevant each part of an input is to every other part, enabling it to understand context across long sequences.
Automation
Using software or tooling to carry out a task with little or no manual effort.
B
Back Office
The internal operations of a business that support the front office but do not interact directly with customers — including accounting, HR, data processing, compliance, and IT.
Backsourcing
Bringing a function or process back in-house after it was previously outsourced to a third-party provider.
Benchmarking
Measuring a company's processes, performance metrics, or costs against industry standards or direct competitors to identify gaps and set improvement targets.
Best Practices
Established methods or techniques that have consistently produced superior results and are widely recognized as the most effective way to accomplish a task or achieve a goal.
Brick-and-Mortar
A traditional business with a physical location — as opposed to a purely online or remote operation.
Business Continuity Plan (BCP)
A documented strategy that defines how a business will maintain or quickly resume critical functions during and after a major disruption such as a natural disaster, cyberattack, or operational failure.
Business Process
A set of structured, repeatable activities performed in sequence to accomplish a specific organizational goal.
Business Process Management (BPM)
A systematic approach to improving an organization's workflows by modeling, analyzing, and optimizing its business processes.
Business Process Outsourcing (BPO)
Contracting specific business operations or functions — such as payroll, customer support, or data entry — to a third-party provider.
Business-To-Business (B2B)
Commerce or interactions between two businesses rather than between a business and a consumer.
Business-To-Consumer (B2C)
Commerce or interactions conducted directly between a business and individual end consumers.
Business-To-Employee (B2E)
Services or tools that a business provides to its own employees — such as internal portals, benefits platforms, and HR self-service systems.
C
Capacity Planning
The process of determining the production capacity needed by an organization to meet changing demand for its products or services.
Chain of Thought (CoT)
A prompting technique where a model is guided to reason step-by-step before giving a final answer, significantly improving accuracy on complex problems.
Cloud Computing
Accessing compute, storage, and software over the internet instead of running it on local hardware.
Compliance (In Outsourcing)
Ensuring that outsourced operations adhere to applicable laws, regulations, industry standards, and contractual obligations — including data privacy, labor law, and security requirements.
Contact Center
A centralized operation that manages customer interactions across multiple channels — including phone, email, chat, and social media — often serving as the primary point of contact for customer support and service.
Contact Center / Call Center Outsourcing (CCO)
Contracting customer communication operations — inbound support, outbound sales, or both — to an external provider.
Context Window
The maximum amount of text (measured in tokens) a language model can read and reason over in a single interaction — everything outside this window is invisible to the model.
Cost-Benefit Analysis
A systematic comparison of the costs and expected benefits of a decision or project to determine whether it is financially justified.
Creative Process Outsourcing (CPO)
Delegating creative work — such as design, content creation, video production, or branding — to an external specialist or agency.
Crowdsourcing
Obtaining work, ideas, or content by soliciting contributions from a large group of people, typically via the internet, rather than from a traditional supplier or employee.
Cultural Fit
The degree to which an outsourced team's values, communication style, and work practices align with those of the client organization.
D
Data Mining
Digging through large datasets to surface useful patterns and relationships.
Data Security
The controls and practices used to keep data confidential, accurate, and available only to the right people.
Diffusion Model
A class of generative AI model that learns to create data (images, audio, video) by learning to reverse a gradual noise process — the basis for tools like Stable Diffusion and Sora.
Digital Outsourcing Agency
A service provider that offers outsourced digital capabilities — including web development, digital marketing, content, and design — typically managed remotely.
Digital Transformation
Rethinking how a business operates by weaving digital tools and workflows into every part of it.
Disaster Recovery
A set of policies and procedures designed to restore critical business systems and data following a catastrophic event, minimizing downtime and data loss.
Downsizing
Reducing a company's workforce or operational scale, typically to cut costs or improve efficiency.
E
Embedding
A numerical representation of text, images, or other data as a vector of numbers that captures semantic meaning, allowing AI models to find similar items by comparing distances in vector space.
End-To-End Process
A complete workflow that covers every step of a process from start to finish, managed by a single team or provider without handoffs to other parties.
Engagement Model
The contractual and operational structure that defines how a client and an outsourcing provider will work together — including scope, pricing, management, and deliverables.
Enterprise
A large organization or business, typically with complex operations, multiple departments, and significant workforce and revenue scale.
Enterprise Resource Planning (ERP)
Integrated software systems that consolidate and manage core business processes — including finance, HR, supply chain, and operations — across an organization.
F
Fine-tuning
Further training a pre-trained foundation model on a smaller, task-specific dataset so it performs better on a particular domain or style without training from scratch.
Foundation Model
A large AI model trained on broad data at massive scale that can be adapted for many downstream tasks — examples include GPT-4, Claude, and Gemini.
Freelancing
Working independently on a project or contract basis for multiple clients rather than as a full-time employee of a single organization.
Front Office
The customer-facing functions of a business — including sales, marketing, and customer service — that generate revenue and interact directly with clients.
Full-Time Equivalent (FTE)
A unit of measurement representing the workload of one full-time employee. One FTE equals 40 hours per week; part-time workers are expressed as fractions.
Function Calling
A capability that lets a language model trigger structured external tools or APIs — like querying a database or running a calculation — and incorporate their results into its response.
G
GDPR (General Data Protection Regulation)
The EU's legal framework governing how personal data belonging to EU residents can be collected and used.
Generative AI (GenAI)
AI that produces new content — text, images, code, audio, or video — by learning patterns from training data rather than just classifying or predicting.
GPU (Graphics Processing Unit)
Specialized hardware originally designed for graphics that excels at the massively parallel matrix math underlying AI model training and inference.
Grounding
Connecting an AI model's responses to verified, real-world information — such as retrieved documents or live data — to reduce hallucinations and improve factual accuracy.
Guardrails
Rules, filters, or secondary models placed around an AI system to prevent it from producing harmful, off-topic, or policy-violating outputs.
H
Human Resources (HR)
The department responsible for managing an organization's workforce — including recruitment, onboarding, payroll, compliance, performance management, and employee relations.
Human-in-the-Loop (HITL)
An approach where people review, correct, or approve AI output to keep it accurate and reliable.
I
Independent Contractor
A self-employed individual who provides services to clients under a contract, without being classified as an employee. Contractors manage their own taxes, equipment, and benefits.
Inference
Running a trained AI model on new inputs to produce outputs — as distinct from training, which is the process of teaching the model in the first place.
Information Technology Outsourcing (ITO)
Contracting IT functions — such as infrastructure management, software development, helpdesk, or cybersecurity — to an external provider.
Innovation Management
The structured process of generating, evaluating, and implementing new ideas to drive business growth, improve products, or optimize operations.
Insourcing
Performing a business function internally with existing staff and resources rather than contracting it to an external provider.
Integration Services
Services that connect separate software systems, platforms, or data sources so they work together as a unified operational environment.
ISO Certification
Formal recognition that an organization meets the standards set by the International Organization for Standardization — indicating consistent quality management practices.
K
Knowledge Process Outsourcing (KPO)
Outsourcing knowledge-intensive tasks that require specialized expertise — such as research, analytics, legal work, or financial modeling — to external specialists.
KPI (Key Performance Indicator)
A specific, trackable metric used to gauge progress toward a business goal.
L
Labor Costs
The total expense associated with employing a workforce, including wages, benefits, payroll taxes, training, and overhead.
Legal Process Outsourcing (LPO)
Delegating legal work — such as document review, contract management, research, or compliance — to external legal professionals or specialized firms.
LLM (Large Language Model)
A neural network trained on vast amounts of text data that can generate, summarize, translate, and reason about language. GPT-4, Claude, and Llama are examples.
LLMOps
The practices, tools, and infrastructure for deploying, monitoring, versioning, and continuously improving large language models in production.
M
Machine Learning (ML)
A branch of AI where systems learn from data to improve at a task over time without being explicitly programmed with rules.
Managed Operations
An outsourcing arrangement where the provider takes full responsibility for running a specific function or process, including staffing, management, quality, and outcomes.
Managed Services
Handing over ongoing responsibility for a process or system to a provider who proactively maintains it.
Managed Team
A KDCI staffing model where a dedicated team comes with its own embedded leadership and QA, plugged directly into your company.
Metrics
Quantifiable measures used to track the performance and effectiveness of a process, team, or business function over time.
MLOps (Machine Learning Operations)
The discipline of streamlining the end-to-end ML lifecycle — from data prep and model training through deployment, monitoring, and retraining — using DevOps-style practices.
Model Drift
The gradual degradation in a deployed model's accuracy as the real-world data it sees starts to differ from the data it was trained on.
Monthly Retainer
A fixed recurring fee paid to a service provider in exchange for a defined set of services or hours per month.
Multimodal AI
AI systems that can understand and generate content across multiple types of data — such as text, images, audio, and video — within the same model.
Multisourcing
Distributing outsourced work across multiple vendors rather than relying on a single provider — used to reduce risk and optimize cost and specialization.
N
Natural Language Processing (NLP)
The field of AI focused on enabling machines to understand, interpret, and generate human language in a useful way.
Nearshore Outsourcing
Contracting work to a provider in a nearby country — typically in the same or adjacent time zone — balancing cost savings with easier collaboration than offshore alternatives.
Net-30
A payment term requiring an invoice to be paid within 30 calendar days of the invoice date.
Neural Network
A computational architecture loosely inspired by the brain, made of layers of interconnected nodes that transform inputs into outputs through learned weights.
O
Offshore Staffing
Building a dedicated team of full-time employees in another country — typically through a staffing partner — who work exclusively for your business.
Offshore Staffing
Adding outside specialists to temporarily extend your team's capacity or skill set.
Offshoring
Moving a business function or operation to another country to take advantage of lower costs, access to talent, or time zone coverage.
Onshoring
Keeping or bringing business operations within the same country — the opposite of offshoring.
Operations Management
The discipline of designing, overseeing, and improving the systems and processes that produce and deliver a company's products or services.
Orchestration
Coordinating multiple AI models, tools, and data sources into a coherent pipeline or agent workflow to complete complex tasks.
Outsourcing
Contracting work or business functions to an external party rather than handling them internally.
Overfitting
When a model learns the training data so precisely — including its noise and quirks — that it performs poorly on new, unseen data.
Overhead Costs
Ongoing business expenses not directly tied to producing a product or service — such as rent, utilities, administrative salaries, and equipment.
P
Payroll
The process of calculating and distributing employee compensation — including wages, salaries, taxes, and deductions — on a regular schedule.
Payroll Outsourcing
Delegating payroll processing and related compliance tasks to a third-party provider.
Process Optimization
Improving an existing business process to increase efficiency, reduce cost, eliminate waste, or improve output quality.
Professional Employer Organization (PEO)
A firm that enters into a co-employment arrangement with a client company, taking on employer responsibilities such as payroll, benefits administration, and HR compliance.
Profit Margin
The percentage of revenue remaining after deducting costs — a key indicator of business efficiency and financial health.
Project
A temporary, goal-directed undertaking with a defined scope, timeline, and budget.
Project Management
The discipline of planning, executing, and overseeing a project to ensure it is completed on time, within budget, and to the required standard.
Prompt Engineering
The practice of designing and refining the instructions given to an AI model to reliably produce the desired output.
Q
QA (Quality Assurance)
A proactive set of checks built into a process to prevent defects and errors before they reach the customer.
QC (Quality Control)
Reviewing finished work or output to confirm it meets a defined quality standard.
Quarterly Business Review (QBR)
A formal meeting between a client and provider — held every three months — to review performance, address issues, and align on goals for the next quarter.
R
RAG (Retrieval-Augmented Generation)
An architecture that pairs a language model with a retrieval system — the model first fetches relevant documents from a knowledge base, then generates a response grounded in that content.
Rate Card
A standardized document listing the prices or billing rates for different services, roles, or deliverables offered by a provider.
Reasoning Model
A language model variant that spends extra compute thinking before responding — producing an internal chain of thought that improves performance on hard logical, mathematical, and coding problems.
Recruitment Process Outsourcing (RPO)
Transferring all or part of a company's recruitment function to an external provider who manages sourcing, screening, and hiring on the client's behalf.
Redundancy
The elimination of a role or position — typically due to restructuring, automation, or cost reduction — resulting in the termination of the employee in that role.
Remote Staffing
Hiring employees or contractors who work from a location outside the client's primary office — often in a different city or country.
Remote Work
Working from outside a traditional office, often from home or another location of choice.
Request For Information (RFI)
A formal document sent to potential vendors to gather general information about their capabilities, before issuing a more detailed RFP.
Request For Proposal (RFP)
A formal document issued to vendors inviting them to submit detailed proposals for a specific project or service contract.
Resource Allocation
The process of assigning available assets — including people, budget, and time — to specific projects or tasks in the most effective way.
Retrenchment
The reduction of a company's workforce as a cost-cutting or restructuring measure.
Return-on-Investment (ROI)
A measure of the financial gain or loss generated by an investment relative to its cost, expressed as a percentage.
Risk Management
The systematic process of identifying, assessing, and mitigating potential threats to a business's operations, finances, or reputation.
RLHF (Reinforcement Learning from Human Feedback)
A training technique where human raters score model outputs, and those scores are used to steer the model toward more helpful, safe, and accurate responses.
RPA (Robotic Process Automation)
Software bots that mimic repetitive human actions across systems to speed up routine work.
S
Scalability
The ability of a team, system, or process to grow (or shrink) smoothly as demand changes.
Scope
The defined boundaries of a project or engagement — outlining what is included, what is excluded, and what will be delivered.
Seat Leasing
A model where a business rents physical workspace, equipment, and infrastructure in an offshore location, then places its own staff or managed employees there.
Semantic Search
Search that understands the meaning and intent behind a query — rather than just matching keywords — typically using embeddings to find conceptually similar results.
SEO Outsourcing
Contracting search engine optimization work — including keyword research, on-page optimization, link building, and reporting — to an external specialist or agency.
Service Agreement
A contract between a client and provider that defines the services to be delivered, the standards to be met, and the responsibilities of each party.
Service Order
A document authorizing a provider to begin delivering a specific service or completing a defined task, typically issued under an existing service agreement.
Service Provider
A company or individual that delivers services to clients under a contract or agreement.
SLA (Service Level Agreement)
A documented commitment between provider and client covering expected quality, availability, and responsibilities.
Small-to-Medium Businesses (SMB)
Companies that fall below a defined threshold of employees or revenue — typically fewer than 500 employees — and represent a distinct market segment from large enterprises.
Smallsourcing
Outsourcing work to small businesses or individual specialists rather than large enterprise providers — typically used for niche or flexible engagements.
SOP (Standard Operating Procedure)
A written, step-by-step guide for carrying out a routine task consistently.
Statement of Work (SOW)
A formal document within a contract that defines the specific deliverables, timelines, milestones, and standards for a particular project or engagement.
Subject-Matter Experts (SME)
Individuals with deep knowledge and expertise in a specific domain — consulted for their specialized insight during a project or process.
Supervised Learning
A machine learning approach where a model is trained on labeled examples — input/output pairs — so it learns to predict the correct output for new inputs.
Sustainability (In Outsourcing)
Incorporating environmental, social, and governance (ESG) considerations into outsourcing decisions and operations — including labor practices, carbon footprint, and ethical sourcing.
T
Team Leader
A person responsible for directing and coordinating the work of a small group, typically serving as the primary point of contact between the team and management.
Token
The basic unit of text a language model processes — roughly a word or word fragment. Model costs, context windows, and speed are all measured in tokens.
Transfer Learning
Reusing a model trained on one task as the starting point for a different but related task, dramatically reducing the data and compute needed.
Transformer
The neural network architecture introduced in the 2017 'Attention Is All You Need' paper that underlies virtually all modern large language models.
Transition Management
The structured process of moving a business function or process from one provider to another, or from in-house to outsourced, with minimal disruption.
Turnover
The rate at which employees leave an organization and need to be replaced — a key metric in workforce stability and staffing cost.
V
Value-Added Service
An additional capability or feature provided by a vendor beyond the core contractual scope, designed to enhance the client's outcomes or experience.
Vector Database
A database purpose-built to store and query embeddings, enabling fast similarity search over millions of items — a core component of RAG systems.
Vendor
A company or individual that supplies goods or services to another business.
Virtual Teams
Groups of professionals who collaborate remotely across different locations — often across time zones and countries — using digital tools to communicate and deliver work.
W
Workflow Automation
Designing and running processes so tasks, data, and approvals move automatically between people and systems based on set rules.
Z
Zero Trust Security
A security approach that verifies every user and device continuously, regardless of whether they are inside or outside the network.
Zero-shot Learning
Prompting or tasking an AI model to perform something it was never explicitly trained on, relying purely on general knowledge learned during pre-training.
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